Machine learning in chemical safety and health fundamentals with applications / edited by Qingsheng Wang, Department of Chemical Engineering, Texas A&M University, College Station, TX, USA, Changjie Cai, Department of Occupational and Environmental Health, Hudson College of Public Health, University of Oklahoma, Oklahoma City, OK, USA.
| Other author | Wang, Qingsheng. |
| Other author | Cai, Changjie. |
| Format | Electronic |
| Edition | First edition. |
| Publication Info | Hoboken, NJ, USA : Wiley, 2023. |
| Description | 1 online resource |
| Supplemental Content | Full text available from Ebook Central - Academic Complete |
| Supplemental Content | Full text available from eBooks on EBSCOhost |
| Supplemental Content | Full text available from Knovel, Academic, Safety & Industrial Hygiene |
| Subjects |
| Abstract | "This is the first book to review the current status of machine learning implementation in chemical health and safety research, and to provide guidance for implementing machine learning techniques and algorithms into chemical health and safety research. The book begins with an overview of the introduction to the fundamentals of machine learning, including regression, classification and cross-validation, and an overview of software and tools. This is followed by detailed reviews of various applications in the areas of chemical safety and chemical health, including chemical property prediction, consequence analysis, safety and asset integrity assessment, fault detection and diagnostics, chemical leak source tracking, chemical toxicity prediction, environmental exposure assessment, air quality prediction, and radiation exposure analysis. The book concludes with a perspective on the future development of this field"-- Provided by publisher. |
| Bibliography note | Includes bibliographical references and index. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Source of description | Description based on print version record and CIP data provided by publisher; resource not viewed. |
| Issued in other form | Print version: Machine learning in chemical safety and health First edition. Hoboken, NJ, USA : Wiley, 2023 9781119817482 |
| Genre/form | Electronic books. |
| LCCN | 2022043907 |
| ISBN | 9781119817505 (epub) |
| ISBN | 9781119817499 (adobe pdf) |
| ISBN | (cloth) |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | ✔ Available |