RT Book
T1 Predictive safety analytics: reducing risk through modeling and machine learning
T2 Reliability, maintenance, and safety engineering: a practical field view on getting work done effectively
A1 Stevens, Robert
LA English
PP Boca Raton London New York
PB CRC Press, Taylor & Francis Group
YR 2024
ED First edition
UL https://krimdok.uni-tuebingen.de/Record/1859378269
AB "Nearly all our safety data collection and reporting systems are backward-looking: incident reports; dashboards; compliance monitoring systems, and so on. This book shows how we can use safety data in a forward-looking, predictive sense. Predictive Safety Analytics: Reducing Risk through Modeling and Machine Learning contains real use cases where organizations have reduced incidents by employing predictive analytics to foresee and mitigate future risks. It discusses how Predictive Safety Analytics is an opportunity to break through the plateau problem where safety rate improvements have stagnated in many organizations. The book presents how the use of data, coupled with advanced analytical techniques, including machine learning, has become a proven and successful innovation. Emphasis is placed on how the book can "meet you where you are" by illuminating a path to get there, starting with simple data the organization likely already has. A highlight of the book is the real examples and case studies that will assist in generating thoughts and ideas for what might work for individual readers and how they can adapt the information to their particular situations. The book is written for professionals and researchers in system reliability, risk and safety assessment, quality control, operational managers in selected industries, data scientists, and ML engineers. Students taking courses in these areas will also find this book of interest"--
CN T55.3.S72
SN 9781032427546
SN 9781032424385
K1 Industrial safety- : Simulation methods
K1 Industrial safety : Statistical methods
K1 Predictive analytics
K1 Environmental science, engineering & technology
K1 Artificial Intelligence
K1 Automatic control engineering
K1 COM094000
K1 Calculus & mathematical analysis
K1 Engineering: general
K1 Ergonomics
K1 Ergonomie
K1 Ingenieurswesen, Maschinenbau allgemein
K1 Künstliche Intelligenz
K1 Management: Produktion und Qualitätskontrolle
K1 Maschinenbau
K1 Mathematical modelling
K1 Mathematische Analysis, allgemein
K1 Mathematische Modellierung
K1 Mechanical engineering
K1 Production & quality control management
K1 Regelungstechnik
K1 Risikobewertung
K1 Risk Assessment
K1 Systemanalyse und -design