Ecological Informatics

Article	Citations
Multi-output regression with structurally incomplete target labels: A case study of modelling global vegetation cover	248
Editorial Board	163
Generalizing resemblance coefficients to accommodate incomplete data	159
Selection against ruderals in Danish grasslands over an eight-year period	155
Biological-based and remote sensing techniques to link vegetative and reproductive development and assess pollen emission in Mediterranean grasses	137
A data-driven approach for the assessment of the thermal stratification of reservoirs based on readily available data	125
Climate change and dispersion dynamics of the invasive plant species Chromolaena odorata and Lantana camara in parts of the central and eastern India	116
Application of geographical information system (GIS) in reducing accident blackspots and in planning of a safer urban road network: A review	115
Estimation of canopy nitrogen nutrient status in lodging maize using unmanned aerial vehicles hyperspectral data	114
A systematic study of the class imbalance problem: Automatically identifying empty camera trap images using convolutional neural networks	113
Spatiotemporal water dynamic modelling of Ramsar-listed lakes on the Victorian Volcanic Plains using Landsat, ICESat-2 and airborne LiDAR data	111
Spatial and temporal evolution of heatwaves in Taiwan in a changing climate using multi-dimensional complementary ensemble empirical mode decomposition	106
Bayesian networks as a novel tool to enhance interpretability and predictive power of ecological models	100
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS)	94
Robustness and limitations of maximum entropy in plant community assembly	93
Predicting eucalyptus plantation growth and yield using Landsat imagery in Minas Gerais, Brazil	87
Evaluation of Gangetic dolphin habitat suitability under hydroclimatic changes using a coupled hydrological-hydrodynamic approach	85
Combining habitat selection, behavioural states, and individual variation to predict fish spatial usage near a barrier	84
Motion vectors and deep neural networks for video camera traps	83
Comparison and empirical analysis of the urban economic development level in the Yangtze River urban agglomeration based on an analogical ecosystem perspective	80
YoloXT: A object detection algorithm for marine benthos	77
Hybrid convolution neural network model for a quicker detection of infested maize plants with fall armyworms using UAV-based images	77
Evaluation of earth observation datasets for LST trends over India and its implication in global warming	75
Comparing phenocam color indices with phenological observations of black spruce in the boreal forest	75
Effects of long-term enclosing on distributions of carbon and nitrogen in semia-arid grassland of Inner Mongolia	74

The utility of Planetscope spectral data in quantifying above-ground carbon stock in an urban reforested landscape	74
Documenting changing landscapes with rePhotoSA: A repeat photography and citizen science project in southern Africa	70
Spatiotemporal variation and prediction of NPP in Beijing-Tianjin-Hebei region by coupling PLUS and CASA models	70
Foundation models in shaping the future of ecology	69
The TreeTalkersCheck R package: An automatic daily routine to check physiological traits of trees in the forest	68
Evaluation of the monitoring capability of various vegetation indices and mainstream satellite band settings for grassland drought	66
“Flower power”: How flowering affects spectral diversity metrics and their relationship with plant diversity	66
Exploring the connection of physical habitat health of the wetland with its gas regulating services	65
Construction and optimization of ecological networks in karst regions based on multi-scale nesting: A case study in Guangxi Hechi, China	64
Identifying sand and dust storm sources using spatial-temporal analysis of remote sensing data in Central Iran	62
A novel algal bloom risk assessment framework by integrating environmental factors based on explainable machine learning	62
Ecological security patterns of Chinese lakes based on ecosystem service values assessment and human threat factors evaluation	61
Beekeeping suitability prediction based on an adaptive neuro-fuzzy inference system and apiary level data	61
Automated plant species identification from the stomata images using deep neural network: A study of selected mangrove and freshwater swamp forest tree species of Bangladesh	60
Metric learning unveiling disparities: A novel approach to recognize false trigger images in wildlife monitoring	59
Temporal dynamics of biodiversity in benthic macroinvertebrate communities from a 140-year sedimentary DNA record and their driving mechanisms	58
Remote sensing-based spatiotemporal dynamics of agricultural drought on Prince Edward Island using Google Earth engine	57
