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Identifying marsh dieback events from Landsat image series (1998–2018) with an Autoencoder in the NIWB estuary, South Carolina
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作者 huixuan li Cuizhen Wang +3 位作者 Jean T.Ellis Yuxin Cui Gwen Miller James T.Morris 《International Journal of Digital Earth》 SCIE 2020年第12期1467-1483,共17页
This study reports an inventory of marsh dieback events from spatial and temporal perspectives in the North Inlet-Winyah Bay(NIWB)estuary,South Carolina(SC).Past studies in the Gulf/Atlantic coast states have reported... This study reports an inventory of marsh dieback events from spatial and temporal perspectives in the North Inlet-Winyah Bay(NIWB)estuary,South Carolina(SC).Past studies in the Gulf/Atlantic coast states have reported acute marsh dieback events in which marsh rapidly browned and thinned,leaving stubble of dead stems or mudflat with damaged ecosystem services.Reported marsh dieback in SC,however,have been limited.This study identified all marsh dieback events in the estuary since 1998.With 20 annually collected Landsat images,the Normalized Difference Vegetation Index(NDVI)series was extracted.A Stacked Denoising Autoencoder neural network was developed to identify the NDVI anomalies on the trajectories.All marsh dieback patches were extracted,and their inter-annual changes were examined.Results showed a continuous,spatially variable multi-year dieback event in 1998–2005,which aligned with the reported dieback in the early 2000s from other states.The identified patches mostly returned to normal within one year while the phenomenon reoccurred in other areas of the estuary during the prolonged dieback period.This study presents the first attempt to explore long-term dieback dynamics in an estuary using satellite time series.It provides valuable information in documenting marsh healthiness and environmental resilience on SC coasts. 展开更多
关键词 Salt marsh dieback NOAA NERR satellite time series Autoencoder coastal remote sensing
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盈余公告、分析师推荐与伪羊群行为——基于高频数据的实证检验 被引量:10
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作者 李惠璇 朱菲菲 +1 位作者 唐涯 李宏泰 《经济学(季刊)》 CSSCI 北大核心 2019年第3期919-940,共22页
由私人不确定信息引起的羊群行为可能导致股价偏离基本面,而基于公共信息的伪羊群行为却有可能促进新信息在股价中充分反映。本文首次采用中国A股市场高频交易数据,分析了公共信息发布对投资者伪羊群行为的影响及其价格效应。我们发现,... 由私人不确定信息引起的羊群行为可能导致股价偏离基本面,而基于公共信息的伪羊群行为却有可能促进新信息在股价中充分反映。本文首次采用中国A股市场高频交易数据,分析了公共信息发布对投资者伪羊群行为的影响及其价格效应。我们发现,在利好(利空)消息后,有短暂的超额买入(卖出)羊群行为。与私人信息不确定性导致的羊群行为不同,与公共信息方向一致的伪羊群行为有利于信息进入股价,并且不会伴随显著的价格反转。 展开更多
关键词 公共信息 伪羊群行为 价格效应
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A global asymptotical stable control scheme for a Hexverter in fractional frequency transmission systems 被引量:5
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作者 Yongqing MENG Yichao ZOU +2 位作者 huixuan li Jianyang YU Xifan WANG 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2019年第6期1495-1506,共12页
A fractional frequency transmission system(FFTS)is the most competitive choice for long distance transmission of offshore wind power,while the Hexverter,as a newly proposed direct AC/AC converter,is an attractive choi... A fractional frequency transmission system(FFTS)is the most competitive choice for long distance transmission of offshore wind power,while the Hexverter,as a newly proposed direct AC/AC converter,is an attractive choice for its power conversion.This paper proposes a novel control scheme characterizing the global stability and strong robustness of the Hexverter in FFTS applications,which are based on the interconnection and damping assignment passivity-based control(IDA-PBC)methodology.Firstly,the frequency decoupled model of the Hexverter is studied and then a port-controlled Hamiltonian(PCH)model is built.On this basis,the IDAPBC scheme of the Hexverter is designed.Considering the interference of system parameters and unmodeled dynamics,integrators are added to the IDA-PB controller to eliminate the steady-state error.In addition,the voltagebalancing control is applied in order to balance the capacitor DC voltages to obtain a better performance.Finally,the simulation results and experimental results are presented to verify the effectiveness and superiority of the IDA-PB controller. 展开更多
关键词 Fractional frequency transmission system(FFTS) Hexverter Port-controlled Hamiltonian(PCH)system INTERCONNECTION and damping assignment passivity-based control(IDA-PBC)
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