Alpine Invertebrate Ecology: Thermal Environments and Forager Behavior
Combines thermal imaging of alpine patterned ground, bumblebee and ant behavioral experiments, and long-term pollinator monitoring to understand how physical microenvironments and chemical cues shape invertebrate foraging strategies in mountain ecosystems.
Knowledge Graph (333 nodes, 1505 connections)
Research Primer
Background
Alpine and subalpine invertebrates — bees, ants, butterflies, and other small foragers — are central players in mountain ecosystems. They pollinate wildflowers, recycle nutrients, and feed birds and small mammals. In the Gunnison Basin and around the Rocky Mountain Biological Laboratory (RMBL) in Gothic, Colorado, these animals navigate one of the most thermally extreme environments in North America: short summers, cold nights, intense midday solar radiation, and snow that can fall any month of the year. Understanding how invertebrates find food, regulate body temperature, and persist in these landscapes matters because they sustain the wildflower displays that define the region and underpin food webs from streams to ridgelines.
A few key concepts help make sense of the research that follows. Thermal imaging uses infrared cameras (such as FLIR units) to map the surface temperatures of rocks, soil, plants, and even individual insects, revealing the patchwork of warm and cold microhabitats that a foraging bee or ant actually experiences. Periglacial patterned ground refers to the geometric polygons, stripes, and circles that freeze-thaw cycles carve into alpine soils; these features create fine-scale temperature mosaics that matter enormously to ground-dwelling invertebrates. Tactic constancy describes a forager's tendency to stick with a single approach — for example, always probing a flower from the front rather than switching to robbing nectar from the side — across many visits, a behavior that shapes how efficiently pollen moves between plants.
Two broader ideas frame why this work has urgency. Adaptation lag is the gap between how fast environments are changing and how quickly populations can evolve to keep up; in rapidly warming alpine zones, this lag may leave specialized invertebrates stranded. And the green wave hypothesis — originally framed for migrating ungulates following spring green-up — is increasingly applied to pollinators that must track flowering as it sweeps up the mountainside. Together these concepts connect individual foraging decisions to landscape-scale ecology and conservation.
Foundational work
Early behavioral studies at RMBL established that the thermal and acoustic properties of mountain environments shape animal behavior in measurable ways. Miller and Inouye's work on broad-tailed hummingbirds (Miller & Inouye, 1983) showed that the wing whistle of territorial males serves a communicative function critical to defending courting territories — an early demonstration that subtle physical signals, easily overlooked, can be decisive in mountain reproductive ecology. Although focused on a vertebrate, this study set a methodological template for the close observational work that has since been extended to invertebrate foragers sharing the same meadows and the same flowers.
Later foundational contributions broadened the scope from behavior to populations and communities. Inouye's natural-history synthesis on mosquitoes as flower visitors (Inouye, 2010) pointed out that despite frequent assumptions, only one North American plant — the orchid Platanthera obtusata — is documented as mosquito-pollinated, and that morphological mismatches make most mosquito flower visits acts of nectar theft rather than pollination. This work helped clarify which insect groups actually deliver pollination services in cool, wet montane habitats. Demographic studies of perennial plants (Compagnoni et al., 2016) provided complementary tools, showing how correlations among vital rates govern long-term population persistence — a framework now being adapted to think about the long-lived invertebrates that depend on those plants.
Key findings
A central message from across this research area is that invertebrate foragers are tightly bound to a thermal landscape that varies on scales of centimeters. Thermal imaging of alpine patterned ground at RMBL has begun to map these microclimate mosaics in detail, exposing the warm refuges and cold sinks that determine where small ectotherms can be active. Coupled with bumblebee consumption bioassays and colony-fragmentation experiments on Formica podzolica ants, this work is showing that diet and temperature jointly regulate forager performance, and that individual workers often display strong tactic constancy — sticking with one foraging approach even when alternatives are available.
At larger scales, the field faces a stark monitoring gap. Woodard and colleagues (Woodard et al., 2020) document that North America hosts more than 4,000 native bee species, yet basic information on their health, distribution, and population trends is missing for most. They lay out five priorities for a coordinated U.S. monitoring program: defining its scope and cost, building taxonomic capacity, standardizing data, choosing survey methods, and prioritizing geographies. RMBL's long-term meadows are exactly the kind of priority site such a program would target, given decades of accumulated baseline data.
The broader RMBL community has also shown that mountain ecosystems can rebound from disturbance in ways relevant to invertebrate habitat. Field observations during the pandemic season (Inouye, 2020) reported the remarkable recovery of wild hollyhocks following the 2018 Lake Christine Fire — an important data point for understanding post-fire floral resources for bees and other pollinators. The same report documented that RMBL was able to maintain roughly 60% of normal field activity under COVID-19 protocols, preserving the continuity of long-term datasets that are irreplaceable for detecting slow ecological change.
