Biotic and abiotic drivers of lifehistory and demographic variation in boreal orchids
|
|
- Linnéa Öberg
- för 6 år sedan
- Visningar:
Transkript
1 Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology 1704 Biotic and abiotic drivers of lifehistory and demographic variation in boreal orchids MATTHEW R. TYE ACTA UNIVERSITATIS UPSALIENSIS UPPSALA 2018 ISSN ISBN urn:nbn:se:uu:diva
2 Dissertation presented at Uppsala University to be publicly examined in Zootissalen, Norbyvagen 18D, Uppsala, Thursday, 4 October 2018 at 14:00 for the degree of Doctor of Philosophy. The examination will be conducted in English. Faculty examiner: Dr. Yvonne Buckley (Trinity College, Department of Zoology ). Abstract Tye, M. R Biotic and abiotic drivers of life-history and demographic variation in boreal orchids. Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology pp. Uppsala: Acta Universitatis Upsaliensis. ISBN Environmental interactions, including both abiotic and biotic factors, are key drivers of lifehistory and population dynamics. Despite this, most population studies do not explicitly link variation in environmental factors and vital rates. Here, I combined long-term demographic data and short-term experiments in four species of long-lived boreal orchids (Dactylorhiza incarnata, Dactylorhiza lapponica, Dactylorhiza maculata, and Gymnadenia conopsea) at two sites (Nordmarka, a coastal site, and Sølendet, an inland site) in Norway to understand the effects of biotic and abiotic drivers of variation in vital rates, population dynamics and life history. More specifically, I examined if (I) demographic responses to climate are sensitive to small changes in species life history or location, (II) floral traits are under selection due to limitations of resources or pollinators, (III) pollen limited orchid species compensate for shortterm reductions in pollination success, and (IV) there is a demographic advantage to multi-year gaps in reproduction.i found that relationships between demography and climate were highly variable, both among species and sites. This highlights the difficulty in transferring data from similar populations for viability analyses and for models predicting range shifts. In chapter II, I documented strong pollen limitation but no significant resource limitation of female fitness in D. lapponica, and found that pollinator-mediated selection was far stronger than resourcemediated selection on floral traits. Chapter III revealed that individuals of D. lapponica and D. incarnata did not compensate for a temporary reduction in pollination success, though exact population responses varied both by species and reproductive cohort. This shows that long-lived plants may be unable to compensate for poor pollination by increasing future reproduction, and suggests that declines in pollination may have negative demographic consequences. In chapter IV I found no evidence for individuals of D. lapponica being able to use resources saved in reproductive gaps to increase future reproductive output, suggesting that gaps are simply plastic responses to resource constraints. Overall, these results show that population-level responses to abiotic and biotic factors vary among species, locations, and with timing. This implies that considering the effects of multiple environmental drivers across multiple populations is key to further our understanding of population dynamics. Keywords: Plant demography, life-history, climate, pollination, compensation, orchids, resources Matthew R. Tye, Department of Ecology and Genetics, Plant Ecology and Evolution, Norbyvägen 18 D, Uppsala University, SE Uppsala, Sweden. Matthew R. Tye 2018 ISSN ISBN urn:nbn:se:uu:diva (
3 List of Papers This thesis is based on the following papers, which are referred to in the text by their Roman numerals. I Tye, M., Dahlgren, J.P., Øien, D-I., Moen, A., and Sletvold, N. Demographic responses to climate variation depend on spatialand life history-differentiation at multiple scales. (Submitted manuscript) II Sletvold, N., Tye, M., and Ågren, J. (2017). Resource and pollinator mediated selection on floral traits. Functional Ecology, III 31(1), Tye, M., Dahlgren, J.P, and Sletvold, N. Multiyear demographic consequences of pollen limitation. (Manuscript). IV Tye, M., Dahlgren, J.P., Øien, D-I., Moen, A., and Sletvold, N. Demographic consequences of site and management-dependant timing and intensity of reproductive effort in a long-lived iteroparous plant (Manuscript). Reprints were made with permission from the respective publishers.
4
5 Contents Introduction... 7 Climate... 9 Pollination and Resources Aims of thesis Methods and Materials Study species and sites Sources of data Demographic responses to climate variation depend on spatial- and life history-differentiation at multiple scales (I) Resource and pollinator-mediated selection on floral traits (II) Multiyear demographic consequences of pollen limitation (III) Demographic consequences of site and management-dependant timing and intensity of reproductive effort in a long-lived iteroparous plant (IV) Results and discussion Demographic responses to climate variation depend on spatial- and life history-differentiation at multiple scales (I) Resource and pollinator-mediated selection on floral traits (II) Multiyear demographic consequences of pollen limitation (III) Demographic consequences of site and management-dependant timing and intensity of reproductive effort in a long-lived iteroparous plant (IV) Concluding remarks Svensk sammanfattning Acknowlegements Literature Cited... 33
6
7 Introduction Biological populations are critical units in the maintenance of ecosystems and species. It is populations which interbreed and form the building blocks of community interactions and population-level dynamics, and intraspecific competition has the ability to drastically alter the fates of individuals (Schoener 1973). Population responses to differing environments can also alter species patterns of spatial persistence (Csergő et al. 2017) and thus their ranges and distributions. Many outcomes and processes associated with a population are driven by dynamics internal to that population. Among the most important and earliest recognized of these are internal structuring due to age (Leslie 1945), size, or stage (Lefkovitch 1965). These developments led to the creation and proliferation of modelling techniques such as matrix population models which are able to provide quantitative information about a population s status and trajectories (Caswell 2001). Populations are also strongly influenced by the traits that are inherent to the species and individuals that compose them. Large-scale differences in life history associated with taxonomic divergence necessarily have large impacts on population structure and dynamics. A classic example of this are the contrasting reproductive patterns of k-selected and r-selected species (Pianka 1970). However, differences in life history need not be so drastic to have strong impacts on population dynamics. Indeed, several recent studies have shown that phylogenetic, biological, or spatial similarity are not always well correlated with similarity of demographic outcomes (Coutts et al. 2016; Che- Castaldo et al. 2018). Individuals within a population can also show variation in life histories. This variation can be either due to plastic responses to changing conditions (Sultan 2000) or to genetic differences arising from divergent selection or random effects (Wootton 1993). It is presently unclear to what extent amongindividual and among-population variation in life history represent different strategies or plastic responses to local conditions. Despite the importance of these internal dynamics, populations are not isolated systems. Every biological population experiences a wide array of external interactions, which have the ability to alter both a population s dynamics as well as life history patterns. The external factors include both biotic interactions with the surrounding community, such as predation (Wangersky 1978), disease (Muths et al. 2011) and mutualisms (Bruna et al. 2014), as well 7
8 as abiotic influences including climate (Casper 1996), soil resources (Dahlgren and Ehrlén 2009) and fire (Menges and Kimmich 1996). Although the importance of external drivers for population dynamics and life history outcomes are well known, their explicit inclusion in quantitative population models has been rare until recently (Crone et al. 2011). This has led to recent calls for more studies of environmental influences on demography and population dynamics (Ehrlén et al. 2016). Ehrlén et al. (2016) also identifies particular gaps in the literature, including assessing multiple environmental drivers and their interactions, experimental manipulation of drivers, and assessing the responses of multiple populations over long time periods. To that end, in this dissertation I make use of a study system of four boreal orchids (Dactylorhiza incarnata, D. lapponica, D. maculata, and Gymnadenia conopsea) at two sites (Nordmarka, a coastal site and Sølendet, an inland site) in central Norway to assess how several environmental drivers, including climate, pollination, resources and mowing, influence and interact with demography and life history in these populations (Figure 1). Long-term demographic datasets of over 30 years have been collected on the populations, along with concurrent data on climatic conditions and human disturbance in the form of mowing. This dataset provides a strong base for exploring how these populations react to environmental drivers at long time scales. Additional short-term experiments allowed me to examine the effects of further environmental factors such as pollination and soil resources on demography, life history and phenotypic selection. Figure 1. Conceptual models of the range of biotic and abiotic drivers and interactions that were considered in each chapter of this dissertation. 8
