Ibrahimov, MaksudMohais, ArvindOzols, MarisSchellenberg, SvenMichalewicz, Zbigniew2013-11-192013-11-192013Studies in Computational Intelligence, 2013; 490:433-463978364238415897836423841651860-949Xhttp://hdl.handle.net/2440/81098Alternative citation: Evolutionary computation for dynamic optimization problems, 2013 / Shengxiang Yang, Xin Yao (eds.), Ch. 17 pp. 433-463This chapter gives detailed insights into a project for transitioning a wine manufacturing company from a mostly spreadsheet driven business with isolated silo-operated planning units into one that makes use of integrated and optimised decision making by use of modern heuristics. We present a piece of the puzzle - the modelling of business entities and their silo operations and optimizations, and pave the path for a further holistic integration to obtain company-wide globally optimised decisions. We argue that the use of “Computational Intelligence” methods is essential to cater for dynamic, time-variant and non-linear constraints and solve today’s real-world problems exemplified by the given wine supply chain.en© Springer-Verlag Berlin Heidelberg 2013Journal article002013194310.1007/978-3-642-38416-5-172-s2.0-84884217847