Fen

Guides

Anasimyia
swamp flies
Anasimyia is a genus of wetland hoverflies (Syrphidae) characterized by aquatic larval development. The genus was historically treated as a subgenus of Lejops but has been elevated to full generic status based on morphological and molecular evidence. Adults are associated with marshy and aquatic habitats. The genus includes approximately 20 described species distributed primarily across the Holarctic region.
aquatic-larvae wetland hoverfly Holarctic Syrphidae marsh fen pollinator detritivore genus-elevated-from-subgenus
Attulus floricola
Flower Jumping Spider
Attulus floricola is a small jumping spider in the family Salticidae with a widespread Holarctic distribution spanning Europe, Asia, and North America. Originally described as Euophrys floricola in 1837, the species has undergone extensive taxonomic revision, with North American populations formerly recognized as separate species or subspecies before being synonymized in 2020. The species name refers to its habit of living on flower heads and similar vegetation. It inhabits wetland habitats including bogs, marshes, fens, and meadows.
jumping-spider Salticidae Holarctic wetland flower-dwelling bog marsh fen meadow
Erynnis juvenalis juvenalis
Northern Juvenal's Duskywing, Juvenal's Duskywing
Erynnis juvenalis juvenalis is a subspecies of duskywing skipper butterfly in the family Hesperiidae. It is active in early spring, with adults flying during April and May. The species is notoriously difficult to identify from related taxa based on dorsal wing patterns alone. It has been documented in prairie and fen habitats in the central United States.
skipper duskywing spring-butterfly prairie fen
Lasionycta taigata
Northern Bog Arches
Lasionycta taigata is a noctuid moth described by Lafontaine in 1988. The species is strongly associated with boreal wetland habitats, specifically open peatlands and fens within the taiga zone. It represents one of 43 species recognized in a 2009 revision of the genus Lasionycta, which included 17 newly described species. The specific epithet 'taigata' references its primary distribution in taiga ecosystems.
noctuid boreal peatland fen taiga wetland-specialist
Neoascia
Fen Flies
Neoascia is a genus of small hoverflies (Syrphidae) characterized by black and yellow or mostly black coloration with a narrow, wasp-like waist between the thorax and abdomen. Adults are typically found in damp, low-vegetation habitats including fens, marshes, and pond margins. The genus has a Holarctic distribution with records across Northern and Central Europe, Western Siberia, and Scandinavia. Larvae are saprophagous, developing in wet organic matter such as decaying vegetation, compost, and wet manure associated with aquatic margins.
hoverfly fen wetland saprophagous pollinator conservation Diptera Syrphidae Holarctic
Neoascia metallica
Double-banded Fen Fly
Neoascia metallica is a species of hoverfly (family Syrphidae) found across North America. Adults are commonly observed on flowers, where they feed on nectar and pollen. The species is known for its metallic coloration and association with wetland habitats. Larvae are aquatic, a trait that distinguishes this species from many other syrphid flies.
hoverfly syrphid aquatic-larvae pollinator wetland fen metallic North-America
Somatochlora
Striped Emeralds, Striped Emerald Dragonflies
Somatochlora is a genus of 42 described species of medium-sized dragonflies in the family Corduliidae, distributed across the Northern Hemisphere in Europe, Asia, and North America. Members are characterized by dark bodies with metallic green lustre, brilliant green eyes, and often yellow thoracic or abdominal markings. Species-level identification is challenging and requires examination of male cerci or female subgenital plates. Many species are habitat specialists with restricted distributions, particularly associated with boreal and montane wetland systems.
dragonfly emerald boreal wetland stream bog fen
Somatochlora incurvata
Incurvate Emerald
Somatochlora incurvata, the Incurvate Emerald, is a medium-sized dragonfly in the family Corduliidae. First described by Canadian entomologist Edmund Murton Walker in 1918 from Michigan specimens, it was initially suspected to be a local race of the closely related forcipate emerald. The species occupies a restricted range in northeastern North America and is specialized to bog and fen habitats, where larvae develop within saturated Sphagnum moss.
