Top

Neural Computing and Applications

Published in:

27-03-2017 | Original Article

A novel chaotic differential evolution hybridized with quadratic programming for short-term hydrothermal coordination

Authors: F. A. Chaudhry, M. Amin, M. Iqbal, R. D. Khan, J. A. Khan

Published in: Neural Computing and Applications | Issue 11/2018

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

In this paper, a viable global optimizer based on chaotic differential evolution is hybridized with sequential quadratic programming, an efficient local search technique to exploit short-term hydrothermal coordination (STHTC) involved for power generation and its efficient management. A multi-objective optimization framework is established for minimizing the total cost of thermal generators with valve point loading effects satisfying power balance constraint as well as generator operating and hydrodischarge limits, respectively. The proposed model is implemented on various systems comprising hydrogenerating units as well as different thermal units. The results are compared with state-of-the-art heuristic techniques recently employed on STHTC problems, while the reliability, stability and effectiveness of the proposed framework are validated through the comprehensive analysis of Monte Carlo simulations.

previous article Uniaxial compressive strength prediction through a new technique based on gene expression programming

next article An effective cuckoo search algorithm for large-scale combined heat and power economic dispatch problem

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Wood AJ, Wollenberg BF (2012) Power generation, operation, and control. Wiley, New Jersey

Redondo NJ, Conejo A (1999) Short-term hydro-thermal coordination by Lagrangian relaxation: solution of the dual problem. IEEE Trans Power Syst 14:89–95CrossRef

Gorenstin B, Campodonico N, Costa J, Pereira M (1991) Stochastic optimization of a hydro-thermal system including network constraints. In: Power industry computer application conference, 1991. Conference Proceedings, pp 127–133

Chen P-H, Chang H-C (1996) Genetic aided scheduling of hydraulically coupled plants in hydro-thermal coordination. IEEE Trans Power Syst 11:975–981CrossRef

El-hawary ME, Christensen GS (1972) Functional optimization of common-flow hydro-thermal systems. IEEE Trans Power Appar Syst 91(5):1833–1839CrossRef

Thompson RP (1976) Weather sensitive electric demand and energy analysis on a large geographically diverse power system: application to short term hourly electric demand forecasting. IEEE Trans Power Appar Syst 95:385–393CrossRef

Happ H (1977) Optimal power dispatch: a comprehensive survey. IEEE Trans Power Appar Syst 96:841–854CrossRef

Uturbey W, Costa AS (2007) Dynamic optimal power flow approach to account for consumer response in short term hydrothermal coordination studies. IET Gener Transm Distrib 1:414–421CrossRef

Lakshminarasimman L, Subramanian S (2007) Hydrothermal coordination using modified mixed integer hybrid differential evolution. Int J Energy Technol Policy 5:422–439CrossRef

10.

Dashti H, Conejo AJ, Jiang R, Wang J (2016) Weekly two-stage robust generation scheduling for hydrothermal power systems. IEEE Trans Power Syst 31(6):4554–4564CrossRef

11.

Ferreira L, Andersson T, Imparato C, Miller T, Pang C, Svoboda A et al (1989) Short-term resource scheduling in multi-area hydrothermal power systems. Int J Electr Power Energy Syst 11:200–212CrossRef

12.

Brannlund H, Bubenko J, Sjelvgren D, Andersson N (1986) Optimal short term operation planning of a large hydrothermal power system based on a nonlinear network flow concept. IEEE Trans Power Syst 1:75–81CrossRef

13.

Tang J, Luh PB (1995) Hydrothermal scheduling via extended differential dynamic programming and mixed coordination. IEEE Trans Power Syst 10:2021–2028CrossRef

14.

Luo G-X, Habibollahzadeh H, Semlyen A (1989) Short-term hydro-thermal dispatch detailed model and solutions. IEEE Trans Power Syst 4:1452–1462CrossRef

15.

Bansal R (2005) Optimization methods for electric power systems: an overview. Int J Emerg Electr Power Syst 2(1):1–23

16.

Yamin HY (2004) Review on methods of generation scheduling in electric power systems. Electr Power Syst Res 69:227–248CrossRef

17.

Singhal PK, Sharma RN (2011) Dynamic programming approach for solving power generating unit commitment problem. In: Computer and communication technology (ICCCT), 2011 2nd international conference on 2011, pp 298–303

18.

Zoumas CE, Bakirtzis AG, Theocharis JB, Petridis V (2004) A genetic algorithm solution approach to the hydrothermal coordination problem. IEEE Trans Power Syst 19:1356–1364CrossRef

19.