9 Climate Climate has the ability to greatly influence population dynamics and life history. Major climatic perturbations such as drought may have strong and immediate effects on population dynamics (Casper 1996, Salguero-Gómez et al. 2012, Tye et al. 2017). Long term patterns of temperature and precipitation not only impact short-term population dynamics (Austin and Williams 1988, Csergő et al. 2017), but are also major determinants of species distributions (Austin and Van Niel 2011, VanDerWal et al. 2013). These climatic patterns can affect populations at multiple spatial scales, from global sources of variation due to latitude and longitude (Jonas and Geber 1999), via regional effects due to factors such as altitudinal gradients (Hegazy et al. 2008), to small-scale variation in microclimates due to topography and exposure (Ulrey et al. 2016). Understanding the role of climate in governing population dynamics has become even more critical due to ongoing climate change, which has already affected populations by inducing range shifts (Chen et al. 2011) or altering the composition of the surrounding community (Devictor et al. 2012). The drive to understand the current and future effects of climate change has facilitated the development of large-scale models to determine how taxonomic groups or communities will respond to global drivers such as climate change and habitat fragmentation (Parmesan 2006; Bellard et al. 2012). However, the relative rarity of data on population-level responses to climate means that small-scale differences at either the taxonomic or spatial level are often overlooked. This is problematic, because phylogenetic relationship or spatial distance are not always reliable predictors of similarity in demography or life history in a population (Coutts et al. 2016; Che-Castaldo et al. 2018). This highlights the need for more data on the impact of environmental drivers on similar populations and sites (Ehrlén et al. 2016). The long-term dataset used in this thesis is ideally suited for this purpose because it combines long time scales and large sample sizes needed to estimate climatic drivers (Teller et al. 2016). In addition, sampling is replicated in multiple species, each in two sites along a regional climatic gradient. In chapter I of this thesis, I compare the demographic responses of four orchid species growing in similar habitats and with similar life histories to several climatic variables at these two sites. I ask if demographic responses to climatic variation can be generalized across similar species, or if small changes in life history and/or local habitat alter responses to variation in climate. This knowledge is important not only for understanding the validity of large-scale climate response models, but also for designing conservation management interventions to preserve threatened populations in a changing climate. 9
10 Pollination and Resources Pollination is one of the most extensive and important mutualistic interactions on the planet. Many plant populations are pollen limited which in turn leads to limitations on reproduction or overall population growth rate (Ashman et al., 2004; Knight et al., 2005). If pollen limitation is variable in time, individuals may attempt to compensate for a lost reproductive opportunity in a given year by increasing reproductive effort or growth in future years, a process that has been well documented in response to reproductive loss due to herbivory (Samson and Werk 1986; Easterling et al. 2000). Individuals or populations may also be limited in soil resources and both limitations are present in many plant populations (Vaughton 1991; Campbell and Halama 1993; Mattila and Kuitunen 2000; Asikainen and Mutikainen 2005; Brookes et al. 2008). Limitations in pollen or resources can impose strong selective pressures on many life history traits, such as increased investment in floral traits which attract pollinators (Campbell and Halama 1993) or increased conservation of resources by avoiding costs associated with reproduction in favor of increased survival (Sletvold and Ågren 2011, 2015) or increased future reproduction (Kuss et al. 2008). However very few studies (Caruso et al. 2005) have assessed the role of both resource and pollen-limitation on phenotypic selection at the same time using experimental manipulation. In perennial plants, individuals may be able to respond to resource or pollen limitation by altering the timing and intensity of reproductive effort. Although patterns of reproductive deferment have been relatively well described in short-lived semelparous species (e.g., Metcalf et al. 2003, Sletvold and Grindeland 2007, Kuss et al. 2008), patterns in long-lived iterparous species are less explored. Patterns of reproduction may be further altered by other environmental perturbations over the course of a lifetime such as frequent disturbance by factors such as fire or mowing. Reproductive responses to disturbance include accelerating the lifecycle and reproducing earlier to avoid the disturbance or to increase survival in response to the disturbance, often resulting in a reduced reproductive rate (Menges and Kohfeldt 1995, Luzuriaga et al. 2012). In chapter II, I experimentally manipulated pollen and resource limitation in Dactylorhiza lapponica in a factorial design to determine their independent and interactive role in determining female fitness and selection on floral traits. In chapter III, I experimentally manipulated pollen limitation in populations of D. lapponica and D. incarnata subsp. cruenta in two consecutive years in order to determine if individuals are capable of compensating reproductively for a short term reduction in pollination success. In chapter IV I used long term data on D. lapponica to determine if multiyear gaps in reproduction allowed individuals to store resources for future reproductive effort and if this was affected by site, previous floral number or disturbance by mowing. 10
11 Aims of thesis The main aim of this dissertation is to understand the effects of different biotic and abiotic factors on population dynamics and life history variation of boreal orchids and, where possible, explore how these effects vary by species and by site. More specifically this dissertation addresses the following questions: 1. Are demographic responses to climate sensitive to small changes in species life history or location? (I) 2. Are floral traits under selection due to limitations of resources or limitations of pollinators? (II) 3. Can pollen limited orchid species successfully compensate for short-term reductions in pollination services and is this pattern dependent upon species and reproductive cohort? (III) 4. Is there a demographic advantage to multi-year gaps in reproduction and are the demographic effects of reproductive gaps dependent upon location and/or disturbance regime? (IV) 11
12 Methods and Materials Study species and sites Data from a total of four species were used in this dissertation (Figure 2). All four species are long-lived non-clonal perennials. All species follow a general lifecycle where after germination and establishment, individuals may transition between dormant individuals producing no above-ground biomass, vegetative individuals which produce leaves but no reproductive stem, and reproductive individuals which do produce a reproductive stem. For chapter I and IV, vegetative individuals were further divided into three size classes based on leaf area (Figure 3). Dactylorhiza incarnata (Chapters I & III). (L.) Soó is a diploid orchid with a range in Europe and into Central Asia. It is highly variable and several subspecies are described. Populations of two subspecies are included in this work, Dactyloriza incarnata ssp. incarnata and Dactylorhiza incarnata ssp. cruenta. Both subspecies of D. incarnata grow mainly in fen carpet communities with a higher ground water level than the three other species (Moen et al. 2012), and have the earliest phenology of the study species. Dactylorhiza lapponica (Laest. ex Hartm.) Soó (Chapters I-IV) is a tetraploid orchid that occurs throughout Fennoscandia as well as in Scotland and in the European Alps (Øien and Moen 2002). D. lapponica is a rich fen species, common in fen lawns and margins in both study regions. It has an intermediate phenology, generally beginning flowering after D. incarnata and D. maculata but before G. conopsea. Dactylorhiza maculata (L.) Soó (Chapter I) is a tetraploid orchid distributed across much of Europe as well as parts of North Africa and Central Asia. D. maculata grows in a broad range of plant communities, but the studied populations all occur in rich fen plots that also include D. lapponica. D. maculata has a shorter life expectancy than other study species and is more prone to mass mortality events (unpublished observation). Gymnadenia conopsea (L.) (Chapter I) Br. R. is a diploid rewarding orchid with a range throughout much of Eurasia, occurring from the lowlands to the alpine regions, e.g. to 1560 m a.s.l. in Norway; a much wider range than the Dactylorhiza species that stops at 1000 m a.s.l. (Elven 2005, Meekers et al. 2012). G. conopsea grows on calcareous soils in fens, wet grasslands and herb-rich woodlands (Øien and Moen 2002). Flowering begins one to several 12
13 weeks after the Dactylorhiza species. G. conopsea also has the lowest overall mortality rate of any of the study species. Figure 2. Species used in this study. From left to right Dactylorhiza incarnata, D. lapponica, D. maculata, and Gymnadenia conopsea Photos: Matthew Tye and Nina Sletvold. Figure 3. Model of a generalized life cycle of the orchid species included in this thesis, based on long-term demographic data. The models included five stages: (1) dormant plants, (2) small vegetative plants (total leaf area <2 cm 2 ), (3) medium vegetative plants (total leaf area 2-6 cm 2 ), (4) large vegetative plants (total leaf area >6 cm2) and (5) flowering plants. Arrows correspond to transitions, and individuals are capable of growing or shrinking to any possible stage during a yearly transition. Growth transitions are indicate in blue, stasis in black and regression in red letters (notation corresponding to matrix elements). Two study cites in central Norway were used. Nordmarka (63 03 N, 9 05 E; Chapters I & IV) is a coastal site with an oceanic climate. Sølendet (Chapters I-IV, figure 4) is located approximately 145km further inland and is also about 250m higher in average elevation, giving this site a harsher, more continental climate. In both sites, traditional scything for the purpose of haymaking was employed until the 1950 s. However, after becoming nature reserves in the 1970s, mowing has been practiced as a conservation management technique. 13
