{"title":"Ecoregion-specific restructuring of green-season and peak-season phenology across the continental United States","authors":"Horia G. Olariu","doi":"10.1016/j.ecoinf.2026.103933","DOIUrl":null,"url":null,"abstract":"<div><div>Vegetation phenology regulates ecosystem carbon, water, and energy exchanges; however, continental-scale assessments often emphasize growing-season boundaries while paying less attention to peak-season dynamics. We used MODIS Enhanced Vegetation Index (EVI) time series to quantify phase-specific phenological trends across stable non-crop vegetation in the continental United States (CONUS) from 2001 to 2024. Metrics included start of season (SOS), start of peak season (POS), end of peak season (POE), end of season (EOS), green-season length (GSL), and peak-season length (PSL). EVI-derived dates were benchmarked against USA National Phenology Network observations. Trend robustness was evaluated through threshold and smoothing sensitivity analyses, and environmental associations were assessed using XGBoost and SHAP attribution methods. Validation showed moderate agreement with USA-NPN observations (R<sup>2</sup> = 0.58–0.67; RMSE = 16.28–19.75 days). Ecoregion-level trends revealed phase-specific restructuring: GSL increased most in the Texas-Louisiana Coastal Plain (+0.68 days yr<sup>−1</sup>), Western Sierra Madre Piedmont (+0.63 days yr<sup>−1</sup>), and Everglades (+0.61 days yr<sup>−1</sup>), whereas PSL shortened most in the South Central Semi-Arid Prairies (−0.50 days yr<sup>−1</sup>), West-Central Semi-Arid Prairies (−0.32 days yr<sup>−1</sup>), and Southeastern USA Plains (−0.30 days yr<sup>−1</sup>). Several ecoregions exhibited longer green seasons but shorter peak seasons, indicating expanded shoulder-season greenness without a corresponding increase in sustained peak greenness. Attribution analyses indicated that SOS was associated with a combination of climatic, thermal, and topographic predictors, while POS, POE, and EOS were more closely linked to thermal and hydrologic conditions. These findings suggest that recent greening across CONUS reflects phase-specific restructuring of satellite-observed canopy greenness rather than a uniform extension of the growing season.</div></div>","PeriodicalId":51024,"journal":{"name":"Ecological Informatics","volume":"97 ","pages":"Article 103933"},"PeriodicalIF":8.5000,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ecological Informatics","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1574954126003407","RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/7/15 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ECOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Vegetation phenology regulates ecosystem carbon, water, and energy exchanges; however, continental-scale assessments often emphasize growing-season boundaries while paying less attention to peak-season dynamics. We used MODIS Enhanced Vegetation Index (EVI) time series to quantify phase-specific phenological trends across stable non-crop vegetation in the continental United States (CONUS) from 2001 to 2024. Metrics included start of season (SOS), start of peak season (POS), end of peak season (POE), end of season (EOS), green-season length (GSL), and peak-season length (PSL). EVI-derived dates were benchmarked against USA National Phenology Network observations. Trend robustness was evaluated through threshold and smoothing sensitivity analyses, and environmental associations were assessed using XGBoost and SHAP attribution methods. Validation showed moderate agreement with USA-NPN observations (R2 = 0.58–0.67; RMSE = 16.28–19.75 days). Ecoregion-level trends revealed phase-specific restructuring: GSL increased most in the Texas-Louisiana Coastal Plain (+0.68 days yr−1), Western Sierra Madre Piedmont (+0.63 days yr−1), and Everglades (+0.61 days yr−1), whereas PSL shortened most in the South Central Semi-Arid Prairies (−0.50 days yr−1), West-Central Semi-Arid Prairies (−0.32 days yr−1), and Southeastern USA Plains (−0.30 days yr−1). Several ecoregions exhibited longer green seasons but shorter peak seasons, indicating expanded shoulder-season greenness without a corresponding increase in sustained peak greenness. Attribution analyses indicated that SOS was associated with a combination of climatic, thermal, and topographic predictors, while POS, POE, and EOS were more closely linked to thermal and hydrologic conditions. These findings suggest that recent greening across CONUS reflects phase-specific restructuring of satellite-observed canopy greenness rather than a uniform extension of the growing season.
期刊介绍:
The journal Ecological Informatics is devoted to the publication of high quality, peer-reviewed articles on all aspects of computational ecology, data science and biogeography. The scope of the journal takes into account the data-intensive nature of ecology, the growing capacity of information technology to access, harness and leverage complex data as well as the critical need for informing sustainable management in view of global environmental and climate change.
The nature of the journal is interdisciplinary at the crossover between ecology and informatics. It focuses on novel concepts and techniques for image- and genome-based monitoring and interpretation, sensor- and multimedia-based data acquisition, internet-based data archiving and sharing, data assimilation, modelling and prediction of ecological data.