林坤森｜福建师范大学｜学者主页

2026

人工智能及其固体废物处置与资源化应用

林坤森

《化学工业出版社》

2026

基于长短期记忆网络（LSTM）的多污染物时序预测模型研究

周永泉，庄佳炜，王川，欧阳创，赵春龙，林坤森，赵由才

《环境工程》

DOI

2026

基于TabPFN的生活垃圾热值预测及累计局部效应分析

陈相龙，张瑞娜，林坤森，马慧民

《环境工程技术学报》

2026

Applicability-domain-constrained prediction of landfill-relevant odor descriptors using integrated chemical knowledge

Boyang Liao, Kunsen Lin, Qing An, Hao Ye, Peng Li, Xuefei Zhou, Yalei Zhang

Journal of Hazardous Materials

DOI

2026

A layered classification framework of near-infrared waste plastic identification through interpretable machine learning

Keyu Zhu, Junrong Chen, Ruizhe Tu, Changlin Cao, Weiming Zhou, Songwei Yang, Qingrong Qian, Qinghua Chen, Kunsen Lin

Journal of environmental chemical engineering

DOI

2026

Reliable Aquatic Toxicity Prediction via Embedding-Aware Applicability Domains

Kunsen Lin, Boyang Liao, Hao Ye, Xiaochuan Chen, Libin Yang, Xuefei Zhou, Yalei Zhang

Environmental Science & Technology

DOI

2026

Cross-modal fusion of chemical language and physicochemical features enables accurate and interpretable multi-label odor prediction

Xiaochuan Chen, Jiawei Zhuang, Ye Zhang, Yongquan Zhou, Kunsen Lin, Xu Zhou, Yalei Zhang

Journal of Hazardous Materials

DOI

2025

Towards explainable and accurate medical waste detection: A You Only Look Once Version 11-based framework with SlideLoss and channel attention

Xiaochuan Chen, Jiawei Zhuang, Jia‐Hong Kuo, Jieni Lei, Kunsen Lin, Xuefei Zhou, Youcai Zhao

Engineering Applications of Artificial Intelligence

DOI

2025

A two-part tariff metering and charging model of municipal solid waste for residents in Shanghai, China

Yanyan Guo, Kunsen Lin, Xiaofeng Gao, Zhengyu Wang, Tao Zhou, Youcai Zhao

Waste Management & Research The Journal for a Sustainable Circular Economy

DOI

2025

Dynamic analysis for PFAS removal from contaminated water by foam separation based on machine learning models

Xin Liu, Yanyan Liang, Libin Yang, Kunsen Lin, Xuefei Zhou, Yalei Zhang

Environmental Research

DOI

2025

Interpretable machine learning for predicting key hazardous properties of chemicals

Kunsen Lin, Boyang Liao, Xiaochuan Chen, Caiyun Chen, Wenhao Lei, Xuefei Zhou

Waste Management

DOI

2025

An interpretable machine learning framework for optimizing chemical oxidative remediation of organic pollutants in soils

Yuanshuo Zhang, Haojia Chen, Yudong Cao, Xuxin Liang, Hongbing Ji, Kunsen Lin, Yan Yang

Journal of environmental chemical engineering

DOI

2025

Distribution and environmental drivers of antibiotic resistance genes in aerosol and leachate from municipal solid waste treatment systems

Yanyan Guo, Youcai Zhao, Kunsen Lin, Wu Ji, Xu Xing, Tao Zhou

Journal of environmental chemical engineering

DOI

2025

CBERTaXGB: A domain-specific transformer-XGBoost hybrid for chemical toxicity and flammability prediction

Kunsen Lin, Boyang Liao, Xiaochuan Chen, Bohao Xu, Miaoya Jiang, Xuefei Zhou

Process Safety and Environmental Protection

DOI

2025

Distribution and Property Prediction of Microplastics in Landfill Leachate under Different Treatment Processes Using Knowledge Graph-Enhanced Molecular Contrastive Learning

Meilan Zhang, Xuwei Zhao, Jia‐Hong Kuo, Xiaochuan Chen, Youcai Zhao, Kunsen Lin, Xuefei Zhou

Water Research

DOI

2025

An inventory of industrial solid waste in 337 cities of China: Applying machine learning for data completion

Qian Jia, Kunsen Lin, Jiawei Zhuang, Dengyu Yang, Wei We, Xiong Xiao, Huanzheng Du, Tao Wang

Scientific Data

DOI

2025

Metagenomic analysis of viral community during different municipal solid waste collection and treatment processes: Fate, hosts, and antibiotic resistance genes

Yanyan Guo, Youcai Zhao, Kunsen Lin, Qiyuan Zheng, Tao Zhou

Journal of Hazardous Materials

DOI

2024

Generative discovery of safer chemical alternatives using diffusion modeling: A case study in green solvent design for cyclohexane/benzene extractive distillation

Zhichao Tan, Kunsen Lin, Youcai Zhao, Tao Zhou

Journal of Environmental Sciences

DOI

2024

Exploring interactive effects of environmental and microbial factors on food waste anaerobic digestion performance: Interpretable machine learning models