Ventosa M, Rivier M, Ramos A, García-Alcalde A (2000) An MCP approach for hydrothermal coordination in deregulated power markets. In: Power Engineering Society Summer Meeting, 2000. IEEE, pp 2272–2277

20.

Farhat I, El-Hawary M (2009) Optimization methods applied for solving the short-term hydrothermal coordination problem. Electr Power Syst Res 79:1308–1320CrossRef

21.

Farhat I, El-Hawary M (2009) Short-term hydro-thermal scheduling using an improved bacterial foraging algorithm. In: Electrical Power and Energy Conference (EPEC), 2009 IEEE, pp 1–5

22.

Castro J, González JA (2004) A nonlinear optimization package for long-term hydrothermal coordination. Eur J Oper Res 154:641–658CrossRef

23.

Chen P-H (2008) Pumped-storage scheduling using evolutionary particle swarm optimization. IEEE Trans Energy Convers 23:294–301CrossRef

24.

Hinojosa V, Leyton C (2012) Short-term hydrothermal generation scheduling solved with a mixed-binary evolutionary particle swarm optimizer. Electr Power Syst Res 92:162–170CrossRef

25.

Yuan X, Cao B, Yang B, Yuan Y (2008) Hydrothermal scheduling using chaotic hybrid differential evolution. Energy Convers Manag 49:3627–3633CrossRef

26.

Simopoulos DN, Kavatza SD, Vournas CD (2007) An enhanced peak shaving method for short term hydrothermal scheduling. Energy Convers Manag 48:3018–3024CrossRef

27.

Kumar S, Naresh R (2007) Efficient real coded genetic algorithm to solve the non-convex hydrothermal scheduling problem. Int J Electr Power Energy Syst 29:738–747CrossRef

28.

Basu M (2014) Improved differential evolution for short-term hydrothermal scheduling. Int J Electr Power Energy Syst 58:91–100CrossRef

29.

Gnanadass R, Venkatesh P, Padhy NP (2004) Evolutionary programming based optimal power flow for units with non-smooth fuel cost functions. Electr Power Compon Syst 33:349–361CrossRef

30.

Kuo C-C (2008) A novel coding scheme for practical economic dispatch by modified particle swarm approach. IEEE Trans Power Syst 23:1825–1835CrossRef

31.

Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11:341–359MathSciNetCrossRef

32.

Perez-Guerrero RE, Cedeno-Maldonado JR (2005) Economic power dispatch with non-smooth cost functions using differential evolution. In: Proceedings of the 37th annual North American power symposium, 2005, pp 183–190

33.

Ilonen J, Kamarainen J-K, Lampinen J (2003) Differential evolution training algorithm for feed-forward neural networks. Neural Process Lett 17:93–105CrossRef

34.

Krink T, Filipic B, Fogel GB (2004) Noisy optimization problems-a particular challenge for differential evolution?. In: Evolutionary computation, 2004. CEC2004. Congress on, 2004, pp 332–339

35.

Kumar A (2011) Power economic dispatch with valve-point loading effects and multiple fuels using chaotic based differential evolution. Thapar University, Patiala

36.

Yadav J, Patidar N, Singhai J, Panda S, Ardil C (2009) A combined conventional and differential evolution method for model order reduction. Measurement 183:15885

Title: A novel chaotic differential evolution hybridized with quadratic programming for short-term hydrothermal coordination
Authors: F. A. Chaudhry
M. Amin
M. Iqbal
R. D. Khan
J. A. Khan
Publication date: 27-03-2017
Publisher: Springer London
Published in: Neural Computing and Applications / Issue 11/2018
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI: https://doi.org/10.1007/s00521-017-2940-9

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Springer Professional "Technik"

Springer Professional "Wirtschaft+Technik"

Other articles of this Issue 11/2018

A novel group decision model based on mean–variance–skewness concepts and interval-valued fuzzy sets for a selection problem of the sustainable warehouse location under uncertainty

Improved Meta-ELM with error feedback incremental ELM as hidden nodes

Further results on dissipativity analysis for Markovian jump neural networks with randomly occurring uncertainties and leakage delays

A multi-criteria decision-making method based on single-valued trapezoidal neutrosophic preference relations with complete weight information

A recurrent neural network with finite-time convergence for convex quadratic bilevel programming problems

Exact and numerical solutions for unsteady heat and mass transfer problem of Jeffrey fluid with MHD and Newtonian heating effects

Premium Partner