Artificial Intelligence for Air Quality Monitoring and Prediction
暫譯: 空氣品質監測與預測的人工智慧
Awasthi, Amit, Charan Pattnayak, Kanhu, Dhiman, Gaurav
商品描述
This book is a comprehensive overview of advancements in artificial intelligence (AI) and how it can be applied in air quality management. It explains the linkage between conventional approaches used in air quality monitoring with AI techniques such as data collection, preprocessing, deep learning, machine vision, ensemble methods, and more.
商品描述(中文翻譯)
本書全面概述了人工智慧(AI)的進展及其在空氣品質管理中的應用。它解釋了傳統空氣品質監測方法與AI技術之間的聯繫,包括數據收集、預處理、深度學習、機器視覺、集成方法等。
作者簡介
Amit Awasthi is Associate Professor at the University of Petroleum and Energy Studies, Dehradun, India. He completed his PhD at Thapar University, Patiala, in 2011, and has over 18 years of professional experience in the areas of research and development, teaching, and allied functions with reputed educational institutions and universities, offering research experience in atmosphere and environmental sciences including air monitoring, exposure studies, extreme events, water quality, climate change. He has the merit of receiving International Fellowship from National Science Council-Taiwan as Postdoc Fellow. He has published 4 textbooks and more than 60 research papers in reputed journals of atmospheric/environment sciences/climate change with an h-index 17 and citation 1300 and impact factor 200. He has received several research grants from national and international organizations in the areas of aerosol and water quality measurements. He has edited several books with reputed publishers such as Taylor & Francis, Elsevier, Springer.
Kanhu Charan Pattnayak is Senior Climate Impact Scientist at the National Environmental Agency, Singapore, with over 17 years of experience in climate impact research and climate modeling. He has a Ph.D. in Climate Science from the Indian Institute of Technology Delhi and has held research positions at the University of Leeds, the National Environment Agency of Singapore, and the NCMRWF. He has published over 25 research papers in top-tier journals and has served as a reviewer for the Sixth Assessment Report of the United Nations Intergovernmental Panel on Climate Change.
Gaurav Dhiman is Assistant Professor in the School of Sciences and Emerging Technologies at Jagat Guru Nanak Dev Punjab State Open University, Patiala, India. He holds a Ph.D. in Computer Engineering from Thapar Institute of Engineering & Technology, Patiala. He is recognized as one of the world's top researchers in Stanford University's list of the world's top 2% of scientists, prepared by Elsevier. He is a Senior Member at IEEE; Research Faculty at Lebanese American University, Lebanon; and Research Scientist at Universidad Internacional Iberoamericana, Mexico. He has authored over 300 peer-reviewed research papers and 10 books. He is currently serving as a guest editor for more than 40 special issues in various peer-reviewed journals. He is an Editor-in-Chief of the International Journal of Modern Research (IJMORE), and Co-Editor-in-Chief of the International Journal of Electronics and Communications Systems (IJECS) and International Journal of Ubiquitous Technology and Management (IJUTM). He is an Associate Editor of IEEE Transactions on Industrial Informatics, IET Software (Wiley), Expert Systems (Wiley), IEEE Systems, Man, and Cybernetics Magazine, Spatial Information Research (Springer), and more.
Pushp Raj Tiwari is a climate scientist and Fellow of UK's Higher Education Academy (FHEA), and specializes in climate change, big data, and earth system modelling. A former RCUK-ECR Fellow, he now leads a research group on Climate Change Modelling and Applications. His work focuses on aerosol-cloud-climate interaction and reducing the associated uncertainties related to them in climate models.
作者簡介(中文翻譯)
Amit Awasthi是印度德拉敦石油與能源研究大學的副教授。他於2011年在塔帕爾大學(Thapar University, Patiala)完成博士學位,擁有超過18年的專業經驗,涵蓋研究與開發、教學及相關職能,曾在多所知名教育機構和大學工作,提供有關大氣與環境科學的研究經驗,包括空氣監測、暴露研究、極端事件、水質、氣候變遷等。他曾獲得台灣國家科學委員會的國際獎學金,擔任博士後研究員。他已出版4本教科書及60多篇在大氣/環境科學/氣候變遷領域的知名期刊上發表的研究論文,擁有h-index 17,引用次數1300,影響因子200。他獲得多個來自國內外組織的研究經費,專注於氣溶膠和水質測量。他還編輯了多本由知名出版社如Taylor & Francis、Elsevier、Springer出版的書籍。
Kanhu Charan Pattnayak是新加坡國家環境局的高級氣候影響科學家,擁有超過17年的氣候影響研究和氣候建模經驗。他擁有印度德里科技大學的氣候科學博士學位,曾在利茲大學、新加坡國家環境局及NCMRWF擔任研究職位。他在頂尖期刊上發表了超過25篇研究論文,並擔任聯合國政府間氣候變化專門委員會第六次評估報告的審稿人。
Gaurav Dhiman是印度塔帕爾州立開放大學(Jagat Guru Nanak Dev Punjab State Open University, Patiala)科學與新興技術學院的助理教授。他擁有塔帕爾工程技術學院的計算機工程博士學位。他被認為是全球頂尖研究人員之一,曾入選史丹佛大學的全球前2%科學家名單,該名單由Elsevier編制。他是IEEE的高級會員;黎巴嫩美國大學的研究教員;以及墨西哥國際伊比利亞大學的研究科學家。他已發表超過300篇經過同行評審的研究論文和10本書籍。目前,他擔任超過40本各類同行評審期刊的特刊客座編輯。他是International Journal of Modern Research (IJMORE)的主編,以及International Journal of Electronics and Communications Systems (IJECS)和International Journal of Ubiquitous Technology and Management (IJUTM)的共同主編。他還是IEEE Transactions on Industrial Informatics、IET Software (Wiley)、Expert Systems (Wiley)、IEEE Systems, Man, and Cybernetics Magazine、Spatial Information Research (Springer)等期刊的副編輯。
Pushp Raj Tiwari是一位氣候科學家及英國高等教育學院的院士(FHEA),專注於氣候變遷、大數據和地球系統建模。作為前RCUK-ECR院士,他目前領導一個氣候變遷建模與應用的研究小組。他的研究重點在於氣溶膠-雲-氣候互動及減少氣候模型中與之相關的不確定性。