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Employing hybrid deep learning for near-real-time forecasts of sensor-based algal parameters in a Microcystis bloom-dominated lake 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2024, 卷号: 922, 页码: 14
作者:  Wang, Lan;  Shan, Kun;  Yi, Yang;  Yang, Hong;  Zhang, Yanyan;  Xie, Mingjiang;  Zhou, Qichao;  Shang, Mingsheng
收藏  |  浏览/下载:43/0  |  提交时间:2024/07/12
Cyanobacterial blooms  Real-time monitoring  Early warning  Deep -learning modelling  Time series decomposition  Interpretable framework  
Improved Deep Learning Predictions for Chlorophyll Fluorescence Based on Decomposition Algorithms: The Importance of Data Preprocessing 期刊论文
WATER, 2023, 卷号: 15, 期号: 23, 页码: 19
作者:  Wang, Lan;  Xie, Mingjiang;  Pan, Min;  He, Feng;  Yang, Bing;  Gong, Zhigang;  Wu, Xuke;  Shang, Mingsheng;  Shan, Kun
收藏  |  浏览/下载:213/0  |  提交时间:2024/01/17
chlorophyll fluorescence  deep learning  online monitoring  time-series decomposition  Dianchi Lake  
Combined Physical Process and Deep Learning for Daily Water Level Simulations across Multiple Sites in the Three Gorges Reservoir, China 期刊论文
WATER, 2023, 卷号: 15, 期号: 18, 页码: 16
作者:  Xie, Mingjiang;  Shan, Kun;  Zeng, Sidong;  Wang, Lan;  Gong, Zhigang;  Wu, Xuke;  Yang, Bing;  Shang, Mingsheng
收藏  |  浏览/下载:24/0  |  提交时间:2023/12/25
water level prediction  Three Gorges Reservoir  deep learning  hybrid model  
Revealing Physiochemical Factors and Zooplankton Influencing Microcystis Bloom Toxicity in a Large-Shallow Lake Using Bayesian Machine Learning 期刊论文
TOXINS, 2022, 卷号: 14, 期号: 8, 页码: 16
作者:  Wang, Xiaoxiao;  Wang, Lan;  Shang, Mingsheng;  Song, Lirong;  Shan, Kun
收藏  |  浏览/下载:131/0  |  提交时间:2022/10/14
Microcystis blooms  microcystins  nutrient  zooplankton  machine learning  risk management  Lake Taihu  
Temporal prediction of algal parameters in Three Gorges Reservoir based on highly time-resolved monitoring and long short-term memory network 期刊论文
JOURNAL OF HYDROLOGY, 2022, 卷号: 605, 页码: 12
作者:  Shan, Kun;  Ouyang, Tian;  Wang, Xiaoxiao;  Yang, Hong;  Zhou, Botian;  Wu, Zhongxing;  Shang, Mingsheng
收藏  |  浏览/下载:63/0  |  提交时间:2022/08/22
Harmful algal bloom  Real-time monitoring  Long short-term memory network  Microcystin  Three Gorges Reservoir  
Long-term remote tracking the dynamics of surface water turbidity using a density peaks -based classification: A case study in the Three Gorges Reservoir, China 期刊论文
ECOLOGICAL INDICATORS, 2020, 卷号: 116, 页码: 10
作者:  Zhou, Botian;  Shang, Mingsheng;  Feng, Li;  Shan, Kun;  Feng, Lei;  Ma, Jianrong;  Liu, Xiangnan;  Wu, Ling
收藏  |  浏览/下载:139/0  |  提交时间:2020/08/24
Surface water turbidity  Remote sensing  Density peaks  Water optical classification  Long-term trend  Three Gorges Reservoir  
Use statistical machine learning to detect nutrient thresholds in Microcystis blooms and microcystin management 期刊论文
HARMFUL ALGAE, 2020, 卷号: 94, 页码: 10
作者:  Shan, Kun;  Wang, Xiaoxiao;  Yang, Hong;  Zhou, Botian;  Song, Lirong;  Shang, Mingsheng
收藏  |  浏览/下载:177/0  |  提交时间:2020/08/24
Bayesian modelling  Eutrophication  Nutrient thresholds  Cyanobacterial blooms  Microcystis  Microcystin  
Remote examination of the seasonal succession of phytoplankton assemblages from time-varying trends 期刊论文
JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2019, 卷号: 246, 页码: 687-694
作者:  Zhou, Botian;  Shang, Mingsheng;  Zhang, Sheng;  Feng, Li;  Li, Xiangnan;  Wu, Ling;  Feng, Lei;  Shan, Kun
收藏  |  浏览/下载:430/0  |  提交时间:2019/12/03
Phytoplankton succession  Temporal pattern  Time series analysis  Huan Jing 1 charge-coupled device image  Cyan-chlorophyta index  Three gorges reservoir  
Application of Bayesian network including Microcystis morphospecies for microcystin risk assessment in three cyanobacterial bloom-plagued lakes, China 期刊论文
HARMFUL ALGAE, 2019, 卷号: 83, 页码: 14-24
作者:  Shan, Kun;  Shang, Mingsheng;  Zhou, Botian;  Li, Lin;  Wang, Xiaoxiao;  Yang, Hong;  Song, Lirong
收藏  |  浏览/下载:213/0  |  提交时间:2019/12/03
Bayesian network  Cyanobacterial blooms  Microcystis  Eutrophication  Microcystin  Climate warming  Lake Taihu  Lake Chaohu  Lake Dianchi  
Distinguishing two phenotypes of blooms using the normalised difference peak-valley index (NDPI) and Cyano-Chlorophyta index (CCI) 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2018, 卷号: 628-629, 页码: 848-857
作者:  Zhou, Botian;  Shang, Mingsheng;  Wang, Guoyin;  Zhang, Sheng;  Feng, Li;  Liu, Xiangnan;  Wu, Ling;  Shan, Kun
Adobe PDF(4522Kb)  |  收藏  |  浏览/下载:269/0  |  提交时间:2018/07/26
Remote Sensing  Cyanobacteria  Green Algae  Normalised Difference Peak-valley Index  Cyano-chlorophyta Index  Three Gorges Reservoir