Title :
Evaluation of optimization solvers on programmable logic controller
Author :
Amit Purohit;Jyot Buch
Author_Institution :
Control and Optimization Group, ABB Corporate Research Centre, Bangalore 560048, India
Abstract :
Programmable logic controller (PLC) is a reliable platform for regulatory control in industrial environment. Capability of PLC as an automation solution platform is getting enhanced over the years. Advancements in PLC capability open up possibility of deploying advanced control and optimization solutions on PLC. Optimization solver is primary building block of the advanced automation solutions; feasibility of deploying open source optimization solvers on PLC is uncertain because of platform related constraints. This work evaluates feasibility of deploying open source optimization solvers on PLC and highlights deployment challenges for PLC platform. Optimization complexity is varied using widely used generalized test functions to assess limitations of PLC platform. A realistic case study of parallel compressor train load allocation optimization is presented to validate the analysis findings and discuss a practical application of optimization on PLC platform.
Keywords :
"Optimization","Automation","Hardware","Resource management","Memory management","Linear programming","Complexity theory"
Conference_Titel :
Control Applications (CCA), 2015 IEEE Conference on
DOI :
10.1109/CCA.2015.7320684