14 Figure 4. Fen habitats at Sølendet. Photos: Matthew Tye Sources of data Chapters I & IV make use of long-term (32+ years) demographic data collected by researchers at NTNU lead by Asbjørn Moen and Dag-Inge Øien. This data consists of multiple permanent plots (5 m 2.5 m) for each species and site combination mentioned above. Plots were further subdivided into plots that had or had not received mowing (traditional scything) every 2-4 years in August. In each year plots were surveyed and individuals were measured for stage (dormant (defined as any individual reappearing after at least a year of no observable above ground biomass) small vegetative (total leaf area <2 cm 2 ), medium vegetative (total leaf area 2-6 cm 2 ), large vegetative (total leaf area >6 cm 2 ) as well as reproductive stage), stem height, and flower number. Chapter I uses plots from all species and site combinations (Table 1) but excludes mown plots, while Chapter IV uses all plots at both sites from D. lapponica only, excluding the plots mown every 4 years. Chapters II & III use data collected from short-term experiments conducted at Sølendet from on D. lapponica (II & III) as well as D. incarnata ssp. cruenta (III). For both species two annual cohorts of flowering plants were split into the treatment groups of control (natural reproduction, no manipulation), individuals whose flowers were removed before pollination, and supplemental hand pollination of all flowers. For the 2014 cohort of D. lapponica, we also included a resource addition treatment, in the form of NPK pellets. 14
15 Table 1. Table showing years sampled, population sizes, and mean vital rates for each population used in Chapter I Population Species Region Years Indiv Mean Dormancy DIS D. incarnata Sølendet DIN D. incarnata Nordmarka DMN D. maculata Nordmarka DMS D. maculata Sølendet GCN G. conopsea Nordmarka GCS G. conopsea Sølendet DLN D. lapponica Nordmarka DLS D. lapponica Sølendet Mean Survival Mean Flowering Mean Flower Number NA Mean Proportion Fruit Set
16 Demographic responses to climate variation depend on spatial- and life history-differentiation at multiple scales (I) In this study, we tested the hypotheses that populations would vary in their response to climate both by region and, to a lesser extent by life-history differences between species. We used 32 years of data from permanent plots in a total of 8 populations (4 species, each at 2 sites) in conjunction with climate data from nearby weather stations to explore how climatic factors influence demography in each population. We first selected four climatic variables based on biological relevance and previous studies (cf. Sletvold et al. 2013): Temperature and precipitation in the spring (May-June in year t) as well as temperature and precipitation in the previous summer (July-August in year t- 1). Precipitation was calculated as precipitation summed over the season, while temperature was calculated as monthly effective temperature sum (Laaksonen 1979). Earlier work on one of the included species, D. lapponica, documented a positive effect of previous year summer temperature on population growth rate in both study regions, a negative effect of spring temperature in the inland region and a negative effect of previous year precipitation in the coastal region (Sletvold et al. 2013). In this study, we tested to what extent these relationships can be generalized across related species. The climatic variables were then used to parameterize generalized linear mixed models for each vital rate (survival, flower production, and the probability of each stage transition: dormancy (no above ground biomass), small vegetative (total leaf area <2 cm 2 ), medium vegetative (total leaf area 2-6 cm 2 ), large vegetative (total leaf area >6 cm 2 ) as well as reproductive stage), with year, plot and locality as random effects. We then used cluster analysis via Ward s method (Ward 1963) on the standardized effect size of each climatic variable in order to determine the similarity of vital rate responses to climatic variables among populations. We also used the resulting glmms to parameterize stage-based matrix models to determine the effects of the climate variables on population growth rate for each population. Resource and pollinator-mediated selection on floral traits (II) In order to determine the relative role of resource and pollinator limitation for female reproductive success and phenotypic selection on floral traits, we set up an experiment in a population of D. lapponica at the inland site Sølendet in We first haphazardly chose and tagged 360 reproductive individuals just before onset of flowering. The individuals were then divided into four 16
17 equally sized treatment groups in a factorial design (1: control (no manipulation), 2: hand pollination, 3: resource addition, 4: hand pollination and resource addition). Before treatments were applied we measured number of flowers, plant height, flower size (calculated as corolla length corolla width) and spur length. Individuals were hand-pollinated by transferring the pollinia of a donor individual to the stigmatic surface of an individual in the treatment group with a toothpick. Resource addition was achieved by adding 10 NPK fertilizer pellets to a small hole within 15cm of the focal individual. Finally, we assessed the number of matured fruits at the end of the reproductive season and collected 3 fruits in order to calculate fruit mass. We returned the following year and for individuals flowering again, we measured floral traits and fruit number in the same way as the year before. We analyzed the effects of nutrient addition and pollination treatment on measured floral traits and fruit production in both study years by using a twoway ANOVA. We estimated selection using multiple regression. The response variable was relative female fitness which is defined as (individual fitness/mean fitness) and predictors were trait values which had been standardized to a mean of 0 and a variance of 1. We included only linear selection gradients to limit model complexity. Variance inflation factors were calculated for each model to determine that no major collinearity was present. We explored the effects of the nutrient and pollination treatments on female fitness using ANCOVA where the predictor variables were four standardized traits (plant height, number of flowers, corolla size and spur length), nutrient treatment (control vs. supplementation), pollination treatment (open-pollinated control vs. hand-pollination), and trait nutrient treatment, trait pollination treatment and trait nutrient pollination treatment interactions. We estimated pollinator mediated selection and resource mediated selection by subtracting the estimated selection gradient of individuals receiving a pollination or resource treatment from their respective controls. Multiyear demographic consequences of pollen limitation (III) In order to test the hypotheses that individuals would be able to at least partially compensate for reproductive loss through reduced pollination and that this compensation would vary by species and year we haphazardly marked approximately 300 flowering individuals each in two species (D. lapponica and D. incarnata subsp. cruenta) and in two separate yearly cohorts ( ) resulting in a total of ~1200 individuals. Individuals were then spilt into 3 equally sized groups (control, hand pollination and flower removal). Before treatments were applied we measured number of flowers as well as basal leaf area, calculated as the summed elliptical area of the three most basal leaves of 17
18 each plant. Flower removal was achieved by cutting buds off an inflorescence with scissors just before flower opening. We assessed the total number of fruits at the end of the fruiting season. Stage (reproductive, vegetative or dormant), number of flowers, basal leaf area, and number of fruits were then recorded in the subsequent two years for the 2014 cohorts and subsequent year for the 2015 cohorts, with the exception of fruit production for D. lapponica in 2016 which was excluded due to problems with data quality. We used linear models to test the effect of cohort (2014 and 2015), species (D. lapponica and D. incarnata), size, and pollination treatment (control, hand-pollination) on fruit production. We tested how size and pollination treatment (flower removal, control, hand-pollination) affected the probability of entering dormant, vegetative or reproductive stages in the following years using log-linear multinomial models from the r package nnet (Ripley et al 2016) as well as type III analysis of deviance tests. Flower and fruit production for each combination of species, cohort and treatment were summed for each year to compare reproductive effort and success. We also tested for compensatory vegetative growth in subsequent years by using general linear models to estimate differences in basal leaf area in subsequent years due to treatment and previous size. Demographic consequences of site and managementdependant timing and intensity of reproductive effort in a long-lived iteroparous plant (IV) In this study we tested the hypotheses that individuals would be able to use reproductive gaps to store responses in order to increase future reproduction and that this pattern would vary due to mowing, site, and previous investment in flower production. We used data from the same long-term permanent plots as in chapter I for D. lapponica in both the Nordmarka and Sølendet sites and additionally included plots mowed every 2 years as well as unmowed control plots. We first calculated the number of years since last reproduction and flower number at that last reproductive event for each yearly observation of an individual. We then used these variables to construct glmm-based vital rate models similarly to chapter I (dormancy, survival, small vegetative, medium vegetative, large vegetative, probability of reproduction, and flower production) with year, plot and locality as random effects. Possible interactive or quadratic effects were assessed via AICC (Burnham and Anderson 2003). We also calculated mean years since reproduction and mean flower number at the latest reproductive event for each species, site and treatment combination. The glmm vital rate models were then used to construct Markov-chain matrices with rewards (van Daalen and Caswell 2017). The reward in this case is 18
