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Cost optimization of a composite floor system using an improved harmony search algorithm

JOURNAL OF CONSTRUCTIONAL STEEL REsearch 2010年第5期66卷 664-669页

作者： Kaveh, A. Abadi, A. Shakouri Mahmud Iran Univ Sci & Technol Ctr Excellence Fundamental Studies Struct Engn Tehran 16 Iran Bldg & Housing Res Ctr Tehran 14 Iran

In this study, cost optimization of a composite floor system is performed utilizing the harmony search algorithm and an improved harmony search algorithm. These algorithms imitate the musical performance process that takes place when a musician searches for a better state of harmony, similar to the optimum design process which looks for the optimum solution. A composite floor system is designed by the LRFD-AISC method, using a unit consisting of a reinforced concrete slab and steel beams. The objective function is considered as the cost of the structure, which is minimized subjected to serviceability and strength requirements. Examples of composite floor systems are presented to illustrate the performance of the presented algorithms. (C) 2010 Elsevier Ltd. All rights reserved.

关键词： Structural optimization Composite structures harmony search algorithm Load and resistance factor design

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Automatic generation control of interconnected power system for robust decentralized random load disturbances using a novel quasi-oppositional harmony search algorithm

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INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS 2015年 73卷 991-1001页

作者： Shiva, Chandan Kumar Mukherjee, V. Indian Sch Mines Dept Elect Engn Dhanbad 826004 Jharkhand India

An effort is made in this paper to discuss the real-time problem of interconnected power system for resistance to random and rapid changes of small step load perturbation (SLP) in connection with automatic generation control (AGC). Rapid changes of loads, for a continuous period of time, always create problems in the benefits of optimum AGC performance. In view of this, a continuous nature of load profile is designed for its implementation in real-time application of AGC. In such case, the point of concern is to closely examine the frequency deviation and the behavior of tie-line power flow profiles within the control areas. To overcome these consequences, a novel quasi-oppositional harmony search (QOHS) algorithm based proportional integral derivative (PID) controller is proposed along with filtering technique. The test system under consideration is a three-area power system with two generating units (non-identical capacity) in each area having an appropriate generation rate constraint (GRC). Importance of considering the physical constraint (like GRC) is demonstrated by examining the closed loop performance of the studied power system model. The performance of the proposed QOHS algorithm is verified by comparing the obtained dynamic responses to those offered by the imperialist competitive algorithm for the same test system. In the final phase of investigation, the total load changes of all the three control areas are also considered for the purpose of analyzing the saturation and non-linearity effects of turbine. It may be apprehended from the simulation results that the proposed QOHS based PID controller is more efficient to minimize the effect of continuous SLP. The proposed QOHS algorithm shows the feasibility of the approach and is able to regain its steady-state operation for such load perturbation profiles. (C) 2015 Elsevier Ltd. All rights reserved.

关键词： Automatic generation control Random load perturbation First order low pass filter Generation rate constraint harmony search algorithm Imperialist competitive algorithm

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A unified methodology for single- and multiobjective in-core fuel management optimisation based on augmented Chebyshev scalarisation and a harmony search algorithm

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ANNALS OF NUCLEAR ENERGY 2016年第Part2期87卷 659-670页

作者： Schluenz, E. B. Bokov, P. M. Prinsloo, R. H. van Vuuren, J. H. South African Nucl Energy Corp SOC Ltd Radiat & Reactor Theory ZA-0001 Pretoria South Africa Univ Stellenbosch Dept Logist ZA-7602 Matieland South Africa Univ Stellenbosch Dept Ind Engn ZA-7602 Matieland South Africa

The in-core fuel management optimisation (ICFMO) problem is the problem of finding an optimal fuel reload configuration for a nuclear reactor core. ICFMO may involve the pursuit of a single or multiple objectives, while satisfying several constraints. Very little multiobjective ICFMO research involving the fundamental notion of Pareto optimality has, however, been performed. In this paper, a unified methodology is proposed for the modelling and solution of single- and multiobjective ICFMO problems, be they constrained or unconstrained. With this methodology, ICFMO problems incorporating a variety of objectives and/or constraints may be modelled and solved rapidly, thus providing a cycle-to-cycle optimisation decision support capability for nuclear reactors. An augmented Chebyshev scalarising objective function is incorporated in the methodology for modelling any number of objectives, while an additive penalty function handles potential constraints. Furthermore, an adapted harmony search algorithm is used to solve a given ICFMO problem. The algorithm is able to yield a single solution or a nondominated set of solutions as result (depending on the number of objectives in a problem). The applicability of the methodology is demonstrated by solving (approximately) a variety of ICFMO test problems for the SAFARI-I nuclear research reactor. The results indicate that the methodology may be used as an effective decision support tool for reactor operators tasked with designing reload configurations from cycle to cycle. (C) 2015 Elsevier Ltd. All rights reserved.

