Method for a Parallel Solution of a Combined Economic Emission Dispatch Problem
The power system simulation software tools are traditionally designed for serial codes and optimized using single-processor computers. They are inadequate in terms of computational efficiency and execution time for the ever-increasing complexity of the power grid. Due to the above-mentioned sequenti...
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Published in: | Electric power components and systems Vol. 45; no. 4; pp. 393 - 409 |
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Abstract | The power system simulation software tools are traditionally designed for serial codes and optimized using single-processor computers. They are inadequate in terms of computational efficiency and execution time for the ever-increasing complexity of the power grid. Due to the above-mentioned sequential computing demerits, this paper used MATLAB data parallelism message passing interface software to execute the Lagrange's and Particle Swarm Optimization (PSO) algorithms in parallel with multiple processor units with different and large data sets for the solution of the Combined Economic Emission Dispatch (CEED) problem. The two important advantages of using parallel computing approach to solve the power system economic dispatch problem are 1) to increase the efficiency (solution quality) and 2) to reduce the execution time (speed-up) of the parallelization process for the CEED problem solution. The comparison between the Lagrange's and PSO data-parallel solution quality and execution time is presented for the CEED problem for Institute of Electrical and Electronic Engineers (IEEE) 30 bus and IEEE 118 bus systems. The paper contributes to the on-line real-time market analyses of the deregulated power system, which need improved solution quality and a fast computation process to solve the power system energy management (CEED) problems for proper discussion and decision making at the control center level. |
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AbstractList | The power system simulation software tools are traditionally designed for serial codes and optimized using single-processor computers. They are inadequate in terms of computational efficiency and execution time for the ever-increasing complexity of the power grid. Due to the above-mentioned sequential computing demerits, this paper used MATLAB data parallelism message passing interface software to execute the Lagrange's and Particle Swarm Optimization (PSO) algorithms in parallel with multiple processor units with different and large data sets for the solution of the Combined Economic Emission Dispatch (CEED) problem. The two important advantages of using parallel computing approach to solve the power system economic dispatch problem are 1) to increase the efficiency (solution quality) and 2) to reduce the execution time (speed-up) of the parallelization process for the CEED problem solution. The comparison between the Lagrange's and PSO data-parallel solution quality and execution time is presented for the CEED problem for Institute of Electrical and Electronic Engineers (IEEE) 30 bus and IEEE 118 bus systems. The paper contributes to the on-line real-time market analyses of the deregulated power system, which need improved solution quality and a fast computation process to solve the power system energy management (CEED) problems for proper discussion and decision making at the control center level. |
Author | Tzoneva, Raynitchka Krishnamurthy, Senthil Apostolov, Alexander |
Author_xml | – sequence: 1 givenname: Senthil surname: Krishnamurthy fullname: Krishnamurthy, Senthil email: ksenthilvpm@gmail.com organization: Department of Electrical, Electronic, and Computer Engineering, Center for Substation Automation and Energy Management Systems (CSAEMS), Cape Peninsula University of Technology – sequence: 2 givenname: Raynitchka surname: Tzoneva fullname: Tzoneva, Raynitchka organization: Department of Electrical, Electronic, and Computer Engineering, Center for Substation Automation and Energy Management Systems (CSAEMS), Cape Peninsula University of Technology – sequence: 3 givenname: Alexander surname: Apostolov fullname: Apostolov, Alexander organization: Department of Electrical, Electronic, and Computer Engineering, Center for Substation Automation and Energy Management Systems (CSAEMS), Cape Peninsula University of Technology |
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Cites_doi | 10.1109/TPWRS.2003.811008 10.1109/TPWRS.2014.2319315 10.7763/IJCEE.2012.V4.604 10.1080/15325000701473742 10.1016/j.ijepes.2015.09.003 10.1007/978-1-84882-409-6_1 10.1109/MHS.1995.494215 10.1080/15325000490195871 10.1109/TEVC.2005.857073 10.1049/iet-gtd.2008.0499 10.1016/j.epsr.2007.09.005 10.1109/TEVC.2007.913121 10.1080/073135600268496 10.1016/j.ijepes.2013.02.017 10.1109/TPWRS.2009.2030293 10.1007/s11721-007-0002-0 10.1016/j.ijepes.2015.05.048 10.1109/TPDS.2007.1115 |
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SubjectTerms | and parallel computing Buses (vehicles) computational intelligence Computer programs Computer simulation economic power dispatch Economics Electric power systems Electric utilities Electricity distribution electricity market Energy management energy management systems Lagrange's method Mathematical models Matlab optimization methods particle swarm optimization power system deregulation power system optimization Quality Software Swarm intelligence |
Title | Method for a Parallel Solution of a Combined Economic Emission Dispatch Problem |
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