Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic programming: a paradigm for genetically breeding populations of computer programs to solve problems
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
Ant system: optimization by a colony of cooperating agents
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Harmony search based algorithms for bandwidth-delay-constrained least-cost multicast routing
Computer Communications
Ecological optimization using harmony search
MATH'08 Proceedings of the American Conference on Applied Mathematics
Harmony K-means algorithm for document clustering
Data Mining and Knowledge Discovery
Music Composition Using Harmony Search Algorithm
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
The harmony search for the routing optimization in fourth party logistics with time windows
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
The effective application of a new approach to the generalized orienteering problem
Journal of Heuristics
The variants of the harmony search algorithm: an overview
Artificial Intelligence Review
Improved harmony search from ensemble of music players
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Information and Software Technology
Nurse rostering using modified harmony search algorithm
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
Computers & Mathematics with Applications
Optimizing the extreme learning machine using harmony search for hydrologic time series forecasting
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
A new method of mining data streams using harmony search
Journal of Intelligent Information Systems
Efficient stochastic algorithms for document clustering
Information Sciences: an International Journal
International Journal of Applied Metaheuristic Computing
International Journal of Applied Metaheuristic Computing
Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence
Survey A survey on applications of the harmony search algorithm
Engineering Applications of Artificial Intelligence
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In order to overcome the drawbacks of mathematical optimization techniques, soft computing algorithms have been vigorously introduced during the past decade. However, there are still some possibilities of devising new algorithms based on analogies with natural phenomena. A nature-inspired algorithm, mimicking the improvisation process of music players, has been recently developed and named Harmony Search (HS). The algorithm has been successfully applied to various engineering optimization problems. In this paper, the HS was applied to a TSP-like NP-hard Generalized Orienteering Problem (GOP) which is to find the utmost route under the total distance limit while satisfying multiple goals. Example area of the GOP is eastern part of China. The results of HS showed that the algorithm could find good solutions when compared to those of artificial neural network.