dragonfly emerald bog-specialist fen Sphagnum peatland North-America Odonata Corduliidae
Somatochlora septentrionalis
Muskeg Emerald
Somatochlora septentrionalis, known as the muskeg emerald, is a dragonfly species in the family Corduliidae endemic to Canada. Adults are medium-sized, measuring 39–48 mm in length, with metallic green, brown, and black coloration. The species inhabits open fens with pools of open water, where males patrol and females oviposit in water and floating vegetation. Adults are active from June to August. It is nearly identical to Somatochlora whitehousei, requiring examination of male cerci and female subgenital plate for definitive identification.
endemic Canada dragonfly emerald wetland fen
Tanypteryx
Dark Petaltails, Black Petaltail (for T. hageni)
Tanypteryx is a small genus of petaltail dragonflies containing two species: T. hageni (black petaltail), found in the Pacific Northwest of North America, and T. pryeri, found in Japan. The genus represents an ancient lineage that diverged from its sister species approximately 70-73 million years ago, making it an evolutionary "living fossil." T. hageni is a habitat specialist with nymphs that occupy fen wetlands and dig burrows, an uncommon life history among dragonflies.
dragonfly petaltail habitat-specialist fen ancient-lineage living-fossil burrow-dwelling
Tetramesa
Tetramesa is a genus of minute phytophagous wasps in the family Eurytomidae comprising over 200 described species. Members are exclusively associated with grasses (Poaceae), where they typically induce stem or inflorescence galls. The genus exhibits pronounced host specificity, with most species restricted to a single grass species or closely related congeners. Several species have been deployed as biological control agents against invasive grasses, including T. romana for giant reed (Arundo donax) and candidate agents for medusahead (Taeniatherum caput-medusae) and African lovegrass (Eragrostis curvula). Adults feed on nectar. Recent phylogenomic studies have synonymized the genera Aiolomorphus and Cathilaria within Tetramesa.
biological-control gall-wasp grassland invasive-species-management host-specificity cryptic-species phylogenomics Eurytomidae Chalcidoidea Hymenoptera phytophagy Poaceae stem-gall inflorescence-gall integrated-pest-management riparian-restoration molecular-systematics species-delimitation GMYC COI 28S biocontrol-agent Arundo-donax giant-reed medusahead African-lovegrass Eragrostis Sporobolus barley-jointworm integrated-taxonomy Southern-Hemisphere-diversity grassland-expansion Miocene-diversification monophagy host-range-testing non-target-effects tick-habitat cattle-fever-tick Rio-Grande Big-Bend-National-Park greenhouse-rearing oviposition-behavior water-deficit-stress generation-time parasitoid Eurytoma-amicophaga Eurytominae Walker-1848 Terebrantes Apocrita microhymenoptera minute-wasp reduced-wing-venation antennal-segmentation mesosoma-sculpture ovipositor molecular-operational-taxonomic-units MOTU species-boundaries cryptic-diversity sampling-effects SPEDE-sampler host-genetic-proxies field-host-range no-choice-testing native-Australian-species non-target-risk host-phylogeny target-weed suppression topping mechanical-control integrated-weed-management native-vegetation-recovery light-penetration canopy-structure dispersal establishment post-release-evaluation adventive-population Austin-Texas Idaho England Wales Orissa Canary-Islands Canary-Is.Mediterranean South-Africa southern-Africa Northern-Hemisphere Australia North-America Texas California Greece central-Asia Iran Ukraine Moldova Russia Israel Tajikistan Japan Eragrostis-curvula Sporobolus-pyramidalis Sporobolus-natalensis Sporobolus-africanus Hyparrhenia-hirta Andropogon-gayanus Eragrostis-plana Eragrostis-planiculmis Eragrostis-biflora Eragrostis-capensis Eragrostis-trichophora Deschampsia-caespitosa Deschampsia-setacea Taeniatherum-caput-medusae Hordeum barley Phragmites common-reed Dactylis-glomerata orchardgrass Poales grass graminoid cereal-crop pasture rangeland invasive-weed noxious-weed habitat-structure ecosystem-functioning naturalised-species alien-grass donor-country receiver-country biocontrol-practitioner host-plant-resistance internode-infestation