Integrating Environmental Drivers and Trophic Interactions to Predict Spatial Distribution of High-Risk Marine Organisms at Nuclear Power Plant Cooling Water Intake

values and 10-30% lower RMSE, while offering enhanced ecological interpretability. The models revealed strong positive associations between target species and both lower-trophic prey and higher-trophic predators, suggesting that top-down and bottom-up processes jointly regulate aggregation dynamics. This study demonstrates that integrating trophic interactions into species distribution modeling substantially improves predictions of high-risk marine species near coastal infrastructure and provides an ecological basis for proactive management of cooling water intake systems.

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Publication Details

Journal
Animals
Published
2026-04-21
DOI
https://doi.org/10.3390/ani16081275
Primary Topic
Cephalopods and Marine Biology
Type
article
Field-Weighted Citation Impact
0.00

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article

Integrating Environmental Drivers and Trophic Interactions to Predict Spatial Distribution of High-Risk Marine Organisms at Nuclear Power Plant Cooling Water Intake

Linquan Cao, Guize Liu, Zhuo Song, Yuan Jin et al.
Animals
Cephalopods and Marine Biology
article

Integrating Environmental Drivers and Trophic Interactions to Predict Spatial Distribution of High-Risk Marine Organisms at Nuclear Power Plant Cooling Water Intake

Linquan Cao, Guize Liu, Zhuo Song, Yuan Jin, Yunlei Zhang, Xinyue Hu
article en

Abstract

values and 10-30% lower RMSE, while offering enhanced ecological interpretability. The models revealed strong positive associations between target species and both lower-trophic prey and higher-trophic predators, suggesting that top-down and bottom-up processes jointly regulate aggregation dynamics. This study demonstrates that integrating trophic interactions into species distribution modeling substantially improves predictions of high-risk marine species near coastal infrastructure and provides an ecological basis for proactive management of cooling water intake systems.

AnimalsVol. 16(8)
Dalian University of Technology (CN), Dalian University (CN), China National Environmental Monitoring Center (CN), National Marine Environmental Monitoring Center
Natural Science Foundation of Liaoning Province
Life below water
Openalex Percentile: Top 15%
Cephalopods and Marine Biology
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Integrating Environmental Drivers and Trophic Interactions to Predict Spatial Distribution of High-Risk Marine Organisms at Nuclear Power Plant Cooling Water Intake — Linquan Cao, Guize Liu, et al. · Animals (2026) | TGRS Research Map | TGRS