Current frontier
Early work in the 1980s and 1990s focused on the behavior of individual animals and the natural history of mountain pollination. Studies in the 2000s and 2010s broadened to demography and community ecology, including how plant populations buffer themselves against environmental variability (Compagnoni et al., 2016). Since 2020, the frontier has shifted toward integrating fine-scale environmental measurement with large-scale monitoring strategy. The push for a national native bee monitoring program (Woodard et al., 2020) represents one pole of this shift; the deployment of FLIR thermal imaging combined with machine-learning analysis of patterned ground represents the other, bringing high-resolution microclimate data into questions about forager activity and habitat use.
New methods are accelerating this trajectory. Camera trapping, originally developed for large mammals, is being adapted to detect rare pollinator visits and nocturnal activity. Transient LTRE analysis is letting researchers connect short-term population fluctuations to specific demographic processes, and individual-based rarefaction is making it possible to compare diversity across samples collected with very different effort. Together these tools are pushing the field toward a more mechanistic understanding of how mountain invertebrates experience and respond to a changing climate.
Open questions
Many of the most important questions remain unresolved. How quickly can alpine bees, ants, and other invertebrates track flowering as it shifts upslope and earlier in the season, and where will adaptation lag leave species behind? How do the centimeter-scale temperature mosaics revealed by thermal imaging translate into population-level outcomes over years and decades? Can a coordinated national monitoring program detect declines in time to act, and how should sites like RMBL be integrated into it? And how will compounding disturbances — fire, drought, and reduced snowpack — reshape the floral resources that pollinators depend on? Answering these questions will require sustained long-term observation, cross-site collaboration, and continued investment in the kind of place-based research that the Gunnison Basin uniquely supports.
References
Compagnoni, A. et al. (2016). The effect of demographic correlations on the stochastic population dynamics of perennial plants. Ecological Monographs. →
Inouye, D. (2010). Mosquitoes: more likely nectar thieves than pollinators. →
Inouye, D. (2020). Field Research in the Time of the Pandemic. Mountain Views Chronicle. →
Miller, S., Inouye, D. (1983). Roles of the wing whistle in the territorial behaviour of male broadtailed hummingbirds (Selasphorus platycercus). Animal Behaviour. →
Woodard, S.H. et al. (2020). Towards a U.S. national program for monitoring native bees. Biological Conservation. →
Concept (7) →
thermal imaging
Use of infrared technology to measure surface temperatures of objects
tactic constancy
The tendency of foragers to maintain a consistent foraging strategy across multiple floral visits rather than switching between different tactics
periglacial patterned ground
Geometric ground formations created by freeze-thaw processes in alpine environments
post-fire recovery period
Period required for sagebrush to recover to pre-fire conditions after burning
COVID-19 field research protocols
Safety procedures including isolation, testing, and capacity restrictions to enable field research during pandemic
adaptation lag
When populations have not yet adapted to current environmental conditions due to time delays
green wave hypothesis
hypothesis that large animals should follow high quality forage at the leading edge of green-up in the spring
Protocol (6) →
Bumblebee consumption bioassay
Laboratory feeding trials exposing individual bumblebee workers to alkaloid-enriched sucrose solutions followed by behavioral activity scoring to asse...
Colony fragmentation and diet manipulation of Formica podzolica (Formicidae)
Wild ant colonies were collected and split into paired fragments, then maintained on controlled diets (carbohydrate vs protein-rich) to test effects o...
FLIR thermal imaging of alpine patterned ground
Forward Looking Infrared thermal photography combined with machine learning data sculpture techniques to visualize temperature patterns in periglacial...
camera trapping
Motion-activated camera deployment to detect and monitor presence of snow leopards and other wildlife in remote mountain environments.
individual-based rarefaction
Statistical method to compare species richness across samples with different sampling efforts by generating rarefaction curves. Uses individual-based ...
Transient LTRE analysis
Analysis method that reveals demographic and trait mediated processes that buffer population growth using transient life table response experiments.