Transferable species distribution modelling: Comparative performance of Generalised Functional Response models	57
Leveraging citizen science to classify and track benthic habitat states: An unsupervised UMAP-HDBSCAN pipeline applied to the global reef life survey dataset	55
Identification of the most suitable afforestation sites by Juniperus excels specie using machine learning models: Firuzkuh semi-arid region, Iran	55
Using neural style transfer to study the evolution of animal signal design: A case study in an ornamented fish	55
Exploring the optimal model for assessing SOC and TN in Zanthoxylum bungeanum forest on the Loess Plateau using VNIR spectroscopy	54
Centroid-AME: An open-source software for estimating avian migration trajectories using population centroids movement in the annual cycle	53
An image enhancement approach for coral reef fish detection in underwater videos	53
Quantifying observer variance in expansive monitoring program indicator data with heterogeneous-variance mixed-effects models	53
Distance sampling and spatial capture-recapture for estimating density of Northern Bobwhite	53
Evaluation of driving effects of carbon storage change in the source of the Yellow River: A perspective with CMIP6 future development scenarios	52
Enhancing palm precision agriculture: An approach based on deep learning and UAVs for efficient palm tree detection	50
Machine-learning aiding sustainable Indian Ocean tuna purse seine fishery	50
Long-term phosphorus mass-balance of Lake Erie (Canada-USA) reveals a major contribution of in-lake phosphorus loading	49
Individual tree crown width detection from unmanned aerial vehicle images using a revised local transect method	49
The dynamic driving mechanisms of wetland change from an asynchrony-spatiotemporal perspective: A case study in Pearl River Delta, China	49
Machine learning and GIS-RS-based algorithms for mapping the groundwater potentiality in the Bundelkhand region, India	49
A workflow to create trait databases from collections of textual taxonomic descriptions	48
Towards heat tolerant metagenome functional prediction, coral microbial community composition, and enrichment analysis	47
On the importance of integrating convolution features for Indian medicinal plant species classification using hierarchical machine learning approach	47
Impact of topography and climate on post-fire vegetation recovery across different burn severity and land cover types through random forest	46
Artificial intelligence for carbon emissions using system of systems theory	46
MobileNet-GRU fusion for optimizing diagnosis of yellow vein mosaic virus	46
The first inventory of gullies in the Upper Taquari River Basin (Brazil) and its agreement with land use classes	45
Spatial modeling tool to assess and rank peri-urban land use in an agricultural region of the Midwestern United States	45
Comparing the physico-chemistry dynamics of running waters (North-East of France) based on sequence clustering	45
Assessing water quality environmental grades using hyperspectral images and a deep learning model: A case study in Jiangsu, China	45
Flexible simulation of animal thermoregulatory behavior in three-dimensional synthetic environments from thermal and optical images	45
The relative impact of co-occurring stressors on the abundance of benthic species examined with three-way correspondence analysis	45
Spatial relationship between ecosystem health and urbanization in coastal mountain city, Qingdao, China	44
New generation neurocomputing learning coupled with a hybrid neuro-fuzzy model for quantifying water quality index variable: A case study from Saudi Arabia	44
Spatiotemporal changes and driving mechanism of ecosystem carbon sink in karst peak cluster depression basin in Southwest Guangxi based on the interaction of “water-rock-soil-air-biology”	44
Forecasting the effects of bioclimatic characteristics and climate change on the potential distribution of Colophospermum mopane in southern Africa using Maximum Entropy (Maxent)	44
Predicting current and future distributions of Mentha pulegium L. in Tunisia under climate change conditions, using the MaxEnt model	44

Nowhere to go: Potential distribution shifts of a widespread lizard under two climate change scenarios	43
Optimizing landslide susceptibility mapping using machine learning and geospatial techniques	43
Delineation of field boundary from multispectral satellite images through U-Net segmentation and template matching	43
Spatio-temporal heterogeneity of ecological water level in Poyang Lake, China	42
A geographical traceability method for Lanmaoa asiatica mushrooms from 20 township-level geographical origins by near infrared spectroscopy and ResNet image analysis techniques	42
High risk water pollution hazards affecting Aveiro coastal lagoon (Portugal) – A habitat risk assessment using InVEST	41
Identification of free-ranging mugger crocodiles by applying deep learning methods on UAV imagery	41
