TY - GEN
T1 - Neural network approach for the real time control of a FMS
AU - Hao, Gang
AU - Shang, Jan S.
AU - Vargas, Luis G.
PY - 1994
Y1 - 1994
N2 - In this paper, we proposed a three phased model of the FMS control. The first phase is to identify the feasibility of job moves under given system status. The simple Sigma-Pi type of NN model has been adopted in Phase I for feasibility recognition. The second phase applies the Hopfield-Tank model to determine the most appropriate job moves from a feasible job set derived from Phase I. This problem is considered to be very difficult not only because of its NP-complete feature, but also because of the need for quick response under real-time environment. An Hopfield-Tank network with a linear energy function is proposed for Phase II. Phase III devotes to routing decisions for MHS. A heuristic algorithm based on Kohonen's Self-Organizing feature maps is proposed.
AB - In this paper, we proposed a three phased model of the FMS control. The first phase is to identify the feasibility of job moves under given system status. The simple Sigma-Pi type of NN model has been adopted in Phase I for feasibility recognition. The second phase applies the Hopfield-Tank model to determine the most appropriate job moves from a feasible job set derived from Phase I. This problem is considered to be very difficult not only because of its NP-complete feature, but also because of the need for quick response under real-time environment. An Hopfield-Tank network with a linear energy function is proposed for Phase II. Phase III devotes to routing decisions for MHS. A heuristic algorithm based on Kohonen's Self-Organizing feature maps is proposed.
UR - http://www.scopus.com/inward/record.url?scp=0028015050&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-0028015050&origin=recordpage
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 818650702
VL - 3
SP - 641
EP - 648
BT - Proceedings of the Hawaii International Conference on System Sciences
PB - IEEE
T2 - Proceedings of the 27th Hawaii International Conference on System Sciences (HICSS-27). Part 4 (of 5)
Y2 - 4 January 1994 through 7 January 1994
ER -