Feature Engineering and Computational Intelligence in ECG Monitoring
暫譯: 心電圖監測中的特徵工程與計算智能

Liu, Chengyu, Li, Jianqing

  • 出版商: Springer
  • 出版日期: 2020-06-25
  • 售價: $6,140
  • 貴賓價: 9.5$5,833
  • 語言: 英文
  • 頁數: 268
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9811538239
  • ISBN-13: 9789811538230
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book discusses feature engineering and computational intelligence solutions for ECG monitoring, with a particular focus on how these methods can be efficiently used to address the emerging challenges of dynamic, continuous & long-term individual ECG monitoring and real-time feedback. By doing so, it provides a "snapshot" of the current research at the interface between physiological signal analysis and machine learning. It also helps clarify a number of dilemmas and encourages further investigations in this field, to explore rational applications of feature engineering and computational intelligence in ECG monitoring. The book is intended for researchers and graduate students in the field of biomedical engineering, ECG signal processing, and intelligent healthcare.

商品描述(中文翻譯)

本書探討了心電圖(ECG)監測的特徵工程和計算智能解決方案,特別著重於這些方法如何有效應對動態、持續及長期個體心電圖監測和即時反饋所帶來的新挑戰。藉此,本書提供了生理信號分析與機器學習交界處當前研究的「快照」。它還幫助澄清了一些困境,並鼓勵在這一領域進一步研究,以探索特徵工程和計算智能在心電圖監測中的合理應用。本書旨在為生物醫學工程、心電圖信號處理和智能醫療領域的研究人員和研究生提供參考。

作者簡介

Dr. Chengyu Liu received his B.S. and Ph.D. degrees in Biomedical Engineering from Shandong University, China, in 2005 and 2010 respectively. He completed his postdoctoral training at Shandong University, China; Newcastle University, UK; and Emory University, USA. He is currently the Interim Dean of the School of Instrument Science and Engineering at Southeast University, a Professor of the State Key Laboratory of Bioelectronics, and the founding Director of the Wearable Heart-Sleep-Emotion Intelligent Monitoring Lab at Southeast University. He is also the founding Chair of the China Physiological Signal Challenge (from 2018), which focuses on challenging ECG signal processing issues. He is a member of the journal committee of the International Federation for Medical and Biological Engineering (IFMBE), an international advisory board member for Physiological Measurement and the Journal of Medical and Biological Engineering. His research topics include wearable ECG & vital-sign monitoring, machine learning for medical big data, early detection, and device development for cardiovascular diseases. He has published over 180 journal/conference papers.
Dr. Jianqing Li received his B.S. and M.S. degrees in Automatic Technology, and his Ph.D. degree in Measurement Technology and Instruments from the School of Instrument Science and Engineering, Southeast University, China, in 1986, 1990 and 2000 respectively. He is currently the Vice-President of Nanjing Medical University, a Professor at the School of Biomedical Engineering and Informatics, Nanjing Medical University, and a Professor at the School of Instrument Science and Engineering at Southeast University. He is the founding Director of the Key Laboratory of Clinical Medical Engineering in Nanjing Medical University, and the deputy Director of the Jiangsu Key Lab of Remote Measurement and Control at Southeast University, where he leads the research on medical-industry, cross-innovation cooperation, medical device development and clinical applications. His research topics include wearable medical sensors and signal processing, rehabilitation robot technology, and robot telepresence technology. He has been awarded funding for more than 20 research projects and holds over 20 patents.

作者簡介(中文翻譯)

鄭宇劉博士於2005年和2010年分別在中國山東大學獲得生物醫學工程的學士和博士學位。他在中國山東大學、英國紐卡索大學和美國埃默里大學完成了博士後訓練。目前,他是東南大學儀器科學與工程學院的臨時院長,國家生物電子學重點實驗室的教授,以及東南大學可穿戴心臟-睡眠-情緒智能監測實驗室的創始主任。他還是中國生理信號挑戰賽的創始主席(自2018年起),該賽事專注於挑戰心電圖(ECG)信號處理問題。他是國際醫學與生物工程聯合會(IFMBE)期刊委員會的成員,並擔任《生理測量》和《醫學與生物工程期刊》的國際顧問委員會成員。他的研究主題包括可穿戴心電圖及生命體徵監測、醫療大數據的機器學習、心血管疾病的早期檢測和設備開發。他已發表超過180篇期刊/會議論文。

李建青博士於1986年、1990年和2000年分別在中國東南大學儀器科學與工程學院獲得自動化技術的學士和碩士學位,以及測量技術與儀器的博士學位。目前,他是南京醫科大學的副校長,南京醫科大學生物醫學工程與信息學院的教授,以及東南大學儀器科學與工程學院的教授。他是南京醫科大學臨床醫學工程重點實驗室的創始主任,並擔任東南大學江蘇省遠程測量與控制重點實驗室的副主任,負責醫療產業的跨界創新合作、醫療設備開發和臨床應用的研究。他的研究主題包括可穿戴醫療傳感器和信號處理、康復機器人技術以及機器人遠程存在技術。他已獲得超過20個研究項目的資助,並擁有超過20項專利。