Research Information System
in: Driving Innovation and Productivity Through Sustainable Automation, Ardavan Amini,Stephen Bushell,Arshad Mahmood, Editor, IGI Global, Pennsylvania, pp.76-99, 2021
This chapter presents the recent methodological developments in demand management
and demand forecasting subjects of the operations management. The background
section provides detailed information on the domain of production management,
operational analytics, and demand forecasting while providing introductory
information on time series forecasting and related machine learning methodologies.
The novel contribution of the chapter is the exploration developed in the solutions and
recommendations section while examining the effect of stationarity in the time series
forecasting methodologies of machine learning with improved benchmark results.