19 lifetime reproductive effort (LRE, calculated as total remaining flower production), which varies due to the two calculated reproductive variables as well as site and mowing. To test for the hypothesis of any resource storage due to forgoing reproduction, we first assessed a scenario (scenario 1) where individuals were able to accumulate any possible benefits of reproductive gaps in terms of LRE without having to actually forgo reproduction. This allows us essentially to isolate any positive effects of long reproductive gaps on LRE. In the second scenario, we considered that individuals with the vital rate values associated with emerging from a certain gap length would have to continuously go through reproductive gaps in order to maintain the same vital rate values. We also performed a Kitagawa decomposition (Kitagawa 1955) on scenario 1 to determine if the observed difference in LRE were due primarily to differences in survival and growth or to differences in reproductive intensity. 19
20 Results and discussion Demographic responses to climate variation depend on spatial- and life history-differentiation at multiple scales (I) Vital rate models revealed that population responses to climatic factors were highly variable though often weak in magnitude, with only 9% of tested relationships between the four climatic variables and vital rates being significant across all populations. However, a Fisher s combined probability test was significant for summer temperature (P=0.0044) and precipitation (P=0.044) across all populations, suggesting a higher rate of significant climatic relationships for these variables than would be expected due to chance. Cluster analysis revealed that the effect of climatic variables on dormancy probability and flower production was more similar in populations of the same or similar species. Flower production showed an especially strong division between the Dactylorhiza and Gymnadenia populations with Gymnadenia populations showing a higher number of flowers at higher temperatures and precipitation levels, while the opposite pattern was observed in Dactylorhiza populations, with the exception of summer temperature. In contrast, the responses of probability of reproduction to climate was more similar in populations at the same site. For survival probability, there was evidence of variation across both species and site. Analysis of population growth rates revealed a generally stronger effect of climate in the previous summer compared to spring climate in most populations (Figure 5). Higher summer precipitation was associated with decreased population growth rate in most populations, while higher summer temperature increased population growth rate. Responses to spring climate were less consistent, with different populations showing positive or negative effects of increased values of spring precipitation and temperature. Overall population growth responses to all climatic variables showed strong variability both between species and site. The high variation observed between populations in this study supports the idea that populations composed of similar species or somewhat similar habitats may nonetheless have very different patterns of demographic responses to environmental variation (Coutts et al. 2016; Che-Castaldo et al. 2018). The 20
21 fairly weak overall responses to the climatic factors studied in these populations add another layer of difficulty in accurately predicting population responses to global change. Figure 5. The range of predicted asymptotic population growth rates across observed values of each climatic variable for each population. Resource and pollinator-mediated selection on floral traits (II) Pollination treatment was shown to have significant effects on female fitness, due to increases in both fruit mass and fruit number. Addition of nutrients was associated with a significant increase in fruit mass only. There was no evidence for an interaction between the pollination and nutrient treatments. Selection opportunity (variance in relative fitness) was decreased in the handpollination treatment, whereas little effect on opportunity for selection was observed in the nutrient addition treatment. We additionally found evidence for pollinator-mediated selection on spur length as well as on corolla size when fertilizer was not present (Figure 6). These results are consistent with previous studies of similar species of orchids, which have documented strong pollen limitation of female fitness as well as pollinator-mediated selection on floral traits (Sletvold and Ågren 2014). 21
22 Figure 6. The effect of hand-pollination and nutrient addition on linear selection on (a) plant height, (b) number of flowers, (c) corolla size and (d) spur length. Note the different scale on the y-axis. In contrast, resource limitation was consistently weak or non-existent with no statistically significant resource-mediated selection. This lack of observed effect may be due to an inherently weak resource-limitation in this population. However, the short-term nature of this study means that potential effects of increased resources may simply be time-lagged as has been shown in some previous studies (Ehrlen and van Groenendaal 2001, Brookes et al. 2008). Overall, we show that pollinators exert a strong selective pressure on floral traits. Direct evidence for selection due to limitations of soil resources was weak, however our results show that stronger resource limitation may generate stronger selection on floral traits via female fitness, if traits are linked to plant size and resource status. 22
23 Multiyear demographic consequences of pollen limitation (III) Strong pollen limitation was observed in all species and yearly cohorts. This pollen limitation was generally stronger in D. lapponica than in D. cruenta (0.34 vs. 0.27) Pollen limitation was also stronger in the 2015 cohort than in the 2014 cohort in both species. There was a significant effect of pollination treatment on future reproductive probability in the subsequent year in every species by cohort combination except for D. lapponica in In the groups where the effect was significant, individuals in the flower removal treatment showed consistently higher rates of flowering compared to the hand-pollinated treatment. However, no significant effects of pollination treatment were observed after two years in either species. Size in the year of treatment as measured by basal leaf area significantly increased flowering rate in both the next year as well as two years after pollination treatment. D. cruenta showed some evidence attempting to compensate for pollination failure by increasing flower production in subsequent years, however these increases are not nearly sufficient to fully compensate for the losses in fruit production in the year of treatment (Figure 7). As predicted, D. lapponica showed even less evidence of reproductive compensation. Figure 7. Summed flower and fruit production across in response to pollination treatment in 2014 (FR = flower removal, C = control, natural pollination, HP = supplemental hand-pollination) for the two species. (A) Dactylorhiza cruenta 23
24 flower production (B) D. cruenta fruit production (C) D. lapponica flower production (D) D. lapponica fruit production. Evidence for partial compensation via increased vegetative growth in the year following treatments was shown in both species in the 2015 cohort, with individuals in the flower removal and control treatments being significantly larger than the hand-pollinated individuals. However, this was not the case in the 2014 cohort, where no significant treatment effect was seen either in the following year or two years after treatment. Overall these results suggest that these species are unable to fully compensate for yearly losses in reproductive output due to low pollination success. This weak compensation could be tied to the low observed recruitment rate in these species (Øien et al. 2008), which can lead to decreased selective pressure on attracting pollinators and thus increasing fruit production (Calvo 1993). The cohort and species differences in this study also reiterate the importance of comparing the life history responses of similar species and of replicating experiments in multiple years. Demographic consequences of site and managementdependant timing and intensity of reproductive effort in a long-lived iteroparous plant (IV) The length of reproductive gaps and the flower production at the previous reproductive event significantly influenced vital rates in both populations. Increasing reproductive gap length was associated with a higher probability of becoming a small vegetative individual in both the coastal and inland populations, and with lower probability of becoming a large vegetative individual and reduced flower number in the inland site of Sølendet only. A higher number of flowers at the previous flowering event was associated with reduced probability of becoming a medium vegetative individual, higher probability of becoming a large vegetative individual and higher future number of flowers in both populations. Under the highly favourable conditions of scenario 1, where individuals could maintain the vital rate values of individuals just emerging from gaps continuously without having to maintain reproductive gaps in the future, there was a slight increase in expected lifetime flower production among unmowed individual with high previous flower number at both sites with increasing gap lengths of up to three years. However these positive effects were quite small and were not noted in any other treatment combinations. Lifetime flower production was notably higher at Nordmarka compared to Sølendet. In both sites unmowed individuals showed higher expected lifetime reproductive effort than individuals mowed every two years. A Kitagawa decomposition (Figure 24