Spatial and temporal representation of marine fish occurrences available online	41
Assessing habitat diversity and potential areas of similarity across protected areas globally	41
Adaptive image processing embedding to make the ecological tasks of deep learning more robust on camera traps images	40
Flood-drought shifts monitoring on arid Xinjiang, China using a novel machine learning based algorithm	40
Working with GNSS collar data. The importance of pre-analysis when setting the sampling interval	40
Designing water-saving-ecological check dam sites by a system optimization model in a region of the loess plateau, Northwest China	40
YWnet: A convolutional block attention-based fusion deep learning method for complex underwater small target detection	40
Impact of climatic changes and anthropogenic activities on ecosystem net primary productivity in India during 2001–2019	40
Seismic signal analysis for the characterisation of elephant movements in a forest environment	40
Cross-scale observation of riparian vegetation: Testing the potential of satellite-UAV-Field integrated observations for large-scale herbaceous species	40
Predictive mapping of two endemic oak tree species under climate change scenarios in a semiarid region: Range overlap and implications for conservation	40
Normalized difference vegetation index prediction based on the delta downscaling method and back-propagation artificial neural network under climate change in the Sanjiangyuan region, China	40
Mapping spatiotemporal mortality patterns in spruce mountain forests using Sentinel-2 data and environmental factors	40
Assessing the impact of gold mining on forest cover in the Surinamese Amazon from 1997 to 2019: A semi-automated satellite-based approach	39
Commentary on Automatic identification of Chagas disease vectors using data mining and deep learning techniques	39
Real-time measurement of individual tree structure parameters based on augmented reality in an urban environment	39
Spatial patterning of benthic macroinvertebrate communities using Geo-self-organizing map (Geo-SOM): A case study in the Nakdong River, South Korea	39
Predicting invasive species distributions using incremental ensemble-based pseudo-labeling	39
Forecasting the abundance of disease vectors with deep learning	38
Implementation of a proactive system to monitor Aedes aegypti populations using open access historical and forecasted meteorological data	38
Machine learning and SLIC for Tree Canopies segmentation in urban areas	38
A comprehensive evaluation of deep learning approaches for ground-level ozone prediction across different regions	38
Balancing urban expansion with ecological integrity: An ESP framework for rapidly urbanizing small and medium-sized cities, with insights from Suizhou, China	38
Evaluating the temporal patterns of land use and precipitation under desertification in the semi-arid region of Brazil	38
Comparing socioeconomic vulnerability index and land cover indices: Application of fuzzy TOPSIS model and geographic information system	38
A new approach to estimate total nitrogen concentration in a seasonal lake based on multi-source data methodology	38
Vegetation coverage precisely extracting and driving factors analysis in drylands	37
Bibliometric analysis of human–wildlife conflict: From conflict to coexistence	37
SooSim, a landscape model for assessing mire habitat degradation and restoration	37
Characteristics of built-up land change in resource-based cities and their impact on land surface temperature—Taking Wu'an as an example	36
Responses of soil respiration and its sensitivities to temperature and precipitation: A meta-analysis	36
Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based vegetation products with multi-output Gaussian process regression	36
Monitoring vegetation patterns and their drivers to infer resilience: Automated detection of vegetation and megaherbivores from drone imagery using deep learning	36
Efficient wildlife monitoring: Deep learning-based detection and counting of green turtles in coastal areas	35
Reliable and efficient integration of AI into camera traps for smart wildlife monitoring based on continual learning	35
Modeling forest fire risk based on GIS-based analytical hierarchy process and statistical analysis in Mediterranean region	35
YOLO_MRC: A fast and lightweight model for real-time detection and individual counting of Tephritidae pests	35
Deep learning for the prediction and classification of land use and land cover changes using deep convolutional neural network	35
LEAVES: An open-source web-based tool for the scalable annotation and visualisation of large-scale ecoacoustic datasets using cluster analysis	35
Remote sensing-derived land surface temperature trends over South Asia	35
Enhancing rice seed purity recognition accuracy based on optimal feature selection	34
Territorial spatial vulnerability assessment based on PSO-BP neural network: A case study in Shenzhen, China	34