oviposition-preference behavioral-categories antennae-attitude laboratory-artifact polyphagy specialist generalist climate-fluctuation molecular-clock dated-analysis phylogenetic-clade intrapopulation-variation geographic-sub-structuring singleton-effect overestimation consensus-delimitation operational-taxonomic-unit integrative-taxonomy evidence-line caveat putative-species novel-taxon undescribed-species biodiversity-assessment faunal-survey field-collection genetic-sequence mitochondrial-DNA nuclear-DNA cytochrome-c-oxidase-I ribosomal-DNA internal-transcribed-spacer chloroplast-DNA rps16 rpl32 trnK trnL ITS plant-insect-interaction herbivore phytophage primary-consumer trophic-level food-web community-ecology restoration-ecology conservation-biological-control classical-biological-control augmentative-biological-control inundative-release establishment-rate population-increase downstream-dispersal river-mile biomass-reduction plant-community tick-feeding-ant tick-feeding-beetle habitat-modification law-enforcement international-border flood-control irrigation-channel stream-clogging river-bank-weakening native-vegetation-stifling wildlife-habitat-reduction cattle-inspection deer-inspection Rhipicephalus Boophilus tick-population vegetation-transition shading-effect long-term-suppression high-suppression cane-thinning mechanical-cutting growth-suppression susceptibility-to-attack combination-treatment synergistic-effect research-demonstration USDA Agricultural-Research-Service entomologist field-measurement post-release-monitoring impact-assessment agent-efficacy non-target-damage crop-safety agricultural-importance host-specific-herbivore sustainable-method cost-effective-method weed-control invasive-plant-management habitat-restoration ecosystem-service provisioning-service regulating-service supporting-service cultural-service biodiversity-conservation threatened-species endangered-species habitat-loss climate-change land-use-change anthropogenic-disturbance urbanization agricultural-intensification grazing-pressure fire-regime nitrogen-deposition carbon-sequestration soil-stabilization water-quality air-quality pollinator nectar-feeding adult-diet larval-diet tissue-feeding gall-induction plant-manipulation phytohormone cytokinin auxin cell-proliferation tissue-differentiation nutrient-sink sink-strength source-sink-dynamics plant-physiology reproductive-output seed-production seed-weight flowering-head inflorescence stem-elongation tiller-production biomass-allocation growth-rate relative-growth-rate net-primary-productivity ecosystem-productivity carbon-cycling nitrogen-cycling phosphorus-cycling decomposition litter-quality herbivory-impact top-down-control bottom-up-control trophic-cascade indirect-effect direct-effect density-dependence density-independence population-regulation population-dynamics life-table survivorship fecundity reproductive-rate intrinsic-rate-of-increase doubling-time carrying-capacity population-growth exponential-growth logistic-growth Allee-effect stochasticity environmental-variation demographic-variation genetic-variation phenotypic-plasticity local-adaptation evolutionary-response coevolution arms-race escape-and-radiate diversification-rate speciation extinction phylogenetic-diversity functional-diversity taxonomic-diversity alpha-diversity beta-diversity gamma-diversity species-richness species-evenness species-abundance-distribution rank-abundance-curve diversity-index Shannon-index Simpson-index evenness-index dominance-index similarity-index dissimilarity-index cluster-analysis ordination principal-component-analysis principal-coordinate-analysis non-metric-multidimensional-scaling canonical-correspondence-analysis redundancy-analysis variation-partitioning structural-equation-modeling path-analysis meta-analysis systematic-review evidence-synthesis research-priority knowledge-gap data-deficiency IUCN-Red-List conservation-status protected-area management-plan monitoring-protocol adaptive-management stakeholder-engagement policy-recommendation legislation regulation incentive market-based-instrument payment-for-ecosystem-services carbon-credit biodiversity-offset habitat-banking conservation-easement land-trust stewardship