Yanyan Guo, Youcai Zhao, Zongsheng Li, Zhengyu Wang, Wenxiao Zhang, Kunsen Lin, Tao Zhou

Bioresource Technology

DOI

2024

Disinfection efficacy of slightly acidic electrolyzed water on microorganisms: Application in contaminated waste sorting rooms across varied scenarios

Yanyan Guo, Kunsen Lin, Xiaofeng Gao, Qiyuan Zheng, Tao Zhou, Youcai Zhao

Journal of Cleaner Production

DOI

2024

Recycling leachate nanofiltration concentrate and preparing a novel and low-cost absorbent dried gel by graft polymerization

Zhenyu Wang, Linhai Ye, Ruina Zhang, Kunsen Lin, Yanyan Guo, Tao Zhou, Youcai Zhao

Journal of Water Process Engineering

DOI

2024

Machine learning models for predicting thermal desorption remediation of soils contaminated with polycyclic aromatic hydrocarbons

Haojia Chen, Yudong Cao, Wei Qin, Kunsen Lin, Yan Jun Yang, Changqing Liu, Hongbing Ji

The Science of The Total Environment

DOI

2022

Deep convolutional neural networks for construction and demolition waste classification: VGGNet structures, cyclical learning rate, and knowledge transfer

Kunsen Lin, Tao Zhou, Xiaofeng Gao, Zongshen Li, Huabo Duan, Huanyu Wu, Guanyou Lu, Youcai Zhao

Journal Of Environmental Management，Vol. 3180

DOI

2022

生活垃圾中家用小型电子废弃物产量预测与管理对策研究

王正宇，林坤森，赵春龙，周海燕，邰俊，黄仁华，郭燕燕，周涛，赵由才

《广东化工》

2018

碱金属对固废焚烧燃烧特性及重金属排放行为的影响研究

郭家宏，林坤森，熊坤，林秋良，刘敬勇

《环境工程》

2018

流化床焚烧失流过程中温度对固相中重金属(Pb、Cr和Cd)分布特征的影响

郭家宏，林坤森，熊坤，梁艳，林秋良，刘敬勇

《环境工程》

2018

流化床污泥掺烧过程中磷对床料粘结及重金属在固相中形态分布影响

林坤森

《广东工业大学》

林坤森

精选作品

期刊论文

人工智能及其固体废物处置与资源化应用

基于长短期记忆网络（LSTM）的多污染物时序预测模型研究

基于TabPFN的生活垃圾热值预测及累计局部效应分析

Applicability-domain-constrained prediction of landfill-relevant odor descriptors using integrated chemical knowledge

A layered classification framework of near-infrared waste plastic identification through interpretable machine learning

Reliable Aquatic Toxicity Prediction via Embedding-Aware Applicability Domains

Cross-modal fusion of chemical language and physicochemical features enables accurate and interpretable multi-label odor prediction

Towards explainable and accurate medical waste detection: A You Only Look Once Version 11-based framework with SlideLoss and channel attention

A two-part tariff metering and charging model of municipal solid waste for residents in Shanghai, China

Dynamic analysis for PFAS removal from contaminated water by foam separation based on machine learning models

Interpretable machine learning for predicting key hazardous properties of chemicals

An interpretable machine learning framework for optimizing chemical oxidative remediation of organic pollutants in soils

Distribution and environmental drivers of antibiotic resistance genes in aerosol and leachate from municipal solid waste treatment systems

CBERTaXGB: A domain-specific transformer-XGBoost hybrid for chemical toxicity and flammability prediction

Distribution and Property Prediction of Microplastics in Landfill Leachate under Different Treatment Processes Using Knowledge Graph-Enhanced Molecular Contrastive Learning

An inventory of industrial solid waste in 337 cities of China: Applying machine learning for data completion

Metagenomic analysis of viral community during different municipal solid waste collection and treatment processes: Fate, hosts, and antibiotic resistance genes

Generative discovery of safer chemical alternatives using diffusion modeling: A case study in green solvent design for cyclohexane/benzene extractive distillation

Exploring interactive effects of environmental and microbial factors on food waste anaerobic digestion performance: Interpretable machine learning models

Disinfection efficacy of slightly acidic electrolyzed water on microorganisms: Application in contaminated waste sorting rooms across varied scenarios

Recycling leachate nanofiltration concentrate and preparing a novel and low-cost absorbent dried gel by graft polymerization

Machine learning models for predicting thermal desorption remediation of soils contaminated with polycyclic aromatic hydrocarbons

Deep convolutional neural networks for construction and demolition waste classification: VGGNet structures, cyclical learning rate, and knowledge transfer

生活垃圾中家用小型电子废弃物产量预测与管理对策研究

碱金属对固废焚烧燃烧特性及重金属排放行为的影响研究

流化床焚烧失流过程中温度对固相中重金属(Pb、Cr和Cd)分布特征的影响

流化床污泥掺烧过程中磷对床料粘结及重金属在固相中形态分布影响

会议论文

富氧条件下Cu-Co/Al 2 O 3 于CO-SCR反应中催化还原NO的研究

书籍章节

Introduction to treatment and recycling processes of solid waste

Artificial intelligence application for treatment and recycling of solid waste

Definition and scope of solid waste

研究方向