Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research - Springer Theses (Hardback)
  • Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research - Springer Theses (Hardback)
zoom

Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research - Springer Theses (Hardback)

(author)
£109.99
Hardback 143 Pages / Published: 05/03/2018
  • We can order this

Usually dispatched within 3 weeks

  • This item has been added to your basket

This thesis develops a systematic, data-based dynamic modeling framework for industrial processes in keeping with the slowness principle. Using said framework as a point of departure, it then proposes novel strategies for dealing with control monitoring and quality prediction problems in industrial production contexts.

The thesis reveals the slowly varying nature of industrial production processes under feedback control, and integrates it with process data analytics to offer powerful prior knowledge that gives rise to statistical methods tailored to industrial data. It addresses several issues of immediate interest in industrial practice, including process monitoring, control performance assessment and diagnosis, monitoring system design, and product quality prediction. In particular, it proposes a holistic and pragmatic design framework for industrial monitoring systems, which delivers effective elimination of false alarms, as well as intelligent self-running by fully utilizing the information underlying the data. One of the strengths of this thesis is its integration of insights from statistics, machine learning, control theory and engineering to provide a new scheme for industrial process modeling in the era of big data.

Publisher: Springer Verlag, Singapore
ISBN: 9789811066764
Number of pages: 143
Weight: 415 g
Dimensions: 235 x 155 mm
Edition: 1st ed. 2018

You may also be interested in...

The Basics of FMEA
Added to basket
Reliability-Centered Maintenance
Added to basket
Normal Accidents
Added to basket
£30.00
Paperback
Micro-Cutting
Added to basket
£103.00
Hardback

Reviews

Please sign in to write a review

Your review has been submitted successfully.