sustainable-agriculture organic-farming agroecology precision-agriculture conservation-tillage cover-cropping crop-rotation intercropping agroforestry silvopasture riparian-buffer filter-strip grassed-waterway wetland-restoration prairie-restoration savanna-restoration forest-restoration degraded-land abandoned-land marginal-land set-aside wildlife-corridor habitat-connectivity landscape-matrix patch-dynamics edge-effect interior-habitat core-area buffer-zone permeability resistance least-cost-path circuit-theory isolation-by-distance isolation-by-resistance gene-flow genetic-drift inbreeding outbreeding hybridization introgression admixture population-structure genetic-differentiation FST GST D allele-frequency haplotype genotype phenotype quantitative-trait morphological-trait behavioral-trait life-history-trait reproductive-trait survival-trait developmental-trait physiological-trait metabolic-trait stress-response immune-response defense-trait resistance-trait tolerance-trait avoidance-trait antipredator-defense chemical-defense mechanical-defense crypsis mimicry aposematism startle-display thanatosis autotomy regeneration compensatory-growth induced-defense constitutive-defense direct-defense indirect-defense volatile-organic-compound extrafloral-nectar domatia mutualism ant-plant-mutualism pollination-mutualism seed-dispersal-mutualism protection-mutualism nutrition-mutualism transport-mutualism cleaning-mutualism agricultural-mutualism domestication crop-wild-relative landrace cultivar variety breeding selection genetic-improvement yield quality stress-tolerance nutrient-use-efficiency water-use-efficiency photosynthetic-efficiency harvest-index grain-filling source-limitation sink-limitation assimilate-transport phloem-loading phloem-unloading remobilization senescence stay-green antioxidant reactive-oxygen-species oxidative-stress heat-stress cold-stress drought-stress salinity-stress metal-stress nutrient-deficiency nutrient-toxicity soil-pH soil-texture soil-structure soil-organic-matter soil-microbial-community rhizosphere mycorrhiza nitrogen-fixation phosphorus-solubilization potassium-mobilization micronutrient-uptake allelopathy competition facilitation niche-differentiation resource-partitioning temporal-partitioning spatial-partitioning morphological-partitioning physiological-partitioning phenological-partitioning competitive-exclusion competitive-displacement priority-effect founder-effect mass-effect species-sorting neutral-theory ecological-drift dispersal-limitation environmental-filtering biotic-filtering abiotic-filtering trait-based-approach functional-trait response-trait effect-trait community-assembly community-disassembly community-reassembly succession primary-succession secondary-succession pioneer-species climax-species keystone-species ecosystem-engineer foundation-species dominant-species subordinate-species transient-species resident-species migrant-species nomadic-species irruptive-species invasive-species naturalized-species casual-species established-species spreading-species widespread-species restricted-species endemic-species cosmopolitan-species disjunct-distribution relict-distribution refugium glacial-refugium interglacial-refugium postglacial-colonization range-shift range-expansion range-contraction range-fragmentation source-population sink-population metapopulation population-viability minimum-viable-population effective-population-size genetic-rescue demographic-rescue assisted-migration managed-relocation ex-situ-conservation in-situ-conservation cryopreservation seed-bank gene-bank botanic-garden arboretum zoo aquarium microbial-culture-collection DNA-bank tissue-bank sperm-bank oocyte-bank embryo-bank reintroduction translocation reinforcement supplementation headstarting captive-breeding propagation nucleus-population release-program soft-release hard-release acclimatization habitat-preparation predator-control competitor-control disease-control parasite-control health-screening quarantine veterinary-care nutrition-management environmental-enrichment behavioral-training imprinting fostering cross-fostering hand-rearing parent-rearing semi-natural-enclosure pre-release-conditioning survival-rate reproduction-rate dispersal-rate