Economic dispatch of generators with valve-point loading effect using immune evolutionary programming

S. H. Mohammad, Mohd Helmi Mansor, I. Musirin, M. N. Abdullah, Sharifah Azwa Shaaya, Nur Azzammudin Rahmat, Muhamad Safwan Abd. Rahman, N. S. Razali

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Economic dispatch is conducted by electric utilities in order to determine the best generation level at the most feasible operating cost. In order to guarantee satisfying energy delivery to the consumer, a precise calculation of generation level is required. In order to achieve accurate and practical solution, several considerations such as prohibited operating zones, valve-point loading effect and ramp-rate limit need to be taken into account. However, these considerations cause the optimization to become complex and difficult to solve. This research focuses on the valve-point effect that causes ripple in the fuel-cost curve. This paper also proposes a hybrid technique named as Immune Evolutionary Programming (IEP) in solving economic load dispatch problem with valve-point loading effect. Comparative studies involving IEP, EP and AIS are conducted on IEEE l4-Bus RTS for performance assessments. Results found in this research indicate that IEP is superior to Evolutionary Programming (EP) and Artificial Immune System (AIS) techniques in terms of calculating lower operating cost and total system loss.

Original languageEnglish
Title of host publicationGreen Design and Manufacture
Subtitle of host publicationAdvanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018
EditorsMuhammad Faheem Bin Mohd Tahir, Romisuhani Ahmad, Mohd Nasir Bin Mat Saad, Mohd Fathullah Bin Ghazli, Mohd Mustafa Al-Bakri Abdullah, Shayfull Zamree Bin Abd. Rahim, Liyana Binti Jamaludin
PublisherAmerican Institute of Physics Inc.
ISBN (Electronic)9780735417526
DOIs
Publication statusPublished - 09 Nov 2018
Event4th International Conference on Green Design and Manufacture 2018, IConGDM 2018 - Ho Chi Minh, Viet Nam
Duration: 29 Apr 201830 Apr 2018

Publication series

NameAIP Conference Proceedings
Volume2030
ISSN (Print)0094-243X
ISSN (Electronic)1551-7616

Other

Other4th International Conference on Green Design and Manufacture 2018, IConGDM 2018
CountryViet Nam
CityHo Chi Minh
Period29/04/1830/04/18

Fingerprint

programming
economics
generators
operating costs
immune systems
causes
ramps
ripples
delivery
costs
optimization
curves
energy

All Science Journal Classification (ASJC) codes

  • Ecology, Evolution, Behavior and Systematics
  • Ecology
  • Plant Science
  • Physics and Astronomy(all)
  • Nature and Landscape Conservation

Cite this

Mohammad, S. H., Mansor, M. H., Musirin, I., Abdullah, M. N., Shaaya, S. A., Rahmat, N. A., ... Razali, N. S. (2018). Economic dispatch of generators with valve-point loading effect using immune evolutionary programming. In M. F. B. M. Tahir, R. Ahmad, M. N. B. M. Saad, M. F. B. Ghazli, M. M. A-B. Abdullah, S. Z. B. A. Rahim, & L. B. Jamaludin (Eds.), Green Design and Manufacture: Advanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018 [020246] (AIP Conference Proceedings; Vol. 2030). American Institute of Physics Inc.. https://doi.org/10.1063/1.5066887
Mohammad, S. H. ; Mansor, Mohd Helmi ; Musirin, I. ; Abdullah, M. N. ; Shaaya, Sharifah Azwa ; Rahmat, Nur Azzammudin ; Abd. Rahman, Muhamad Safwan ; Razali, N. S. / Economic dispatch of generators with valve-point loading effect using immune evolutionary programming. Green Design and Manufacture: Advanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018. editor / Muhammad Faheem Bin Mohd Tahir ; Romisuhani Ahmad ; Mohd Nasir Bin Mat Saad ; Mohd Fathullah Bin Ghazli ; Mohd Mustafa Al-Bakri Abdullah ; Shayfull Zamree Bin Abd. Rahim ; Liyana Binti Jamaludin. American Institute of Physics Inc., 2018. (AIP Conference Proceedings).
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abstract = "Economic dispatch is conducted by electric utilities in order to determine the best generation level at the most feasible operating cost. In order to guarantee satisfying energy delivery to the consumer, a precise calculation of generation level is required. In order to achieve accurate and practical solution, several considerations such as prohibited operating zones, valve-point loading effect and ramp-rate limit need to be taken into account. However, these considerations cause the optimization to become complex and difficult to solve. This research focuses on the valve-point effect that causes ripple in the fuel-cost curve. This paper also proposes a hybrid technique named as Immune Evolutionary Programming (IEP) in solving economic load dispatch problem with valve-point loading effect. Comparative studies involving IEP, EP and AIS are conducted on IEEE l4-Bus RTS for performance assessments. Results found in this research indicate that IEP is superior to Evolutionary Programming (EP) and Artificial Immune System (AIS) techniques in terms of calculating lower operating cost and total system loss.",
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Mohammad, SH, Mansor, MH, Musirin, I, Abdullah, MN, Shaaya, SA, Rahmat, NA, Abd. Rahman, MS & Razali, NS 2018, Economic dispatch of generators with valve-point loading effect using immune evolutionary programming. in MFBM Tahir, R Ahmad, MNBM Saad, MFB Ghazli, MMA-B Abdullah, SZBA Rahim & LB Jamaludin (eds), Green Design and Manufacture: Advanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018., 020246, AIP Conference Proceedings, vol. 2030, American Institute of Physics Inc., 4th International Conference on Green Design and Manufacture 2018, IConGDM 2018, Ho Chi Minh, Viet Nam, 29/04/18. https://doi.org/10.1063/1.5066887

