By Minrui Fei, Chen Peng, Zhou Su, Yang Song, Qinglong Han (eds.)
This ebook constitutes the second one a part of the refereed complaints of the overseas convention on existence process Modeling and Simulation, LSMS 2014, and of the foreign convention on clever Computing for Sustainable power and setting, ICSEE 2014, held in Shanghai, China, in September 2014. The 159 revised complete papers provided within the 3 volumes of CCIS 461-463 have been conscientiously reviewed and chosen from 572 submissions. The papers of this quantity are prepared in topical sections on complex neural community thought and algorithms; complicated evolutionary computing conception and algorithms, reminiscent of particle swarm optimization, differential evolution, ant colonies, man made existence, synthetic immune platforms and genetic set of rules; fuzzy, neural, and fuzzy-neuro hybrids; clever modeling, tracking, and keep an eye on of complicated nonlinear structures; clever modeling and simulation of weather switch; communique and keep watch over for dispensed networked systems.
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Extra info for Computational Intelligence, Networked Systems and Their Applications: International Conference of Life System Modeling and Simulation, LSMS 2014 and International Conference on Intelligent Computing for Sustainable Energy and Environment, ICSEE 2014, Shan
We could calculate the fitness of the particles by putting its position into a designated objective function. Denote the best knowledge represented by Ibest of the i-th particle as Pbest = (ii1 , ii 2 , , iiD ) , the best knowledge represented by Gbest of the colony as Gbest = ( g1 , g 2 , , g D ) and the best knowledge searched by the time of the k-th pre running of the colony as Gbes (k ) = ( g p1 , g p 2 ,, g pD ) respectively. If the particles pre (k ) , the algorithm is defined as Learning Only from learn from Pbest , Gbest and Gbes A Novel Learning Algorithm for Pallet Grouping Technology 39 Excellence (LOE), The algorithm could be performed according to the following equations.
Test 1: Suppose that ten kinds of materials are provided for production work, for which the needed material delivery is named as XQWLT, and the list of due date XQWLT =[2,4,6,8,10,12,14,16,18,20]; quantity of demand items is name as XQWLN, and the needed number of materials’ XQWLN, =[12,16,9,19,47,63,51, 52,87,32]; collected material procurement/finish dates are named as WLT and the due date of completing the materials collection WLT =[1,2,4,6,9,10,13,15,16,18]. 10 item weight and volume are named as WLW and WLV respectively, weight and volume of ten materials are listed as WLW =[57,64,8,21,46,17,97,32,72,99] and WLV =[11,4,30,13,35,21,36,28,15,25].
Yaman and Şen  studied the contents of a predetermined number of mixed pallets so as to minimize the total inventory holding and backlogging costs of its customers over a finite horizon. The problem was formulated as a mixed integer linear program, and valid inequalities were incorporated to strengthen the formulation. Further, techniques based in identified structures shown as G4  and L [17,18] were also reported. Some meta-heuristic methods were also reported, such as the Tabu Search Genetic Algorithms [19,20].