25 8) revealed that survival and growth contributed to most of the differences in lifetime reproductive effort due to mowing, with differences in yearly flower production being less important, especially in individuals with long gap lengths and high previous flower number. Figure 8. Decomposition of differences in lifetime reproductive effort due to mowing treatment into survival and transient stage occupancy (left) compared to per-year flower production (right) in both populations (Nordmarka top; Sølendet bottom). In scenario 2, where individuals emerging from reproductive gaps were forced to continuously undergo the same gap length in order to maintain the vital rate values associated with that gap, any small positive effects of gap length disappeared. Instead, increasing gap length markedly decreased lifetime flower production across all treatment combinations. As with the previous scenario, lifetime reproductive effort was lower with mowing at Sølendet, and in individuals with small previous flower number. Contrary to our predictions, this study found very little evidence for reproductive gaps as a deliberate strategy to save resources. Longer gaps did not generally increase lifetime reproductive effort, even in scenario 1, which eliminates many of the negative consequences of long gaps. The high frequency of reproductive gaps in these populations are thus likely maintained by poor condition of some individuals (Harper and Ogden 1970). 25
26 Concluding remarks The surrounding environment and inherent life history differences between species interact to shape the long-term trends and ultimate fates of populations. In this thesis, I have shown that species with similar life histories and populations of the same species at different sites may react very differently to environmental factors, such as variation in climate (I), pollination success (III), or mowing (IV). Biotic interactions in the form of pollinators are major drivers of selection on floral traits (II) and their year-to-year stability may be critical for the long-term persistence of these populations (III). Evidence for the role of resource uptake and storage is mixed. Resources do not seem to impose selection on floral traits (II) and individuals in the Dactylorhiza species cannot use stored resources to compensate for the negative effects of increased pollen limitation or gaps in reproduction (III-IV). The failure of individuals to compensate for reduced pollination (III) and the seemingly maladaptive frequent gaps in reproduction suggest either a chronic lack of resources in some individuals or an extremely low selective pressure on increasing reproductive effort due to low germination and recruitment rates. With this dissertation I have characterized as completely as I could some of the complex network of ecological factors that drive population dynamics and life history in these orchid species. However, this work is just a subset of the full range of environmental influences that these populations, and indeed all populations are subjected to. Many drivers likely to be critical to the fates of individuals and populations of these species such as conditions influencing germination success, microsite and microhabitat dynamics, mycorrhizal interactions, competition and many others are still poorly understood. Understanding these interactions in these species specifically as well as in plants more broadly are likely to play a key role in helping to conserve these species into the future in a changing planet. Overall, the four studies that comprise this work contribute to a growing body of literature which consider one or more environmental drivers (e.g. Mandle et al. 2015, Giljohann et al. 2017, Paniw et al. 2017) or compare population dynamics and life history across multiple populations (e.g Buckley et al. 2010, Salguero-Gómez et al. 2016, Csergő et al. 2017). The variation in vital-rate responses to environmental drivers across the populations studied here also supports the idea that extrapolating the results of a single population study to other populations, even those of similar species or at similar sites may overlook the unique circumstances of each population. 26
27 Svensk sammanfattning Biologiska populationer är kritiska enheter vid upprätthållandet av ekosystem och arter. Många resultat och processer som är associerade med en population drivs av populationens interna dynamik, såsom ålder och livshistoriestadium strukturering som har studerats i många taxa genom att använda matrixpopulationsmodeller och andra modelltyper. Den omgivande miljön kan också utöva stark inverkan på både livshistoria och demografi i en population. De yttre faktorerna innefattar både biotiska interaktioner med det omgivande samhället, som predation, sjukdom och mutualism samt abiotiska faktorer i ekosystemet såsom klimat, jordresurser och brand. Även om effekterna av externa drivkrafter på populationsdynamik och livshistoria är välkända har deras uttryckliga införlivande i kvantitativa populationsmodeller varit sällsynta tills nyligen. Detta har lett till nya krav på mer specifika studier av miljöpåverkan på demografi och populationsdynamik, inklusive identifiering av luckor i litteraturen, såsom bedömning av flera drivande miljöfaktorer och deras interaktioner, explicit experimentell manipulation av drivande faktorer och bedömning av hur populationer svarar på miljöfaktorer över långa tidsperioder. Detta är syftet för min avhandling där jag studerat fyra boreala orkidéer (Dactylorhiza incarnata, Dactylhoriza lapponica, Dactylhoriza maculata och Gymnadenia conopsea) på två platser (Nordmarka, en kustlokal och Sølendet, en inlandslokal) i centrala Norge bedömer hur flera drivande miljöfaktorer, inklusive klimat, pollinering, resurser och slåtter, påverkar och interagerar med demografi och livshistoria i dessa populationer. Långsiktiga demografiska data har samlats in på populationerna under 30 år, tillsammans med data om klimatförhållanden och mänsklig störning i form av slåtter under samma period. Dessa data ger en stark bas för att utforska hur dessa populationer reagerar på drivande miljöfaktorer under långa tidsramar. Ytterligare korta experiment gjorde det möjligt för mig att undersöka effekterna av ytterligare miljöfaktorer som pollinering och markresurser på demografi, livshistoria och fenotypisk selektion. Huvudsyftet med denna avhandling är att förstå effekterna av olika biotiska och abiotiska faktorer som driver variation i populationsdynamik och livshistoria hos boreala orkidéer och, när möjligt, undersöka hur dessa effekter varierar beroende på art och lokal. Mer specifikt behandlar denna avhandling följande frågor: 27
28 1. Är demografiska svar på klimat känsliga för små förändringar i artens livshistoria eller plats? (I) 2. Utsätts blommornas egenskaper för naturligt urval på grund av begränsningar av resurser eller begränsningar av pollinatörer? (II) 3. Kan pollenbegränsade orkidéarter framgångsrikt kompensera för kortfristiga minskningar av pollineringstjänster och är detta mönster beroende på art och reproduktiv kohort? (III) 4. Finns det en demografisk fördel med fleråriga uppehåll i reproduktion och är de demografiska effekterna av reproduktionsuppehåll beroende på plats eller störningsregim? (IV) Demografiska reaktioner på klimatvariation beror på rumslig och livshistorisk differentiering på flera skalor (I) I denna studie testade vi hypoteserna att hur klimatet skulle påverka populationer skulle variera både med region och, i mindre utsträckning, med skillnader i livshistoria mellan olika arter. Vi använde 32 års data från permanenta rutor i totalt 8 populationer (4 arter, vardera vid 2 lokaler) tillsammans med klimatdata från närliggande väderstationer för att undersöka hur klimatfaktorer påverkar demografin i varje population. Vi använde dessa data för att skapa generella linjära modeller för varje vital hastighet i alla populationer baserat på temperatur och nederbörd på våren samt föregående sommar. Vitala hastigheter inkluderade sannolikhet för överlevnad och sannolikhet för att gå in i viloläge, små vegetativa, medelstora vegetativa, stora vegetativa eller reproduktiva stadier och antal blommor. Vi använde sedan klusteranalys (Wards metod) på den standardiserade effektstorleken för varje klimatvariabel för att bestämma likheten av förändringen i vitala hastigheter beroende på klimatvariabler bland populationer. Vi konstruerade sedan matrismodeller baserat på dessa vitala hastigheter för att bestämma klimatpåverkan på populationens tillväxthastighet. Sammantaget fann vi att klimatpåverkan var ganska svag och mycket variabel både för olika platser och olika arter. Dessa resultat stödjer idén om att det är svårt att generalisera påverkan av miljöeffekter över liknande populationer. Resurs- och pollinationsmedierat urval av blomningsegenskaper (II) För att bestämma den relativa rollen som resurs- och pollinatörsbegränsning har för honlig reproduktiv framgång och fenotypiskt urval på blomningsegenskaper, upprättade vi ett experiment i en population av D. lapponica på inlandslokalen Sølendet Vi märkte 360 reproduktiva individer och delade in i fyra lika stora behandlingsgrupper i en faktorial design (1: kontroll (ingen manipulation), 2: handpollinering, 3: näringstillskott (10 NPK-gödselpellets), 4: handpollination och näringstillskott). Innan behandlingar tillämpades mättes antalet blommor, växthöjd, blomstorlek (beräknad som kronans längd kronans bredd) och sporrens längd. Vi analyserade effekterna av tillsats av näringsämnen och pollinationsbehandling på de mätta blom-egen- 28
The Arctic boundary layer
The Arctic boundary layer Interactions with the surface, and clouds, as learned from observations (and some modeling) Michael Tjernström Department of Meteorology & the Bert Bolin Center for Climate Research,
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 17 August 2015, 8:00-12:00. English Version