A comparative study of four deep learning algorithms for predicting tree stem radius measured by dendrometer: A case study	34
Mapping high-resolution XCO2 concentrations in China from 2015 to 2020 based on spatiotemporal ensemble learning model	34
Utilizing deep transfer learning to discover changes in landscape patterns in urban wetland parks based on multispectral remote sensing	34
UAV-RGB-image-based aboveground biomass equation for planted forest in semi-arid Inner Mongolia, China	34
An automated approach for counting ants in densely populated images and gaining insight into ant foraging behavior	34
Predictive modeling of regional carbon storage dynamics in response to land use/land cover changes: An InVEST-based analysis	33
Using 360-degree panoramic technology to explore the mechanisms underlying the influence of landscape features on visual landscape quality in traditional villages	33
VCPNET: A new dataset to benchmark vegetation carbon phenology metrics	33
A framework for dynamic assessment of soil erosion and detection of driving factors in alpine grassland ecosystems using the RUSLE-InVEST (SDR) model and Geodetector: A case study of the source region	33
Saving costs for video data annotation in wildlife monitoring	33
Embracing asymmetry in nature: How to account for skewness in ecological data	33
A stacking ANN ensemble model of ML models for stream water quality prediction of Godavari River Basin, India	33
Zonation-based prioritization of vegetation conservation for terminal lakes in drylands	33
Extraction and mapping of component information of ancient buildings in Huizhou based on UAV technology	32
Estimating net primary productivity of semi-arid Crimean pine stands using biogeochemical modelling, remote sensing, and machine learning	32
Land-Unet: A deep learning network for precise segmentation and identification of non-structured land use types in rural areas for green urban space analysis	32
Comparison of patch-based and synoptic connectivity algorithms with graph theory metrics. A case study in Reggio Calabria metropolitan area (South Italy)	32
Enhancing mango disease diagnosis through eco-informatics: A deep learning approach	32
An integrated system for the acoustic monitoring of goat farms	32
SILIC: A cross database framework for automatically extracting robust biodiversity information from soundscape recordings based on object detection and a tiny training dataset	32
Refining landsat-based annual NDVImax estimation using shape model fitting and phenological metrics	32
Stochastic network to model the global spreading of respiratory diseases: From SARS-CoV-2 to pathogen X pandemic	32
HydroEcoLSTM: A Python package with graphical user interface for hydro-ecological modeling with long short-term memory neural network	32
Feature embeddings from the BirdNET algorithm provide insights into avian ecology	31
The Atlantic forest is a potentially climatic suitable habitat for four Neotropical Myrtaceae species through time	31
Mapping global orchid assemblages with deep learning provides novel conservation insights	31
Improving daily reference evapotranspiration forecasts: Designing AI-enabled recurrent neural networks based long short-term memory	31
Influences of vegetation, model, and data parameters on forest aboveground biomass assessment using an area-based approach	31
Change in cereal production caused by climate change in Malaysia	31
Evaluating the efficiency of future crop pattern modelling using the CLUE-S approach in an agricultural plain	31
Spatiotemporal evolution for early warning of ecological carrying capacity during the urbanization process in the Dongting Lake area, China	30

TreeLearn: A deep learning method for segmenting individual trees from ground-based LiDAR forest point clouds	30
On loss functions and CNNs for improved bioacoustic signal classification	30
Divergent dynamics of surface water patterns and structures in Europe's coastal-zone basins	30
Demonstrating the relevance of spatial-functional statistical analysis in marine ecological studies: The case of environmental variations in micronektonic layers	30
A recognition method of multispectral images of soybean canopies based on neural network	30
Winter wheat yield prediction in the conterminous United States using solar-induced chlorophyll fluorescence data and XGBoost and random forest algorithm	30
Rookognise: Acoustic detection and identification of individual rooks in field recordings using multi-task neural networks	30
Species misidentification affects biodiversity metrics: Dealing with this issue using the new R package naturaList	30
Revealing forest structural "fingerprints": An integration of LiDAR and deep learning uncovers topographical influences on Central Amazon forests	29
Benchmarking wild bird detection in complex forest scenes	29