Publication (8) →
The effect of demographic correlations on the stochastic population dynamics of perennial plants
Towards a U.S. national program for monitoring native bees
Field Research in the Time of the Pandemic
Mosquitoes: more likely nectar thieves than pollinators
Roles of the wing whistle in the territorial behaviour of male broadtailed hummingbirds (Selasphorus platycercus)
Interspecific competition between a non-native metal-hyperaccumulating plant (Noccaea caerulescens, Brassicaceae) and a native congener across a soil-metal gradient
Field germination and survival of experimentally introduced metal hyperaccumulator Noccaea caerulescens (Brassicaceae) across a soil metal gradient
Ecologists seek to turn tide on Colorado River
Dataset (52) →
Data from: Reproductive losses due to climate change-induced earlier flowering are not the primary threat to plant population viability in a perennial herb
1. Despite a global footprint of shifts in flowering phenology in response to climate change, the reproductive consequences of these shifts are poorly...
Data from: Interannual bumble bee abundance is driven by indirect climate effects on floral resource phenology.
This is an archive of the data used in the publication: Ogilvie JE, Griffin SR, Gezon ZJ, Inouye BD, Underwood N, Inouye DW, Irwin RE. 2017. Interannu...
Paces of species range shifts (R script)
Meta-analysis of montane plant species range shifts in response to climate change.
Data from: Sex-specific responses to climate change in plants alter population sex ratio and performance
Males and females are ecologically distinct in many species, but whether responses to climate change are sex-specific is unknown. We document sex-spec...
Meta-analysis of montane plant elevation range shifts in response to climate change
Rates of elevation range shift in montane plants due to climate change collected from the literature. See README.txt for column descriptions.
Reproductive life expectancy (R script)
Analysis of sex differences in Valeriana edulis life expectancy upon reaching sexual maturity and population operational sex ratios.
DataScriptsResults
This file contains the data and R scripts to: 1. fit vital rate models, 2. build population projection models, and 3. run stochastic simulations. The ...
Dispersal of pollen analogue by Valeriana edulis pollinators
Pollen analogue (fluorescent dye) transfer by Valeriana edulis pollinators from dyed males to surrounding females. See README.txt for column descripti...
Flower number calibration dataset
Calibration dataset to measure and correct for individual observer effects on estimated numbers of flowers. See README.txt for column descriptions.
Focal female data
Measurements of focal females, including proportion of flowers that successfully produced seed. See README.txt for column descriptions.
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Pollination neighborhood survey data
Characteristics of the pollination neighborhoods within a 10m radius of focal females. See README.txt for column descriptions.
Snowmelt dates across the elevation range of Valeriana edulis
Snowmelt data used to test for an effect of elevation on snowmelt date. See README.txt for column descriptions.
Spatial dispersion of Valeriana edulis plants in four populations
GPS coordinates of Valeriana edulis plants in four populations and their sex. See README.txt for column descriptions.
Metadata for data and analysis scripts
Describes all data files and R analysis scripts.
Focal female locations 2014
This .zip archive contains a shapefile (including .shp, .shx, .dbf, and .prj components) that describes the locations of focal females used in 2014 in...
Water use efficiency (R script)
Analysis of Valeriana edulis sex differences in integrated water use efficiency and population operational sex ratios.
Focal female locations 2015
This .zip archive contains a shapefile (including .shp, .shx, .dbf, and .prj components) that describes the locations of focal females used in 2015 in...
Mating function (R script)
Estimation of the mating function – how local operational sex ratio affects female reproductive success – of Valeriana edulis. This script includes a ...
Valeriana edulis spatial dispersion plot
This .zip archive contains a shapefile (including .shp, .shx, .dbf, and .prj components) that describes the boundary of a representative plot of Valer...
Data from: The effect of repeated, lethal sampling on wild bee abundance and diversity
1. Bee pollinators provide a critical ecosystem service to wild and agricultural plants but are reported to be declining world-wide due to anthropogen...
Sex- and size-specific rates of growth and survival in Valeriana edulis
Annual rates of sex- and size-specific growth and survival from tagged plants at four populations (1978-1981). See README.txt for column descriptions.
Valeriana edulis spatial dispersion plants
This .zip archive contains a shapefile (including .shp, .shx, .dbf, and .prj components) that describes the locations of all Valeriana edulis plants i...
Integrated water use efficiency by sex in four population of Valeriana edulis
Carbon isotope ratios of Valeriana edulis leaf samples used to test for sex differences in integrated water use efficiency. See README.txt for column ...
Operational sex ratio analyses (R script)
Analyses of Valeriana edulis operational sex ratios across the species' elevation range and over time (1978-2011).
Operational sex ratios of Valeriana edulis populations
Operational sex ratios across the elevation range of Valeriana edulis from 1978 and 2011. See README.txt for column descriptions.
Data from: Attract or defend? Pollen and vegetative secondary chemistry of three pollen-rewarding lupines
PREMISE OF THE STUDY: Optimal Defense Theory predicts that selection should drive plants to differentially allocate resources for herbivore defense to...