site-fidelity homeward-orientation migration navigation orientation magnetic-sense olfactory-sense visual-sense auditory-sense mechanosensory-sense thermosensory-sense hygrosensory-sense electrosensory-sense polarized-light celestial-cues landmark-cues odor-plume wind-direction sun-compass star-compass moon-compass magnetic-compass inertial-navigation path-integration cognitive-map spatial-memory temporal-memory episodic-memory procedural-memory associative-learning operant-conditioning classical-conditioning habituation sensitization song-learning tool-use problem-solving innovation social-learning cultural-transmission teaching cooperation altruism kin-selection reciprocal-altruism group-selection multilevel-selection selfish-gene inclusive-fitness reproductive-skew dominance-hierarchy territoriality home-range activity-center den-site nest-site roost-site singing-post display-site lek arena scrape burrow cavity crevice hole tunnel gallery chamber cell comb paper-nest mud-nest silk-nest spun-cocoon pupal-case ootheca egg-mass clutch brood litter covey pack herd flock colony society superorganism eusociality cooperative-breeding communal-breeding polygyny polyandry promiscuity monogamy serial-monogamy genetic-monogamy social-monogamy extra-pair-copulation sperm-competition cryptic-female-choice sexual-selection intersexual-selection intrasexual-selection mate-choice mate-guarding mate-switching divorce widowhood mate-replacement breeding-season breeding-cycle breeding-attempt breeding-success fledging-success recruitment juvenile-survival adult-survival longevity life-expectancy maximum-lifespan aging telomere oxidative-damage mitochondrial-dysfunction cellular-senescence apoptosis necrosis autophagy proteostasis DNA-repair epigenetic-modification transgenerational-effect maternal-effect paternal-effect parental-care maternal-care paternal-care biparental-care alloparental-care brood-care egg-care larval-care pupal-care food-provisioning nest-defense territory-defense predator-defense disease-defense parasite-defense hygiene-behavior grooming nest-cleaning cannibalism siblicide infanticide filial-cannibalism sexual-cannibalism cannibalistic-oophagy trophic-egg regurgitation trophallaxis food-sharing information-sharing alarm-call mobbing distraction-display broken-wing-display tailing persecution attack escape flight fight freeze faint death-feigning tonic-immobility startle-response withdrawal avoidance dishabituation latent-inhibition blocking overshadowing relative-validity conditioned-inhibition spontaneous-recovery renewal reinstatement rapid-reacquisition latent-learning insight-learning observational-learning vicarious-learning emulation imitation social-facilitation social-inhibition audience-effect bystander-effect conformity obedience compliance commitment consistency foot-in-the-door door-in-the-face low-ball that's-not-all sunk-cost endowment-effect loss-aversion risk-aversion risk-seeking probability-weighting hyperbolic-discounting temporal-discounting intertemporal-choice optimal-foraging marginal-value-theorem prey-choice patch-choice diet-breadth central-place-foraging load-size travel-time handling-time search-time encounter-rate prey-density prey-profitability prey-handling prey-detection prey-pursuit prey-capture prey-consumption prey-rejection ingestion-rate digestion-rate assimilation-efficiency production-efficiency ecological-efficiency trophic-transfer-efficiency Lindeman-efficiency ten-percent-rule pyramid-of-numbers pyramid-of-biomass pyramid-of-energy food-chain trophic-network energy-flow material-cycling biogeochemical-cycle carbon-cycle nitrogen-cycle phosphorus-cycle sulfur-cycle water-cycle hydrological-cycle atmospheric-circulation ocean-circulation thermohaline-circulation El-Niño La-Niña ENSO NAO AO PDO AMO climate-oscillation climate-anomaly weather-extreme drought flood heat-wave cold-snap storm hurricane typhoon cyclone tornado thunderstorm lightning wildfire volcanic-eruption earthquake tsunami landslide avalanche meteor-impact mass-extinction background-extinction speciation-rate extinction-rate net-diversification turnover standing-diversity fossil-record taphonomy preservation-bias sampling-bias collection-bias publication-bias citation-bias