Multi-Objective Hydro-Thermal Scheduling Problem Using Two Novel Optimization Techniques

This article describes an efficient and reliable strategy for the scheduling of nonlinear multi-objective hydrothermal power systems using the grey wolf optimization (GWO) technique. Moreover, the theory of oppositional-based learning (OBL) is integrated with original GWO for further enhancing its convergence rate and solution accuracy. The constraints related to hydro and thermal plants and environmental aspects are also considered in this paper. To show its efficiency and effectiveness, the proposed GWO and OGWO algorithms are authenticated for the test system consisting of a multi-chain cascade of 4 hydro and 3 thermal units whose valve-point loading effects are also taken into account. Furthermore, statistical outcomes of the conventional heuristic approaches available in the literature are compared with the proposed GWO and OGWO approaches, and these methods give moderately better operational fuel cost and emission in less computational time.

[1]  R. Coppinger,et al.  Wolf-pack (Canis lupus) hunting strategies emerge from simple rules in computational simulations , 2011, Behavioural Processes.

[2]  Hong-Tzer Yang,et al.  Scheduling short-term hydrothermal generation using evolutionary programming techniques , 1996 .

[3]  Andrew Lewis,et al.  Grey Wolf Optimizer , 2014, Adv. Eng. Softw..

[4]  Sakti Prasad Ghoshal,et al.  Combined economic and emission dispatch problems using biogeography-based optimization , 2010 .

[5]  Yang Jin-Shyr,et al.  Short term hydrothermal coordination using multi-pass dynamic programming , 1989 .

[6]  Niladri Chakraborty,et al.  Daily combined economic emission scheduling of hydrothermal systems with cascaded reservoirs using self organizing hierarchical particle swarm optimization technique , 2012, Expert Syst. Appl..

[7]  Suman Bhullar,et al.  Hybrid ABC-BAT for Solving Short-Term Hydrothermal Scheduling Problems , 2019 .

[8]  Hugh Rudnick,et al.  Short-term hydrothermal generation scheduling model using a genetic algorithm , 2003 .

[9]  Provas Kumar Roy,et al.  Optimal short-term hydro-thermal scheduling using quasi-oppositional teaching learning based optimization , 2013, Eng. Appl. Artif. Intell..

[10]  S. Al-Agtash,et al.  Hydrothermal Scheduling by Augmented Lagrangian: Consideration of Transmission Constraints and Pumped-Storage Units , 2001, IEEE Power Engineering Review.

[11]  A. Turgeon Optimal short-term hydro scheduling from the principle of progressive optimality , 1981 .

[12]  Ying Cai,et al.  Taguchi method for solving the economic dispatch problem with nonsmooth cost functions , 2005 .

[13]  L. Lakshminarasimman,et al.  Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution , 2006 .

[14]  Rituraj Singh Patwal,et al.  Multi-objective generation scheduling of integrated energy system using fuzzy based surrogate worth trade-off approach , 2020, Renewable Energy.

[15]  M. R. Mohan,et al.  Optimal short-term hydrothermal scheduling using decomposition approach and linear programming method , 1992 .

[16]  Y. W. Wong,et al.  Short-term hydrothermal scheduling part. I. Simulated annealing approach , 1994 .

[17]  Peter B. Luh,et al.  A bundle method for hydrothermal scheduling , 1999 .

[18]  Ying Wang,et al.  A hybrid multi-objective cultural algorithm for short-term environmental/economic hydrothermal scheduling , 2011 .

[19]  T. G. Werner,et al.  An evolution strategy for short-term operation planning of hydrothermal power systems , 1999 .

[20]  Juan M. Ramirez,et al.  The Short-Term Hydrothermal Coordination via Genetic Algorithms , 2006 .

[21]  Malabika Basu,et al.  An interactive fuzzy satisfying method based on evolutionary programming technique for multiobjective short-term hydrothermal scheduling , 2004 .

[22]  D. P. Kothari,et al.  Fuzzy decision-making in stochastic multiobjective short-term hydrothermal scheduling , 2002 .

[23]  M. A. Abido Environmental/economic power dispatch using multiobjective evolutionary algorithms , 2003 .

[24]  Xiaohui Yuan,et al.  Short-term hydro-thermal scheduling using particle swarm optimization method , 2007 .

[25]  Provas Kumar Roy,et al.  Teaching learning based optimization for short-term hydrothermal scheduling problem considering valve point effect and prohibited discharge constraint , 2013 .

[26]  Jin-Shyr Yang,et al.  Short Term Hydrothermal Coordination Using Multi-Pass Dynamic Programming , 1989, IEEE Power Engineering Review.

[27]  H. L. Happ,et al.  OPTIMAL POWER DISPATCH -A COMPREHENSIVE SURVEY , 1977 .

[28]  Songfeng Lu,et al.  Short-term combined economic emission hydrothermal scheduling using improved quantum-behaved particle swarm optimization , 2010, Expert Syst. Appl..

[29]  R. Chakrabarti,et al.  Short-term hydrothermal scheduling using clonal selection algorithm , 2011 .

[30]  L. Lakshminarasimman,et al.  A modified hybrid differential evolution for short-term scheduling of hydrothermal power systems with cascaded reservoirs , 2008 .

[31]  R. Chakrabarti,et al.  An improved PSO technique for short-term optimal hydrothermal scheduling , 2009 .

[32]  S. S. Thakur,et al.  Biogeography based optimization for multi-constraint optimal power flow with emission and non-smooth cost function , 2010, Expert Syst. Appl..

[33]  Songfeng Lu,et al.  An improved quantum-behaved particle swarm optimization method for short-term combined economic emission hydrothermal scheduling , 2010 .

[34]  Provas Kumar Roy,et al.  Quasi-oppositional gravitational search algorithm applied to short term hydrothermal scheduling problems , 2015 .

[35]  M. Pereira,et al.  Application of Decomposition Techniques to the Mid - and Short - Term Scheduling of Hydrothermal Systems , 1983, IEEE Transactions on Power Apparatus and Systems.

[36]  H.H. Happ,et al.  Optimal power dispatchߞA comprehensive survey , 1977, IEEE Transactions on Power Apparatus and Systems.

[37]  Songfeng Lu,et al.  Quadratic approximation based differential evolution with valuable trade off approach for bi-objective short-term hydrothermal scheduling , 2011, Expert Syst. Appl..

[38]  N. Chakraborty,et al.  Short-term combined economic emission scheduling of hydrothermal power systems with cascaded reservoirs using differential evolution , 2009 .