Coastal waterbird eco-habitat stability assessment in Zhangjiangkou Mangrove National Nature Reserve Based on habitat function-coordination coupling	29
Drone imagery and deep learning for mapping the density of wild Pacific oysters to manage their expansion into protected areas	29
Variability and ecological relevance of alternative group structures in food webs	29
Automatic stomata recognition and measurement based on improved YOLO deep learning model and entropy rate superpixel algorithm	29
A systematic review on hyperspectral imaging technology with a machine and deep learning methodology for agricultural applications	29
Predicting the impact of future climate changes and range-shifts of Indian hornbills (family: Bucerotidae)	29
Application of machine learning approaches for land cover monitoring in northern Cameroon	29
Vision transformer meets convolutional neural network for plant disease classification	29
Remote sensing of flowers	29
Taxonomic and functional analysis of proglacial water bodies of Triloknath glacier ecosystem from North-Western Himalayas	29
Artificial neural networks for assessing forest fire susceptibility in Türkiye	29
The influence of biophysical characteristics on elephant space use in an African savanna	29
Predictive performance of machine learning model with varying sampling designs, sample sizes, and spatial extents	29
Bacterial community characterization by deep learning aided image analysis in soil chips	29
Evaluation and validation of forest models: Insight from Mediterranean and scots pine models in Spain	29
Spatiotemporal evolution analysis of human disturbances on giant panda: A new approach to study cumulative influences with large spatial scales	29
Evaluation and comparison of the earth observing sensors in land cover/land use studies using machine learning algorithms	28
Using hierarchical text classification to investigate the utility of machine learning in automating online analyses of wildlife exploitation	28
dataFishing: An efficient Python tool and user-friendly web-form for mining mitochondrial and chloroplast sequences, taxonomic, and biodiversity data	28
Modeling and formal analysis of meta-ecosystems with dynamic structure using graph transformation	28
Accuracy of two LiDAR-based augmented reality apps in breast height diameter measurement	28
Behavior intentions of urban forest recreationists based on structural equation model	28
Bioclimatic similarity between species locations and their environment revealed by dimensionality reduction analysis	28
Dynamics of pesticides in surface water bodies by applying data mining to spatiotemporal big data. A case study for the Puglia Region	28
Identifying the habitat suitability and built-in corridors for Asiatic black bear (Ursus thibetanus) movement in the northern highlands of Pakistan	28
Fin whale pulse detection with deep neural networks	28
Identifying potential hotspots of groundwater-climate interaction in the Great Artesian Basin, Australia	28
Hierarchical classification of insects with multitask learning and anomaly detection	28
Expert knowledge-based modelling approach for mapping beekeeping suitability area	28
Reduced dimensionality space of features using spectral indices for detecting changes in multitemporal Landsat-8 images	28
Small to train, small to test: Dealing with low sample size in model evaluation	28
What are the primary covariates of environmental attitudes and behaviours in Canada? A national-scale analysis of socioeconomic, political, and demographic factors	28
Improved digital mapping of soil texture using the kernel temperature–vegetation dryness index and adaptive boosting	27
Projection of climate variables by general circulation and deep learning model for Lahore, Pakistan	27
Process-based forecasts of lake water temperature and dissolved oxygen outperform null models, with variability over time and depth	27
Post-fire vegetation dynamic patterns and drivers in Greater Hinggan Mountains: Insights from long-term remote sensing data analysis	27
Ovitrap Monitor - Online application for counting mosquito eggs and visualisation toolbox in support of health services	27
Reference architecture design for developing data management systems in smart farming	27
Effect of polynomial, radial basis, and Pearson VII function kernels in support vector machine algorithm for classification of crayfish	27
Wavelet-based feature extraction with hidden Markov model classification of Antarctic blue whale sounds	27
Bidens pilosa (Asteraceae) invasion reshapes the pattern of plant communities and edaphic properties across the north-western Himalayan landscape	27
Groundwater suitability assessment based on water quality index and hydrochemical characterization of Suri Sadar Sub-division, West Bengal	27
Object classification and visualization with edge artificial intelligence for a customized camera trap platform	27