Climate analyses (R script)
Analyses of climate change over elevation and time in the study area.
Appendix C. Relationships between temperature and arrival of Broad-tailed Hummingbirds and flowering onset in its early-season nectar resources at the Rocky Mountain Biological Laboratory in Colorado, USA.
Phenological advancements driven by climate change are especially pronounced at higher latitudes, so that migrants from lower latitudes may increasing...
Effects of flowers on land surface albedo and soil microclimate
The phenology of vegetation, namely leaf-out and senescence, can influence the Earth’s climate over regional spatial scales and long time periods (e.g...
Lupine alkaloid data
This is an Excel file containing one sheet with 23 columns. Each row represents the data and metadata for a single tissue sample from a single individ...
Species range shifts in response to climate change
Data for meta-analysis of montane plant species range shifts in response to climate change.
Soil moisture across the elevation range of Valeriana edulis
Climate station data from the Rocky Mountain Biological Laboratory to test for effect of elevation on soil moisture. See README.txt for column descrip...
Snowmelt dates 1978-2014
Long-term snowmelt data (1978-2014) collected at one mid-elevation location near the Rocky Mountain Biological Laboratory by billy barr. See README.tx...
Yearly bee catch data
data used to calculate mean catch rates per sampling period per year by each sampling method.
Ready for NMDS VOUCHERED BEES ONLY
sample day by species matrix ready for NMDS analysis.
Abundance richness and evenness data ALL BEES
data of combined bees (vouchered + released) to test for differences between repeatedly sampled sites and single sample sites regarding abundance (as ...
Abundance richness and evenness data VOUCHERED BEES
data of vouchered bees to test for differences between repeatedly sampled sites and single sample sites regarding abundance (as catch rate), rarefied ...
data for functional group analyses
data of vouchered bees to test for differences between repeatedly sampled sites and single sample sites regarding abundance functional group compositi...
Early snowmelt and warming experiments to study plant phenology
Phenology - the timing of life events - determines how a species’ life cycle aligns with the abiotic and biotic environment, however, climate change h...
Herbarium specimens reliably track plant phenological responses to climate change in understudied montane biomes
File: Peng_et_al._20206.zip Description: There are three folders here. The Data folder contains the raw specimen phenology data and the RMBL phenology...
Flowering phenology in subalpine meadows: Does climate variation influence community co-flowering patterns?
Climate change is expected to alter patterns of species co-occurrence, in both space and time. Species-specific shifts in reproductive phenology may a...
Herbarium-Derived Phenological Data in North America
We present infrastructure for developing large-scale and long-term phenological datasets across multiple herbaria, as well as a sample dataset that ha...
Flowering phenology and abundance, Gothic, CO, USA, 1973-present
Prof. David Inouye has been collecting data on the abundance and timing of flowers that fall within permanent plots at the Rocky Mountain Biological L...
snowmelt
Data on first day of bare ground (snowmelt date, shown as day of year; 1 Jan = 1) from a long-term snow monitoring plot monitored by billy barr, near ...
The effect of demographic correlations on the stochastic population dynamics of perennial plants
Understanding the influence of environmental variability on population dynamics is a fundamental goal of ecology. Theory suggests that, for population...
Dataset for temporal influences on selenium partitioning, trophic transfer, and exposure in a major U.S. river
The trace element selenium is an essential element with a narrow window between concentrations needed to support life and those that cause toxicity to...
Long-term flowering phenology and abundance data at Gothic, Colorado
<p>Prof. David Inouye has been collecting data on the abundance and timing of flowers that fall within permanent plots at the Rocky Mountain Biologica...
Appendix B. Phenological shifts and phenological sensitivity to snowmelt date and summer temperature data used in analyses.
Phylogenetic relationships may underlie species-specific phenological sensitivities to abiotic variation and may help to predict these responses to cl...
Bumble bee occurrences of North America from 1805–2020
Bumble bee occurrence data used for "Climate change winners and losers among North American bumble bees": These data comprise 649 407 specimen records...
Data supplementing Lichtenberg et al. (2020) Competition for nectar resources does not affect bee foraging tactic constancy. Ecological Entomology
This dataset contains data and scripts that supplement the publication Lichtenberg et al. (2020) Competition for nectar resources does not affect bee ...
Data from: Coordinated species importation policies are needed to reduce serious invasions globally: the case of alien bumblebees in South America
The global trade of species promotes diverse human activities but also facilitates the introduction of potentially invasive species into new environme...
Rocky Mountain Biological Laboraory flowering phenology (Inouye plots)
These data have been collected by David Inouye almost every year since 1973 at the Rocky Mountain Biological Laboratory.