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高速公路流量检测数据的预处理方法研究 被引量:2
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作者 李阳 《物联网技术》 2015年第2期22-23,共2页
主要研究高速公路车检器流量检测数据的筛选方法和修补方法。首先从交通流三参数的关系出发,分析错误数据的种类及原因,提出一种对错误数据的筛选方法;然后分析与修补数据相关性最强的参数集合,制定修补算法对缺失数据进行补修。错误数... 主要研究高速公路车检器流量检测数据的筛选方法和修补方法。首先从交通流三参数的关系出发,分析错误数据的种类及原因,提出一种对错误数据的筛选方法;然后分析与修补数据相关性最强的参数集合,制定修补算法对缺失数据进行补修。错误数据的筛选主要运用阈值法,阈值的制定以道路通行能力为依据。本研究为高速公路的车检器流量检测数据的预处理技术提出了新的思路。 展开更多
关键词 流量检测数据 错误数据筛选 修补算法 阈值法
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基于改进残差网络的异常网络流量检测 被引量:1
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作者 李岚俊 王英明 +1 位作者 胡昊 李洁 《长春工业大学学报》 2023年第5期468-473,共6页
提出一种改进ResNet101的异常流量数据检测和识别方法,在残差模块中改变卷积层,同时引入高效信道注意力(ECA)机制,使用一维卷积在高度注意力信道中融合特征流,增加对异常流量的识别能力。实验结果表明,基于残差网络改进模型在识别极低... 提出一种改进ResNet101的异常流量数据检测和识别方法,在残差模块中改变卷积层,同时引入高效信道注意力(ECA)机制,使用一维卷积在高度注意力信道中融合特征流,增加对异常流量的识别能力。实验结果表明,基于残差网络改进模型在识别极低样本数量时相比原有模型能够有更高的精确率、召回率和F 1值。 展开更多
关键词 流量数据检测 ResNet101 ECA 不平衡
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Detecting Chlorophyll a Concentration and Bloom Patterns at Upwelling Area in South Central Vietnam by High Resolution Multi-satellite Data
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作者 Tong Phuoc Hoang Son Truong Minh Chuan Hoang Cong Tin 《Journal of Environmental Science and Engineering(A)》 2015年第5期215-224,共10页
Study on Chlorophyll a (Chl. a) distribution and bloom patterns is essential in the upwelling areas that constitute the main fishery grounds of Vietnam. Based on high resolution satellite imagery and monthly in-situ... Study on Chlorophyll a (Chl. a) distribution and bloom patterns is essential in the upwelling areas that constitute the main fishery grounds of Vietnam. Based on high resolution satellite imagery and monthly in-situ data in period from 2007 to 2008, the spatial and temporal variations ofChl, a in the upwelling region including algal blooms have been detected. Anomalies of higher Chl. a concentration and bloom patterns occurred at different periods, locations, and bloom shapes in coastal waters of Southern Center of Vietnam. The appearances of these bloom are related to four difference reasons, such as: (i) Their locations coincided to main center of upwelling phenomena that usually occur during southwest monsoon (SWM); (ii) Effect of northeast monsoon (NEM) that brings and attaches the nutrient into the coast and created "floating" algae bloom patches in coastal zones; (iii) The algae blooms can be potentially associated with Harmful Algae Bloom (HAB) during the SWM or local eddies during NEM and (iv) Their appearances are also as a result of distinctive nutrient inflow fi'om Mekong delta and pumping of nutrients by internal waves in coastal shallow waters. 展开更多
关键词 Chlorophyll a bloom pattern fisheries resources coastal waters remote sensing upwelling.
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