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 17 August 2015, 8:00-12:00 Examiner: Xiangfeng Yang (Tel: 070 2234765). Please answer in ENGLISH if you can. a. Allowed to use: a calculator, Formelsamling
Isometries of the plane
Isometries of the plane Mikael Forsberg August 23, 2011 Abstract Här följer del av ett dokument om Tesselering som jag skrivit för en annan kurs. Denna del handlar om isometrier och innehåller bevis för
FORSKNINGSKOMMUNIKATION OCH PUBLICERINGS- MÖNSTER INOM UTBILDNINGSVETENSKAP
FORSKNINGSKOMMUNIKATION OCH PUBLICERINGS- MÖNSTER INOM UTBILDNINGSVETENSKAP En studie av svensk utbildningsvetenskaplig forskning vid tre lärosäten VETENSKAPSRÅDETS RAPPORTSERIE 10:2010 Forskningskommunikation
Stiftelsen Allmänna Barnhuset KARLSTADS UNIVERSITET
Stiftelsen Allmänna Barnhuset KARLSTADS UNIVERSITET National Swedish parental studies using the same methodology have been performed in 1980, 2000, 2006 and 2011 (current study). In 1980 and 2000 the studies
Könsfördelningen inom kataraktkirurgin. Mats Lundström
Könsfördelningen inom kataraktkirurgin Mats Lundström Innehåll Fördelning av antal operationer utveckling Skillnader i väntetid Effekt av NIKE Skillnader i synskärpa före operation Skillnader i Catquest-9SF
Aborter i Sverige 2008 januari juni
HÄLSA OCH SJUKDOMAR 2008:9 Aborter i Sverige 2008 januari juni Preliminär sammanställning SVERIGES OFFICIELLA STATISTIK Statistik Hälsa och Sjukdomar Aborter i Sverige 2008 januari juni Preliminär sammanställning
Styrteknik: Binära tal, talsystem och koder D3:1
Styrteknik: Binära tal, talsystem och koder D3:1 Digitala kursmoment D1 Boolesk algebra D2 Grundläggande logiska funktioner D3 Binära tal, talsystem och koder Styrteknik :Binära tal, talsystem och koder
CHANGE WITH THE BRAIN IN MIND. Frukostseminarium 11 oktober 2018
CHANGE WITH THE BRAIN IN MIND Frukostseminarium 11 oktober 2018 EGNA FÖRÄNDRINGAR ü Fundera på ett par förändringar du drivit eller varit del av ü De som gått bra och det som gått dåligt. Vi pratar om
Kurskod: TAMS28 MATEMATISK STATISTIK Provkod: TEN1 05 June 2017, 14:00-18:00. English Version
Kurskod: TAMS28 MATEMATISK STATISTIK Provkod: TEN1 5 June 217, 14:-18: Examiner: Zhenxia Liu (Tel: 7 89528). Please answer in ENGLISH if you can. a. You are allowed to use a calculator, the formula and
Resultat av den utökade första planeringsövningen inför RRC september 2005
Resultat av den utökade första planeringsövningen inför RRC-06 23 september 2005 Resultat av utökad första planeringsövning - Tillägg av ytterligare administrativa deklarationer - Variant (av case 4) med
This exam consists of four problems. The maximum sum of points is 20. The marks 3, 4 and 5 require a minimum
Examiner Linus Carlsson 016-01-07 3 hours In English Exam (TEN) Probability theory and statistical inference MAA137 Aids: Collection of Formulas, Concepts and Tables Pocket calculator This exam consists
Documentation SN 3102
This document has been created by AHDS History and is based on information supplied by the depositor /////////////////////////////////////////////////////////// THE EUROPEAN STATE FINANCE DATABASE (Director:
ASSESSMENT AND REMEDIATION FOR CHILDREN WITH SPECIAL EDUCATIONAL NEEDS:
ASSESSMENT AND REMEDIATION FOR CHILDREN WITH SPECIAL EDUCATIONAL NEEDS: THE ROLE OF WORKING MEMORY, COMPLEX EXECUTIVE FUNCTION AND METACOGNITIVE STRATEGY TRAINING Avdelningen för psykologi Mittuniversitetet
Hållbar utveckling i kurser lå 16-17
Hållbar utveckling i kurser lå 16-17 : Jag tillhör akademin / My position is in the School of Jag tillhör akademin / My position is in the School of Humaniora och medier / Humanities and Media Studies
Viktig information för transmittrar med option /A1 Gold-Plated Diaphragm
Viktig information för transmittrar med option /A1 Gold-Plated Diaphragm Guldplätering kan aldrig helt stoppa genomträngningen av vätgas, men den får processen att gå långsammare. En tjock guldplätering
Examensarbete Introduk)on - Slutsatser Anne Håkansson annehak@kth.se Studierektor Examensarbeten ICT-skolan, KTH
Examensarbete Introduk)on - Slutsatser Anne Håkansson annehak@kth.se Studierektor Examensarbeten ICT-skolan, KTH 2016 Anne Håkansson All rights reserved. Svårt Harmonisera -> Introduktion, delar: Fråga/
Uttagning för D21E och H21E
Uttagning för D21E och H21E Anmälan till seniorelitklasserna vid O-Ringen i Kolmården 2019 är öppen fram till och med fredag 19 juli klockan 12.00. 80 deltagare per klass tas ut. En rangordningslista med
Measuring child participation in immunization registries: two national surveys, 2001
Measuring child participation in immunization registries: two national surveys, 2001 Diana Bartlett Immunization Registry Support Branch National Immunization Program Objectives Describe the progress of
2 locations Blackwell and Cherokee Treatment Structure
Brian Arnall 2 locations Blackwell and Cherokee Treatment Structure 1 Check, no starter 2 10-34 34-0 @ 5 gal/ac 10-34 34-0 @ 3gal/ac KTS (potassium thiosulfate)@ 2 3 gal/ac 10-34 34-0 @ 3 gal/ac ATS (ammonia
Vad händer med havsnivån i Stockholms län - vad behöver vi planera för? Sten Bergström SMHI
Vad händer med havsnivån i Stockholms län - vad behöver vi planera för? Sten Bergström SMHI http://www.nasa.gov/topics/earth/features/ temp-analysis-2009.html Årsmedeltemperaturen ( C) i Sverige Baserad
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 15 August 2016, 8:00-12:00. English Version
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 15 August 2016, 8:00-12:00 Examiner: Xiangfeng Yang (Tel: 070 0896661). Please answer in ENGLISH if you can. a. Allowed to use: a calculator, Formelsamling
Chapter 2: Random Variables
Chapter 2: Random Variables Experiment: Procedure + Observations Observation is an outcome Assign a number to each outcome: Random variable 1 Three ways to get an rv: Random Variables The rv is the observation
Collaborative Product Development:
Collaborative Product Development: a Purchasing Strategy for Small Industrialized House-building Companies Opponent: Erik Sandberg, LiU Institutionen för ekonomisk och industriell utveckling Vad är egentligen
Eternal Employment Financial Feasibility Study
Eternal Employment Financial Feasibility Study 2017-08-14 Assumptions Available amount: 6 MSEK Time until first payment: 7 years Current wage: 21 600 SEK/month (corresponding to labour costs of 350 500
Grass to biogas turns arable land to carbon sink LOVISA BJÖRNSSON
Grass to biogas turns arable land to carbon sink LOVISA BJÖRNSSON Project funding and reporting, Thomas Prade & Mikael Lantz (2016) Grass for biogas - Arable land as carbon sink. Report 2016:280. Energiforsk,
Signatursida följer/signature page follows
Styrelsens i Flexenclosure AB (publ) redogörelse enligt 13 kap. 6 och 14 kap. 8 aktiebolagslagen över förslaget till beslut om ökning av aktiekapitalet genom emission av aktier och emission av teckningsoptioner
Kursplan. FÖ3032 Redovisning och styrning av internationellt verksamma företag. 15 högskolepoäng, Avancerad nivå 1
Kursplan FÖ3032 Redovisning och styrning av internationellt verksamma företag 15 högskolepoäng, Avancerad nivå 1 Accounting and Control in Global Enterprises 15 Higher Education Credits *), Second Cycle
Vad händer med havsnivån i Stockholms län - vad behöver vi planera för? Signild Nerheim SMHI
Vad händer med havsnivån i Stockholms län - vad behöver vi planera för? Signild Nerheim SMHI Vad händer med havet? Global höjning av vattenståndet i havet 1993-2005 uppmätt med sateliter http://earthobservatory.nasa.gov/iotd/view.php?id=6638
The Municipality of Ystad
The Municipality of Ystad Coastal management in a local perspective TLC The Living Coast - Project seminar 26-28 nov Mona Ohlsson Project manager Climate and Environment The Municipality of Ystad Area:
KOL med primärvårdsperspektiv ERS 2014. Björn Ställberg Gagnef vårdcentral
KOL med primärvårdsperspektiv ERS 2014 Björn Ställberg Gagnef vårdcentral Nationella programrådet Astma och KOL Identifierade insatsområden Nationella programrådet Astma och KOLinsatsområden för KOL Diagnostik,
Kundfokus Kunden och kundens behov är centrala i alla våra projekt
D-Miljö AB bidrar till en renare miljö genom projekt där vi hjälper våra kunder att undersöka och sanera förorenad mark och förorenat grundvatten. Vi bistår dig som kund från projektets start till dess
District Application for Partnership
ESC Region Texas Regional Collaboratives in Math and Science District Application for Partnership 2013-2014 Applying for (check all that apply) Math Science District Name: District Contacts Name E-mail
Preschool Kindergarten
Preschool Kindergarten Objectives CCSS Reading: Foundational Skills RF.K.1.D: Recognize and name all upper- and lowercase letters of the alphabet. RF.K.3.A: Demonstrate basic knowledge of one-toone letter-sound
A study of the performance
A study of the performance and utilization of the Swedish railway network Anders Lindfeldt Royal Institute of Technology 2011-02-03 Introduction The load on the railway network increases steadily, and
Scalable Dynamic Analysis of Binary Code
Linköping Studies in Science and Technology Dissertations, No. 1993 Ulf Kargén FACULTY OF SCIENCE AND ENGINEERING Linköping Studies in Science and Technology, Dissertations, No. 1993, 2019 Department of
Klimatpåverkan och de stora osäkerheterna - I Pathways bör CO2-reduktion/mål hanteras inom ett osäkerhetsintervall
Klimatpåverkan och de stora osäkerheterna - I Pathways bör CO2-reduktion/mål hanteras inom ett osäkerhetsintervall Vi måste förstå att: Vårt klimat är ett mycket komplext system Många (av människan påverkade)
Rastercell. Digital Rastrering. AM & FM Raster. Rastercell. AM & FM Raster. Sasan Gooran (VT 2007) Rastrering. Rastercell. Konventionellt, AM
Rastercell Digital Rastrering Hybridraster, Rastervinkel, Rotation av digitala bilder, AM/FM rastrering Sasan Gooran (VT 2007) Önskat mått * 2* rastertätheten = inläsningsupplösning originalets mått 2
EBBA2 European Breeding Bird Atlas
Methodology Sergi Herrando, Verena Keller, Petr Voříšek et al. objectives 1. To document breeding evidence for all bird species at a resolution of 50x50 km 2. To estimate abundance for all bird species
Kristina Säfsten. Kristina Säfsten JTH