language-bias geographic-bias temporal-bias taxonomic-bias size-bias abundance-bias habitat-bias facies-bias Lagerstätte Konservat-Lagerstätte Konzentrat-Lagerstätte trace-fossil body-fossil chemical-fossil molecular-fossil biomarker isotope-signature paleoclimate-proxy paleoecology paleobiogeography paleoecosystem paleocommunity paleoenvironment paleogeography paleolatitude paleolongitude continental-drift plate-tectonics seafloor-spreading subduction orogeny mountain-building basin-formation sedimentation erosion weathering soil-formation pedogenesis horizon-development profile-development chronosequence toposequence biosequence climosequence landform geomorphology topography relief elevation slope aspect curvature roughness drainage watershed catchment basin subbasin reach segment zone riffle pool run glide cascade waterfall wetland marsh swamp bog fen mire peatland tundra taiga boreal-forest temperate-forest temperate-rainforest temperate-grassland tropical-forest tropical-rainforest tropical-dry-forest tropical-savanna tropical-grassland desert hot-desert cold-desert semiarid steppe prairie pampas veld savanna woodland shrubland chaparral maquis garigue fynbos kwongan mallee mulga mogote karst cave sinkhole doline polje uvala ponor spring seep oasis wadi arroyo gully ravine canyon gorge valley dale glen strath rift graben horst fault fold anticline syncline monocline dome plateau mesa butte escarpment bluff cliff crag tor inselberg bornhardt kopje hill knoll mound ridge spur saddle pass col gap notch cleft fissure joint bedding-plane foliation lineation cleavage schistosity gneissic-banding magma lava igneous-rock sedimentary-rock metamorphic-rock mineral crystal grain texture structure fabric composition chemistry mineralogy petrology geochemistry geophysics geochronology radiometric-dating isotopic-dating dendrochronology varve-chronology lichenometry archaeomagnetism paleomagnetism thermoluminescence optically-stimulated-luminescence electron-spin-resonance cosmogenic-nuclide exposure-dating burial-dating terrestrial-cosmogenic-nuclide in-situ-cosmogenic-nuclide meteoric-cosmogenic-nuclide fallout-radionuclide lead-210 cesium-137 plutonium americium radiocarbon carbon-14 calibration-curve intcal marine-reservoir-effect terrestrial-reservoir-effect hard-water-effect contamination pretreatment combustion graphitization accelerator-mass-spectrometry liquid-scintillation-counting gas-proportional-counting beta-counting gamma-spectrometry alpha-spectrometry mass-spectrometry inductively-coupled-plasma-mass-spectrometry thermal-ionization-mass-spectrometry secondary-ion-mass-spectrometry laser-ablation-inductively-coupled-plasma-mass-spectrometry electron-microprobe scanning-electron-microscopy transmission-electron-microscopy light-microscopy confocal-microscopy fluorescence-microscopy polarizing-microscopy phase-contrast-microscopy differential-interference-contrast-microscopy dark-field-microscopy bright-field-microscopy stereomicroscopy dissecting-microscopy microtomy sectioning staining mounting embedding fixation preservation collection curation vouchering repository herbarium museum archive database registry catalogue checklist inventory survey monitoring assessment evaluation appraisal audit review synthesis rapid-review scoping-review narrative-review critical-review state-of-the-art-review literature-review bibliometric-analysis citation-analysis co-citation-analysis bibliographic-coupling co-authorship-analysis collaboration-network knowledge-map concept-map ontology taxonomy classification nomenclature typification designation description diagnosis illustration measurement morphometry meristics count ratio index score rank grade scale level category class group set subset cluster clade lineage branch stem crown root node tip terminal internal basal derived ancestral plesiomorphic apomorphic synapomorphic autapomorphic homologous homoplastic convergent parallel reversal gain loss duplication deletion insertion inversion fusion fission polyploidy aneuploidy chromosome-number genome-size gene-number transcriptome proteome metabolome lipidome glycome interactome phenome connectome epigenome microbiome virome mycobiome bacteriome phytobiome rhizobiome endobiome