关键词： In-core fuel management optimisation Multiobjective optimisation harmony search algorithm Augmented Chebyshev function Nuclear reactor

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Optimization of cluster heads through harmony search algorithm in wireless sensor networks

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JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2020年第6期39卷 8587-8597页

作者： Agrawal, Deepika Pandey, Sudhakar Gupta, Punit Goyal, Mayank Kumar Natl Inst Technol Raipur Dept Informat Technol Great Eastern Rd Raipur 492010 Madhya Pradesh India Manipal Univ Jaipur Dept Comp & Commun Engn Jaipur Rajasthan India Sharda Univ Dept Comp Sci & Engn Greater Noida Uttar Pradesh India

Wireless Sensor Networks is a complex network with millions of small-scale sensor nodes, working together to detect certain physical phenomena. Sensor nodes are operated by battery therefore the major concern is energy efficiency. Clustering is an effective technique to decrease the energy depletion in the network. However, choosing the optimum Cluster Heads is an NP-Hard problem. This paper proposes an unequal clustering technique that selects probationary Cluster Heads through fuzzy logic and the optimization of this probationary Cluster Heads is done through harmony search algorithm (HSA). The proposed algorithm exhibits the dynamic capability of fuzzy logic and high search efficiency of HSA that extends the network lifespan. The findings are simulated against traditional clustering protocols and compared. The findings obtained show that the protocol proposed is performing superior in terms of network lifespan prolongation and other metrics.

关键词： Optimal cluster heads optimization harmony search algorithm wireless sensor networks unequal clustering

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Proposed Strategy for the Application of the Modified harmony search algorithm to Code-Based Selection and Scaling of Ground Motions

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JOURNAL OF COMPUTING IN CIVIL ENGINEERING 2014年第6期28卷 04014019-04014019页

作者： Ye, Kun Chen, Zhijun Zhu, Hongping Huazhong Univ Sci & Technol Sch Civil Engn & Mech Wuhan 430074 Peoples R China

The Chinese code for seismic design of buildings (GB50011-2010) allows the use of sets of ground motions in the seismic design and analysis process. However, the prescriptions for record selection are somewhat vague compared with those specified in the other contemporary seismic codes. Through a detailed comparison between Eurocode-8 and GB50011-2010, some record selection criteria for GB50011-2010 are recommended. On the basis of those proposed criteria, selecting and scaling of recorded ground motions is mathematically formulated as an engineering-constrained optimization problem that minimizes the difference between the design response spectrum and the mean response spectrum of selected and scaled ground motions within a period range of interest. For such a constrained optimization problem, the harmony search (HS) algorithm, which conceptualizes using the musical process of searching for a perfect state of harmony, is modified in this study by incorporating the constraint-handling technique on the basis of the fitness priority-based ranking method. Using magnitude, distance, and site conditions, a total of 704 records are selected from the PEER strong ground motion database to form a search space of ground motions. The modified HS algorithm is then applied to the predefined search space to obtain the ground motions sets compatible with the target design spectrum defined in GB 50011-2010. The numerical results demonstrate that the modified HS-based solution is an efficient method for generating input ground motion sets consistent with the code-based design response spectrum.

关键词： Selection of records Scaling of records Spectral match Priority-based ranking harmony search algorithm

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A hybrid dynamic harmony search algorithm for identical parallel machines scheduling

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ENGINEERING OPTIMIZATION 2012年第2期44卷 209-224页

作者： Chen, Jing Pan, Quan-Ke Wang, Ling Li, Jun-Qing Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China Liaocheng Univ Coll Comp Sci Liaocheng Peoples R China Tsinghua Univ Dept Automat TNList Beijing 100084 Peoples R China

In this article, a dynamic harmony search (DHS) algorithm is proposed for the identical parallel machines scheduling problem with the objective to minimize makespan. First, an encoding scheme based on a list scheduling rule is developed to convert the continuous harmony vectors to discrete job assignments. Second, the whole harmony memory (HM) is divided into multiple small-sized sub-HMs, and each sub-HM performs evolution independently and exchanges information with others periodically by using a regrouping schedule. Third, a novel improvisation process is applied to generate a new harmony by making use of the information of harmony vectors in each sub-HM. Moreover, a local search strategy is presented and incorporated into the DHS algorithm to find promising solutions. Simulation results show that the hybrid DHS (DHS_LS) is very competitive in comparison to its competitors in terms of mean performance and average computational time.

