TY - GEN
T1 - A hybrid intelligent algorithm for solving the bilevel programming models
AU - Yaakob, Shamshul Bahar
AU - Watada, Junzo
PY - 2010
Y1 - 2010
N2 - In this paper, genetic algorithm (GA) and neural network (NN) are integrated to produce a hybrid intelligent algorithm for solving the bilevel programming models. GA is used to select a set of potential combination from the entire generated combination. Then a meta-controlled Boltzmann machine which is formulated by comprising a Hopfield network and a Boltzmann machine (BM) is used to effectively and efficiently determine the optimal solution. The proposed method is used to solve the examples of bilevel programming for two- level investment in a new facility. The upper layer will decide the optimal company investment. The lower layer is used to decide the optimal department investment. Typical application examples are provided to illustrate the effectiveness and practicability of the hybrid intelligent algorithm.
AB - In this paper, genetic algorithm (GA) and neural network (NN) are integrated to produce a hybrid intelligent algorithm for solving the bilevel programming models. GA is used to select a set of potential combination from the entire generated combination. Then a meta-controlled Boltzmann machine which is formulated by comprising a Hopfield network and a Boltzmann machine (BM) is used to effectively and efficiently determine the optimal solution. The proposed method is used to solve the examples of bilevel programming for two- level investment in a new facility. The upper layer will decide the optimal company investment. The lower layer is used to decide the optimal department investment. Typical application examples are provided to illustrate the effectiveness and practicability of the hybrid intelligent algorithm.
KW - bilevel programming model
KW - Boltzmann machine
KW - Hopfield network
KW - meta-controlled Boltzmann machine
KW - neural network
UR - http://www.scopus.com/inward/record.url?scp=78449240764&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78449240764&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-15390-7_50
DO - 10.1007/978-3-642-15390-7_50
M3 - Conference contribution
AN - SCOPUS:78449240764
SN - 3642153895
SN - 9783642153891
VL - 6277 LNAI
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 485
EP - 494
BT - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
T2 - 14th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2010
Y2 - 8 September 2010 through 10 September 2010
ER -