ectobiome parasitome pathobiome diseasome toxome exposome foodome nutriome pharmacome toxicome adverse-outcome-pathway mode-of-action mechanism-of-action target-site receptor-binding enzyme-inhibition ion-channel-blockade membrane-disruption DNA-intercalation inflammation cell-differentiation cell-migration cell-adhesion cell-signaling signal-transduction gene-expression transcription translation post-translational-modification protein-folding protein-degradation protein-trafficking vesicle-transport exocytosis endocytosis phagocytosis pinocytosis mitophagy pexophagy ribophagy ER-phagy lysophagy lipophagy glycophagy ferritinophagy aggrephagy xenophagy entosis cytosis syncytium plasmodesmata gap-junction tight-junction adherens-junction desmosome hemidesmosome focal-adhesion cell-polarity cell-asymmetry cell-division mitosis meiosis cytokinesis karyokinesis chromosome-segregation spindle-assembly checkpoint DNA-replication DNA-recombination transposition retrotransposition horizontal-gene-transfer vertical-gene-transfer endosymbiosis symbiogenesis holobiont hologenome extended-phenotype niche-construction ecosystem-engineering keystone-process ecological-function ecosystem-function ecosystem-good natural-capital natural-resource renewable-resource non-renewable-resource common-pool-resource public-good private-good club-good externality market-failure government-failure policy-failure institutional-failure tragedy-of-the-commons free-rider collective-action social-dilemma prisoner's-dilemma chicken-game assurance-game coordination-game zero-sum-game positive-sum-game negative-sum-game win-win lose-lose win-lose Pareto-optimal Pareto-improvement Kaldor-Hicks-improvement cost-benefit-analysis cost-effectiveness-analysis multi-criteria-decision-analysis decision-support-system expert-system knowledge-based-system rule-based-system case-based-reasoning machine-learning deep-learning neural-network random-forest support-vector-machine decision-tree regression-tree classification-tree clustering-algorithm dimensionality-reduction feature-selection feature-extraction pattern-recognition image-analysis signal-processing time-series-analysis spatial-analysis geographic-information-system remote-sensing satellite-imagery aerial-photography drone-imagery LiDAR radar sonar seismic geophysical geochemical biogeochemical ecoinformatics bioinformatics computational-biology systems-biology synthetic-biology biotechnology nanotechnology genetic-engineering genome-editing CRISPR TALEN zinc-finger-nuclease transgenic cisgenic intragenic subgenic agrobacterium-mediated-transformation biolistics electroporation microinjection protoplast-fusion somatic-hybridization cybrid asymmetric-hybrid synthetic-polyploid doubled-haploid haploid-induction anther-culture microspore-culture ovule-culture embryo-culture endosperm-culture protoplast-culture cell-culture tissue-culture organ-culture shoot-culture root-culture callus-culture suspension-culture bioreactor hairy-root-culture transformation hardening micropropagation clonal-propagation meristem-culture shoot-tip-culture axillary-bud-culture nodal-culture leaf-culture petiole-culture stem-culture internode-culture rhizome-culture bulb-culture corm-culture tuber-culture seed-culture zygotic-embryo-culture somatic-embryo-culture somatic-embryogenesis organogenesis caulogenesis rhizogenesis adventitious-shoot-formation direct-regeneration indirect-regeneration primary-metabolism secondary-metabolism biosynthesis biotransformation bioconversion biodegradation bioremediation phytoremediation mycoremediation zooremediation bioaugmentation biostimulation natural-attenuation monitored-natural-attenuation engineered-natural-attenuation permeable-reactive-barrier pump-and-treat soil-vapor-extraction air-sparging thermal-desorption incineration landfilling containment capping slurry-wall grout-curtain sheet-piling clay-liner geomembrane geotextile geogrid geocomposite geosynthetic geofabric geonet geocell geopipe geostrip geofoam geobag geotube geocontainer geomat geoblanket geospacer geodrain geoinjection geogrout geopier geocolumn geopile geowall geoberm geotrench geocut geofill geolift geoslab geopanel geoblock geobrick geotile geopaver geoweb geomattress geocushion