关键词： parallel machines scheduling makespan harmony search algorithm variable neighbourhood search local search

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Optimal sizing and distribution system reconfiguration of hybrid FC/WT/PV system using cluster computing based on harmony search algorithm

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CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS 2019年第3-Sup期22卷 S6849-S6854页

作者： Brinda, M. Deva Suresh, A. Rashmi, M. R. Anna Univ Chennai Tamil Nadu India SA Engn Coll Dept Elect & Elect Engn Chennai Tamil Nadu India Amrita Univ Dept Elect & Elect Engn Bengaluru India

Reconfigurable hybrid energy systems are vividly becoming very popular. Many algorithms were developed to optimize the best configuration of the distributed system in order to maximize the voltage stability index (VSI), minimize the power loss, minimize the cost of energy generated by distributed generating sources (DGS) and minimize the total emission produced by DGS and the grid. This paper Presented application of harmony search algorithm to for optimal sizing and distribution system reconfiguration of hybrid fuel cell (FC), wind turbine (WT) and photovoltaic (PV) system for maximizing VSI, minimizing the cost, power loss and emission and also proposal a cluster computing based novel method to identify the bus to which the renewable energy sources can be connected for optimal utilization.

关键词： Voltage stability index Hybrid energy system Distributed generating sources harmony search algorithm Fuel cost

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Adaptive Power System Stabilizer Design Using Optimal Support Vector Machines Based on harmony search algorithm

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ELECTRIC POWER COMPONENTS AND SYSTEMS 2014年第5期42卷 439-452页

作者： Pahasa, Jonglak Ngamroo, Issarachai Univ Phayao Dept Elect Engn Sch Engn Mueng 56000 Phayao Thailand King Mongkuts Inst Technol Ladkrabang Fac Engn Sch Elect Engn Bangkok Thailand

Abstract-This article presents the application of support vector machines to adaptive power system stabilizer design in a multi-machine power system based on the harmony search algorithm. Data from a multi-machine power system are the input features of the support vector machines. Support vector machine parameters and power system features are simultaneously optimized by harmony search based on the k-fold cross-validation technique. The proposed algorithm is trained by the optimal support vector machine parameters and optimal power system features. Power system stabilizer parameters produced by the proposed algorithm can be adapted by various operating conditions when the power system operates either inside or outside the training ranges. Simulation studies in the IEEJ Western Japan ten-machine power system demonstrate that the proposed algorithm is far superior to conventional power system stabilizers with fixed parameters and those designed by a robust coupled vibration model under various operating conditions and severe disturbances.

关键词： power system stabilizer feature selection support vector machines harmony search algorithm

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Tournament-based harmony search algorithm for non-convex economic load dispatch problem

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APPLIED SOFT COMPUTING 2016年第0期47卷 449-459页

作者： Al-Betar, Mohammed Azmi Awadallah, Mohammed A. Khader, Ahamad Tajudin Bolaji, Asaju La'aro Al Balqa Appl Univ Al Huson Univ Coll Dept Informat Technol POB 50 Irbid Jordan Al Aqsa Univ Dept Comp Sci POB 4051 Gaza Israel Univ Sains Malaysia Sch Comp Sci George Town Malaysia Fed Univ Wukari Fac Pure & Appl Sci Dept Comp Sci PMB 1029 Wukari Taraba State Nigeria

This paper proposes a tournament-based harmony search (THS) algorithm for economic load dispatch (ELD) problem. The THS is an efficient modified version of the harmony search (HS) algorithm where the random selection process in the memory consideration operator is replaced by the tournament selection process to activate the natural selection of the survival-of-the-fittest principle and thus improve the convergence properties of HS. The performance THS is evaluated with ELD problem using five different test systems: 3-units generator system;two versions of 13-units generator system;40-units generator system;and large-scaled 80-units generator system. The effect of tournament size (t) on the performance of THS is studied. A comparative evaluation between THS and other existing methods reported in the literature are carried out. The simulation results show that the THS algorithm is capable of achieving better quality solutions than many of the well-popular optimization methods. (C) 2016 Elsevier B.V. All rights reserved.

关键词： Economic load dispatch harmony search algorithm Tournament selection Power systems Global optimization

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Fatigue life prediction of asphalt concrete pavement using a harmony search algorithm

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KSCE JOURNAL OF CIVIL ENGINEERING 2010年第5期14卷 725-730页

作者： Suh, Youngchan Mun, Sungho Yeo, Insoo Korea Expressway Corp Expressway & Transportat Res Inst Hwaseong 445812 South Korea Hanyang Univ Rd & Airport Res Lab Ansan 426791 South Korea Korea Rd & Transportat Assoc Seoul 135849 South Korea

This paper proposes an efficient harmony search (HS) algorithm for determining the material parameters of a fatigue cracking model based on Accelerated Pavement Testing (APT). APT is preferred over typical laboratory experiments and testing because APT can simulate field pavement performance. The main advantage of the HS heuristic algorithm is its ability to find the best global solution of a nonlinear complex function based on a stochastic random search instead of a gradient search that requires derivative information. Finally, this paper develops a fatigue cracking model according to the hypothesis of cumulative damage for the asphalt concrete layer and compares APT to existing models. In comparison with existing models, the APT model is found to have the capability of simulating the field performance because it considers the wandering effect, resulting in longer fatigue cracking life than those life computed by the models from existing lab experiments.

关键词： Fatigue cracking model harmony search algorithm Accelerated pavement testing Asphalt Concrete

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