Att välja metod några riktlinjer Kristina Säfsten TD, Universitetslektor i produktionssystem Avdelningen för industriell organisation och produktion Tekniska högskolan i Jönköping (JTH) Det finns inte
Syns du, finns du? Examensarbete 15 hp kandidatnivå Medie- och kommunikationsvetenskap
Examensarbete 15 hp kandidatnivå Medie- och kommunikationsvetenskap Syns du, finns du? - En studie över användningen av SEO, PPC och sociala medier som strategiska kommunikationsverktyg i svenska företag
Vägytans tillstånd, historik och framtid. Johan Lang
Vägytans tillstånd, historik och framtid Vägytans tillstånd, historik och framtid Johan Lang Vägytemätningar visar tillståndet som trafikanten möter Effekt på trafikant och fordon Vägytans tillstånd Gränsytan
Methods to increase work-related activities within the curricula. S Nyberg and Pr U Edlund KTH SoTL 2017
Methods to increase work-related activities within the curricula S Nyberg and Pr U Edlund KTH SoTL 2017 Aim of the project Increase Work-related Learning Inspire theachers Motivate students Understanding
FK Electrodynamics I
FK8003 - Electrodynamics I Respondents: 18 Answer Count: 6 Answer Frequency: 33,33 % 5. Overall impression Overall I am satisfied with this course 4 3 (50,0%) Don't know 0 (0,0%) 6. Student contribution
Accomodations at Anfasteröd Gårdsvik, Ljungskile
Accomodations at Anfasteröd Gårdsvik, Ljungskile Anfasteröd Gårdsvik is a campsite and resort, located right by the sea and at the edge of the forest, south west of Ljungskile. We offer many sorts of accommodations
Adding active and blended learning to an introductory mechanics course
Adding active and blended learning to an introductory mechanics course Ulf Gran Chalmers, Physics Background Mechanics 1 for Engineering Physics and Engineering Mathematics (SP2/3, 7.5 hp) 200+ students
Kursplan. NA3009 Ekonomi och ledarskap. 7,5 högskolepoäng, Avancerad nivå 1. Economics of Leadership
Kursplan NA3009 Ekonomi och ledarskap 7,5 högskolepoäng, Avancerad nivå 1 Economics of Leadership 7.5 Higher Education Credits *), Second Cycle Level 1 Mål Studenterna skall efter genomgången kurs: kunna
Swedish adaptation of ISO TC 211 Quality principles. Erik Stenborg
Swedish adaptation of ISO TC 211 Quality principles The subject How to use international standards Linguistic differences Cultural differences Historical differences Conditions ISO 19100 series will become
SWESIAQ Swedish Chapter of International Society of Indoor Air Quality and Climate
Swedish Chapter of International Society of Indoor Air Quality and Climate Aneta Wierzbicka Swedish Chapter of International Society of Indoor Air Quality and Climate Independent and non-profit Swedish
6 th Grade English October 6-10, 2014
6 th Grade English October 6-10, 2014 Understand the content and structure of a short story. Imagine an important event or challenge in the future. Plan, draft, revise and edit a short story. Writing Focus
Alias 1.0 Rollbaserad inloggning
Alias 1.0 Rollbaserad inloggning Alias 1.0 Rollbaserad inloggning Magnus Bergqvist Tekniskt Säljstöd Magnus.Bergqvist@msb.se 072-502 09 56 Alias 1.0 Rollbaserad inloggning Funktionen Förutsättningar Funktionen
COPENHAGEN Environmentally Committed Accountants
THERE ARE SO MANY REASONS FOR WORKING WITH THE ENVIRONMENT! It s obviously important that all industries do what they can to contribute to environmental efforts. The MER project provides us with a unique
Grafisk teknik IMCDP IMCDP IMCDP. IMCDP(filter) Sasan Gooran (HT 2006) Assumptions:
IMCDP Grafisk teknik The impact of the placed dot is fed back to the original image by a filter Original Image Binary Image Sasan Gooran (HT 2006) The next dot is placed where the modified image has its
1. Compute the following matrix: (2 p) 2. Compute the determinant of the following matrix: (2 p)
UMEÅ UNIVERSITY Department of Mathematics and Mathematical Statistics Pre-exam in mathematics Linear algebra 2012-02-07 1. Compute the following matrix: (2 p 3 1 2 3 2 2 7 ( 4 3 5 2 2. Compute the determinant
NORDIC GRID DISTURBANCE STATISTICS 2012
NORDIC GRID DISTURBANCE STATISTICS 2012 Utdrag ur rapport utarbetad av DISTAC-gruppen under RGN inom ENTSO-E Sture Holmström 2 Korta bakgrundsfakta > 1999-2000 utarbetades Riktlinjer för klassificering
Webbregistrering pa kurs och termin
Webbregistrering pa kurs och termin 1. Du loggar in på www.kth.se via den personliga menyn Under fliken Kurser och under fliken Program finns på höger sida en länk till Studieöversiktssidan. På den sidan
Protected areas in Sweden - a Barents perspective
Protected areas in Sweden - a Barents perspective Olle Höjer Swedish Environmental Protection Agency Naturvårdsverket Swedish Environmental Protection Agency 2013-04-03 1 The fundamental framework for
Writing with context. Att skriva med sammanhang
Writing with context Att skriva med sammanhang What makes a piece of writing easy and interesting to read? Discuss in pairs and write down one word (in English or Swedish) to express your opinion http://korta.nu/sust(answer
Semantic and Physical Modeling and Simulation of Multi-Domain Energy Systems: Gas Turbines and Electrical Power Networks
DEGREE PROJECT IN ELECTRICAL ENGINEERING, SECOND CYCLE, 30 CREDITS STOCKHOLM, SWEDEN 2017 Semantic and Physical Modeling and Simulation of Multi-Domain Energy Systems: Gas Turbines and Electrical Power
Assigning Ethical Weights to Clinical Signs Observed During Toxicity Testing
: Assigning Ethical Weights to Clinical Signs Observed During Toxicity Testing Supplementary Data Information (in Swedish) given to the test participants concerning the hypothetical experiment English
Goals for third cycle studies according to the Higher Education Ordinance of Sweden (Sw. "Högskoleförordningen")
Goals for third cycle studies according to the Higher Education Ordinance of Sweden (Sw. "Högskoleförordningen") 1 1. Mål för doktorsexamen 1. Goals for doctoral exam Kunskap och förståelse visa brett
Health café. Self help groups. Learning café. Focus on support to people with chronic diseases and their families
Health café Resources Meeting places Live library Storytellers Self help groups Heart s house Volunteers Health coaches Learning café Recovery Health café project Focus on support to people with chronic
Urban Runoff in Denser Environments. Tom Richman, ASLA, AICP
Urban Runoff in Denser Environments Tom Richman, ASLA, AICP Tom Richman, CATALYST 1 Tom Richman, CATALYST 2 Tom Richman, CATALYST 3 Tom Richman, CATALYST 4 Tom Richman, CATALYST 5 Tom Richman, CATALYST
Senaste trenderna från testforskningen: Passar de industrin? Robert Feldt,
Senaste trenderna från testforskningen: Passar de industrin? Robert Feldt, robert.feldt@bth.se Vad är på gång i forskningen? (ICST 2015 & 2016) Security testing Mutation testing GUI testing Model-based
Beijer Electronics AB 2000, MA00336A, 2000-12
Demonstration driver English Svenska Beijer Electronics AB 2000, MA00336A, 2000-12 Beijer Electronics AB reserves the right to change information in this manual without prior notice. All examples in this
Statistical Quality Control Statistisk kvalitetsstyrning. 7,5 högskolepoäng. Ladok code: 41T05A, Name: Personal number:
Statistical Quality Control Statistisk kvalitetsstyrning 7,5 högskolepoäng Ladok code: 41T05A, The exam is given to: 41I02B IBE11, Pu2, Af2-ma Name: Personal number: Date of exam: 1 June Time: 9-13 Hjälpmedel
Questionnaire on Nurses Feeling for Hospital Odors
J. Japan Association on Odor Environment Vol. -1 No. 0,**0 437 *, ** * * Questionnaire on Nurses Feeling for Hospital Odors Tomoyo ITAKURA*, **, Megumi MITSUDA*, Takuzo INAGAKI*,,/. + +-/ 13.+... + +,,
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 31 May 2016, 8:00-12:00. English Version
Kurskod: TAIU06 MATEMATISK STATISTIK Provkod: TENA 31 May 2016, 8:00-12:00 Examiner: Xiangfeng Yang (Tel: 070 0896661). Please answer in ENGLISH if you can. a. Allowed to use: a calculator, Formelsamling
Module 6: Integrals and applications
Department of Mathematics SF65 Calculus Year 5/6 Module 6: Integrals and applications Sections 6. and 6.5 and Chapter 7 in Calculus by Adams and Essex. Three lectures, two tutorials and one seminar. Important
Alla Tiders Kalmar län, Create the good society in Kalmar county Contributions from the Heritage Sector and the Time Travel method
Alla Tiders Kalmar län, Create the good society in Kalmar county Contributions from the Heritage Sector and the Time Travel method Goal Bring back the experiences from the international work of Kalmar
Grafisk teknik IMCDP. Sasan Gooran (HT 2006) Assumptions:
Grafisk teknik Sasan Gooran (HT 2006) Iterative Method Controlling Dot Placement (IMCDP) Assumptions: The original continuous-tone image is scaled between 0 and 1 0 and 1 represent white and black respectively
DVA336 (Parallella system, H15, Västerås, 24053)
DVA336 (Parallella system, H15, Västerås, 24053) Respondents: 28 Answer Count: 9 Answer Frequency: 32,14 % Teaching methods The teaching methods in the course, that is their practical implementation and
CUSTOMER READERSHIP HARRODS MAGAZINE CUSTOMER OVERVIEW. 63% of Harrods Magazine readers are mostly interested in reading about beauty
79% of the division trade is generated by Harrods Rewards customers 30% of our Beauty clients are millennials 42% of our trade comes from tax-free customers 73% of the department base is female Source:
Introduktion till vetenskaplig metodik. Johan Åberg
Introduktion till vetenskaplig metodik Johan Åberg Innehåll Forskarvärlden Viktiga begrepp Referenshantering Den vetenskapliga rapporten Vetenskaplig diskussion Forskarvärlden Forskare mäts i antal publikationer
Information technology Open Document Format for Office Applications (OpenDocument) v1.0 (ISO/IEC 26300:2006, IDT) SWEDISH STANDARDS INSTITUTE
SVENSK STANDARD SS-ISO/IEC 26300:2008 Fastställd/Approved: 2008-06-17 Publicerad/Published: 2008-08-04 Utgåva/Edition: 1 Språk/Language: engelska/english ICS: 35.240.30 Information technology Open Document
Use of alcohol, tobacco and illicit drugs: a cause or an effect of mental ill health in adolescence? Elena Raffetti 31 August 2016
Use of alcohol, tobacco and illicit drugs: a cause or an effect of mental ill health in adolescence? Elena Raffetti 31 August 2016 Introduction Introduction Adolescents as a group are particularly vulnerable
Arbetstillfällen 100 000.