Economic dispatch of generators with valve-point loading effect using immune evolutionary programming. / Mohammad, S. H.; Mansor, Mohd Helmi; Musirin, I.; Abdullah, M. N.; Shaaya, Sharifah Azwa; Rahmat, Nur Azzammudin; Abd. Rahman, Muhamad Safwan; Razali, N. S.

Green Design and Manufacture: Advanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018. ed. / Muhammad Faheem Bin Mohd Tahir; Romisuhani Ahmad; Mohd Nasir Bin Mat Saad; Mohd Fathullah Bin Ghazli; Mohd Mustafa Al-Bakri Abdullah; Shayfull Zamree Bin Abd. Rahim; Liyana Binti Jamaludin. American Institute of Physics Inc., 2018. 020246 (AIP Conference Proceedings; Vol. 2030).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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T1 - Economic dispatch of generators with valve-point loading effect using immune evolutionary programming

AU - Mohammad, S. H.

AU - Mansor, Mohd Helmi

AU - Musirin, I.

AU - Abdullah, M. N.

AU - Shaaya, Sharifah Azwa

AU - Rahmat, Nur Azzammudin

AU - Abd. Rahman, Muhamad Safwan

AU - Razali, N. S.

PY - 2018/11/9

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N2 - Economic dispatch is conducted by electric utilities in order to determine the best generation level at the most feasible operating cost. In order to guarantee satisfying energy delivery to the consumer, a precise calculation of generation level is required. In order to achieve accurate and practical solution, several considerations such as prohibited operating zones, valve-point loading effect and ramp-rate limit need to be taken into account. However, these considerations cause the optimization to become complex and difficult to solve. This research focuses on the valve-point effect that causes ripple in the fuel-cost curve. This paper also proposes a hybrid technique named as Immune Evolutionary Programming (IEP) in solving economic load dispatch problem with valve-point loading effect. Comparative studies involving IEP, EP and AIS are conducted on IEEE l4-Bus RTS for performance assessments. Results found in this research indicate that IEP is superior to Evolutionary Programming (EP) and Artificial Immune System (AIS) techniques in terms of calculating lower operating cost and total system loss.

AB - Economic dispatch is conducted by electric utilities in order to determine the best generation level at the most feasible operating cost. In order to guarantee satisfying energy delivery to the consumer, a precise calculation of generation level is required. In order to achieve accurate and practical solution, several considerations such as prohibited operating zones, valve-point loading effect and ramp-rate limit need to be taken into account. However, these considerations cause the optimization to become complex and difficult to solve. This research focuses on the valve-point effect that causes ripple in the fuel-cost curve. This paper also proposes a hybrid technique named as Immune Evolutionary Programming (IEP) in solving economic load dispatch problem with valve-point loading effect. Comparative studies involving IEP, EP and AIS are conducted on IEEE l4-Bus RTS for performance assessments. Results found in this research indicate that IEP is superior to Evolutionary Programming (EP) and Artificial Immune System (AIS) techniques in terms of calculating lower operating cost and total system loss.

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M3 - Conference contribution

T3 - AIP Conference Proceedings

BT - Green Design and Manufacture

A2 - Tahir, Muhammad Faheem Bin Mohd

A2 - Ahmad, Romisuhani

A2 - Saad, Mohd Nasir Bin Mat

A2 - Ghazli, Mohd Fathullah Bin

A2 - Abdullah, Mohd Mustafa Al-Bakri

A2 - Rahim, Shayfull Zamree Bin Abd.

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PB - American Institute of Physics Inc.

ER -

Mohammad SH, Mansor MH, Musirin I, Abdullah MN, Shaaya SA, Rahmat NA et al. Economic dispatch of generators with valve-point loading effect using immune evolutionary programming. In Tahir MFBM, Ahmad R, Saad MNBM, Ghazli MFB, Abdullah MMA-B, Rahim SZBA, Jamaludin LB, editors, Green Design and Manufacture: Advanced and Emerging Applications: Proceeding of the 4th International Conference on Green Design and Manufacture 2018. American Institute of Physics Inc. 2018. 020246. (AIP Conference Proceedings). https://doi.org/10.1063/1.5066887