Short- and long-term streamflow forecasting using wavelet neural networks for complex watersheds: A case study in the Mahanadi River, India	26
Analysing the capacity of multispectral indices to map the spatial distribution of potential post-fire soil losses based on soil burn severity	26
Air pollution in industrial clusters: A comprehensive analysis and prediction using multi-source data	26
Spatial diversity of coupled synergistic paths of rural settlements and sloping cultivated land utilization in karst mountain areas of Southwest China: A case study of Huajiang Canyon	26
Data-driven models for predicting community changes in freshwater ecosystems: A review	26
A spatiotemporal optimization engine for prescribed burning in the Southeast US	26
Employing a novel hybrid of GA-ANFIS model to predict distribution of whiting fish larvae and juveniles from tropical estuaries in the context of climate change	26
Change in habitat suitability of the invasive Snowflake coral (Carijoa riisei) during climate change: An ensemble modelling approach	26
A multi-source approach to mapping habitat diversity: Combination of multi-date multispectral satellite imagery and comparison with single-date hyperspectral results in a Mediterranean Natural Reserve	26
Assessing non-hazardous solid waste business characteristics of Western Canadian provinces	26
Prototyping a system for detection and notification of damage or theft in beehives	25
Deep learning-based segmentation for disease identification	25
Combining biotracer and stomach contents analysis to understand trophic dynamics in the northern Gulf of Mexico	25
Corrigendum to “Accurate mapping of Brazil nut trees (Bertholletia excelsa) in Amazonian forests using WorldView-3 satellite images and convolutional neural networks”	25
A classifier-deduced signal extraction approach for time difference estimation in acoustic sensor networks	25
Editorial Board	25
Aggregation as an antipredator strategy in the rock-paper-scissors model	25
A data-integration approach to correct sampling bias in species distribution models using multiple datasets of breeding birds in the Swiss Alps	25
Helical graphs to visualize the NDVI temporal variation of forest vegetation in an open source space	25
Assessing the geographical distribution of carnivorous and planktivorous fishes in the western Bay of Bengal	25
Impact of LiDAR pulse density on forest fuels metrics derived using LadderFuelsR	25
The broken window: An algorithm for quantifying and characterizing misleading trajectories in ecological processes	24
Integrating infiltration processes in hybrid downscaling methods to estimate sub-surface soil moisture	24
Forecasting insect abundance using time series embedding and machine learning	24
Assessing the floodwater utilization potential in a reservoir-controlled watershed: A novel method considering engineering regulations and an empirical case from China	24
Estimation of mangrove heights and aboveground biomass using UAV-LiDAR, Sentinel-1 and ZY-3 stereo images	24
Weekly carbon dioxide exchange trend predictions in deciduous broadleaf forests from site-specific influencing variables	24
Tracing the sources and transport of the total phosphorus in the upper Yangtze River	24
Assessment of nomadic pastoralists' livelihood vulnerability to the changing climate in the Third Pole region: Case study in the Altai Mountains of western Mongolia	24
Automated workflow for incorporation and evaluation of data uncertainty in ecological networks with autoLIMR	24
Desertification in northern China from 2000 to 2020: The spatial–temporal processes and driving mechanisms	24
Prediction and interpretation of pathogenic bacteria occurrence at a recreational beach using data-driven algorithms	24
Application of hyperspectral analysis of chlorophyll a concentration inversion in Nansi Lake	24
Spatiotemporally weighted regression (STWR) for assessing Lyme disease and landscape fragmentation dynamics in Connecticut towns	24
White-bellied heron a species on the verge of extinction: Ensemble model reveals loss of habitats and resultant prolonged isolation driving the species to extinction	23
Temporal and spatial differentiation in the surface recovery of post-seismic landslides in Wenchuan earthquake-affected areas	23
Estimation and analysis of insect population dynamics parameters via physiologically based models and hybrid genetic algorithm MCMC methods	23
Climate change induces habitat shifts and overlaps among carnivores in an arid and semi-arid ecosystem	23
Bottlenose dolphin identification using synthetic image-based transfer learning	23
A novel space–spectrum array tile probability random-forest model enhances LULC mapping accuracy on Google Earth Engine: An experiment in Ordos, China	23
Integrating direct observation and environmental DNA data to enhance species distribution models in riverine environments	23
Bag of tricks for long-tail visual recognition of animal species in camera-trap images	23