2 3 4 Arbetstillfällen 100 000. 5 6 7 Vissa anspråk ställs I de internationella direktiv och konventioner Sverige antingen är ålagt att följa eller frivilligt valt att följa. Här har jag listat några exempel
Läkemedelsverkets Farmakovigilansdag 19 maj 2015
Läkemedelsverkets Farmakovigilansdag 19 maj 2015 Incidence and outcome of paracetamol poisoning Rolf Gedeborg Associate Professor, Scientific Director of Epidemiology and Pharmacovigilance Unit for Scientific
Skill-mix innovation in the Netherlands. dr. Marieke Kroezen Erasmus University Medical Centre, the Netherlands
Skill-mix innovation in the Netherlands dr. Marieke Kroezen Erasmus University Medical Centre, the Netherlands m.kroezen@erasmusmc.nl The skill-mix innovation of interest BEFORE AFTER How did the Netherlands
Maria Fransson. Handledare: Daniel Jönsson, Odont. Dr
Klassificering av allvarlig kronisk parodontit: En jämförelse av fem olika klassificeringar utifrån prevalensen av allvarlig kronisk parodontit i en population från Kalmar län Maria Fransson Handledare:
Isolda Purchase - EDI
Isolda Purchase - EDI Document v 1.0 1 Table of Contents Table of Contents... 2 1 Introduction... 3 1.1 What is EDI?... 4 1.2 Sending and receiving documents... 4 1.3 File format... 4 1.3.1 XML (language
Schenker Privpak AB Telefon VAT Nr. SE Schenker ABs ansvarsbestämmelser, identiska med Box 905 Faxnr Säte: Borås
Schenker Privpak AB Interface documentation for web service packageservices.asmx 2012-09-01 Version: 1.0.0 Doc. no.: I04304b Sida 2 av 7 Revision history Datum Version Sign. Kommentar 2012-09-01 1.0.0
State Examinations Commission
State Examinations Commission Marking schemes published by the State Examinations Commission are not intended to be standalone documents. They are an essential resource for examiners who receive training
Bridging the gap - state-of-the-art testing research, Explanea, and why you should care
Bridging the gap - state-of-the-art testing research, Explanea, and why you should care Robert Feldt Blekinge Institute of Technology & Chalmers All animations have been excluded in this pdf version! onsdag
Support for Artist Residencies
1. Basic information 1.1. Name of the Artist-in-Residence centre 0/100 1.2. Name of the Residency Programme (if any) 0/100 1.3. Give a short description in English of the activities that the support is
Kursplan. FÖ1038 Ledarskap och organisationsbeteende. 7,5 högskolepoäng, Grundnivå 1. Leadership and Organisational Behaviour
Kursplan FÖ1038 Ledarskap och organisationsbeteende 7,5 högskolepoäng, Grundnivå 1 Leadership and Organisational Behaviour 7.5 Credits *), First Cycle Level 1 Mål Efter genomförd kurs skall studenterna
Materialplanering och styrning på grundnivå. 7,5 högskolepoäng
Materialplanering och styrning på grundnivå Provmoment: Ladokkod: Tentamen ges för: Skriftlig tentamen TI6612 Af3-Ma, Al3, Log3,IBE3 7,5 högskolepoäng Namn: (Ifylles av student) Personnummer: (Ifylles
The Algerian Law of Association. Hotel Rivoli Casablanca October 22-23, 2009
The Algerian Law of Association Hotel Rivoli Casablanca October 22-23, 2009 Introduction WHY the Associations? NGO s are indispensable to the very survival of societal progress Local, National or International
Grafisk teknik. Sasan Gooran (HT 2006)
Grafisk teknik Sasan Gooran (HT 2006) Iterative Method Controlling Dot Placement (IMCDP) Assumptions: The original continuous-tone image is scaled between 0 and 1 0 and 1 represent white and black respectively
EVALUATION OF ADVANCED BIOSTATISTICS COURSE, part I
UMEÅ UNIVERSITY Faculty of Medicine Spring 2012 EVALUATION OF ADVANCED BIOSTATISTICS COURSE, part I 1) Name of the course: Logistic regression 2) What is your postgraduate subject? Tidig reumatoid artrit
Support Manual HoistLocatel Electronic Locks
Support Manual HoistLocatel Electronic Locks 1. S70, Create a Terminating Card for Cards Terminating Card 2. Select the card you want to block, look among Card No. Then click on the single arrow pointing
Övning 3 ETS052 Datorkommuniktion IP, TCP och
Övning 3 ETS052 Datorkommuniktion - 2015 IP, TCP och 802.11 September 22, 2015 Uppgift 1. Bestäm klassen på följande IPv4-adresser: 1.1 1.2 1.3 1.4 1.5 208.34.54.12 238.34.2.1 114.34.2.8 129.14.6.8 241.34.2.8
Kursplan. EN1088 Engelsk språkdidaktik. 7,5 högskolepoäng, Grundnivå 1. English Language Learning and Teaching
Kursplan EN1088 Engelsk språkdidaktik 7,5 högskolepoäng, Grundnivå 1 English Language Learning and Teaching 7.5 Higher Education Credits *), First Cycle Level 1 Mål Efter genomgången kurs ska studenten
Cancersmärta ett folkhälsoproblem?
Cancersmärta ett folkhälsoproblem? Åsa Assmundson Nordiska högskolan för folkhälsovetenskap Master of Public Health MPH 2005:31 Cancersmärta ett folkhälsoproblem? Nordiska högskolan för folkhälsovetenskap
The reception Unit Adjunkten - for newly arrived pupils
The reception Unit Adjunkten - for newly arrived pupils Shortly on our work Number of received pupils: - 300 for school year 2014-2015 - 600 for school year 2015-2016 - 220 pupils aug-dec 2016 - ca. 45
MO8004 VT What advice would you like to give to future course participants?
MO8004 VT2017 Answer Count: 7 1. What was the best aspect of the course? What was the best aspect of the course? Improvement of fortran programming skill, gain some knowledge from several phenomenon, improvement
8 < x 1 + x 2 x 3 = 1, x 1 +2x 2 + x 4 = 0, x 1 +2x 3 + x 4 = 2. x 1 2x 12 1A är inverterbar, och bestäm i så fall dess invers.
MÄLARDALENS HÖGSKOLA Akademin för utbildning, kultur och kommunikation Avdelningen för tillämpad matematik Examinator: Erik Darpö TENTAMEN I MATEMATIK MAA150 Vektoralgebra TEN1 Datum: 9januari2015 Skrivtid:
KPMG Stockholm, 2 juni 2016
KPMG Stockholm, 2 juni 2016 Inställningen till skatt förändras fundamentalt ses inte längre bara som en kostnad som behöver hanteras Förväntningarna på transparens kring skatt ökar Skatt framförallt rättviseaspekter
Social innovation - en potentiell möjliggörare
Social innovation - en potentiell möjliggörare En studie om Piteå kommuns sociala innovationsarbete Julia Zeidlitz Sociologi, kandidat 2018 Luleå tekniska universitet Institutionen för ekonomi, teknik
Vad orsakar brunifieringen av svenska vatten detta vet vi idag Lars J. Tranvik Núria Catalan Anne Kellerman Dolly Kothawala Gesa Weyhenmeyer
Vad orsakar brunifieringen av svenska vatten detta vet vi idag Lars J. Tranvik Núria Catalan Anne Kellerman Dolly Kothawala Gesa Weyhenmeyer Limnology Department of Ecology and Genetics Vad orsakar brunifieringen