Decomposition and compression for ECG and EEG signals with sequence index coding method based on matching pursuit
Decomposition and compression for ECG and EEG signals with sequence index coding method based on matching pursuit作者机构:SchoolofElectronicEngineeringBeijingUniversityofPostsandTelecommunicationsBeijing100876China NokiaResearchCentreBeijing100020China KeyLaboratoryofWorkSafetyIntelligentMonitoringBeijingUniversityoPostsandTelecommunicationsBeijing100876China
出 版 物:《The Journal of China Universities of Posts and Telecommunications》 (中国邮电高校学报(英文版))
年 卷 期:2012年第19卷第2期
页 面:92-95页
核心收录:
学科分类:12[管理学] 07[理学] 08[工学] 0810[工学-信息与通信工程] 1205[管理学-图书情报与档案管理] 0711[理学-系统科学] 083002[工学-环境工程] 1204[管理学-公共管理] 0830[工学-环境科学与工程(可授工学、理学、农学学位)] 120402[管理学-社会医学与卫生事业管理(可授管理学、医学学位)] 0839[工学-网络空间安全] 080401[工学-精密仪器及机械] 0804[工学-仪器科学与技术] 080402[工学-测试计量技术及仪器] 0837[工学-安全科学与工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术(可授工学、理学学位)]
基 金:supported by the Fundamental Research Funds for the Central Universities (BUPT Project 2009RC0316) Nokia -BUPT Union Fund the Natural Science Foundation of Beijing,China (4112039) the National Natural Science Foundation of China (60871081)
主 题:ignal decomposition and compression matching pursuit ECG EEG
摘 要:An efficient compression method is proposed by encoding the sequence index of atoms based on matching pursuit (MP) algorithm with over-complete Gabor dictionary, which has the merit to adjust the compression ratio (CR) according to the practical request with low distortion. It is also combined with genetic algorithm (GA) to reduce the computation complexity Then, the validity of this method is verified by applying it in the compression of electrocardiography (ECG) and Electroencephalography (EEG) signals. The simulation results show that the CR can be achieved at 18:1 with only 1.06% and 2.15% reconstruction errors on ECG and EEG signals respectively. It has higher CR and less reconstruction errors compared to that of the traditional methods, and noise suppression effect is also presented.