IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v103y2013icp368-374.html
   My bibliography  Save this article

Swarm intelligence and gravitational search algorithm for multi-objective optimization of synthesis gas production

Author

Listed:
  • Ganesan, T.
  • Elamvazuthi, I.
  • Ku Shaari, Ku Zilati
  • Vasant, P.

Abstract

In the chemical industry, the production of methanol, ammonia, hydrogen and higher hydrocarbons require synthesis gas (or syn gas). The main three syn gas production methods are carbon dioxide reforming (CRM), steam reforming (SRM) and partial-oxidation of methane (POM). In this work, multi-objective (MO) optimization of the combined CRM and POM was carried out. The empirical model and the MO problem formulation for this combined process were obtained from previous works. The central objectives considered in this problem are methane conversion, carbon monoxide selectivity and the hydrogen to carbon monoxide ratio. The MO nature of the problem was tackled using the Normal Boundary Intersection (NBI) method. Two techniques (Gravitational Search Algorithm (GSA) and Particle Swarm Optimization (PSO)) were then applied in conjunction with the NBI method. The performance of the two algorithms and the quality of the solutions were gauged by using two performance metrics. Comparative studies and results analysis were then carried out on the optimization results.

Suggested Citation

  • Ganesan, T. & Elamvazuthi, I. & Ku Shaari, Ku Zilati & Vasant, P., 2013. "Swarm intelligence and gravitational search algorithm for multi-objective optimization of synthesis gas production," Applied Energy, Elsevier, vol. 103(C), pages 368-374.
    • Handle: RePEc:eee:appene:v:103:y:2013:i:c:p:368-374
    DOI: 10.1016/j.apenergy.2012.09.059
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261912007003
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2012.09.059?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Naqvi, Muhammad & Yan, Jinyue & Dahlquist, Erik, 2012. "Synthetic gas production from dry black liquor gasification process using direct causticization with CO2 capture," Applied Energy, Elsevier, vol. 97(C), pages 49-55.
    2. Li, Hongqiang & Hong, Hui & Jin, Hongguang & Cai, Ruixian, 2010. "Analysis of a feasible polygeneration system for power and methanol production taking natural gas and biomass as materials," Applied Energy, Elsevier, vol. 87(9), pages 2846-2853, September.
    3. Li, Xiao-Sen & Yang, Bo & Zhang, Yu & Li, Gang & Duan, Li-Ping & Wang, Yi & Chen, Zhao-Yang & Huang, Ning-Sheng & Wu, Hui-Jie, 2012. "Experimental investigation into gas production from methane hydrate in sediment by depressurization in a novel pilot-scale hydrate simulator," Applied Energy, Elsevier, vol. 93(C), pages 722-732.
    4. Naqvi, Muhammad & Yan, Jinyue & Dahlquist, Erik, 2012. "Bio-refinery system in a pulp mill for methanol production with comparison of pressurized black liquor gasification and dry gasification using direct causticization," Applied Energy, Elsevier, vol. 90(1), pages 24-31.
    5. Pandian M. Vasant & Timothy Ganesan & Irraivan Elamvazuthi, 2012. "Hybrid Tabu Search Hopfield Recurrent ANN Fuzzy Technique to the Production Planning Problems: A Case Study of Crude Oil in Refinery Industry," International Journal of Manufacturing, Materials, and Mechanical Engineering (IJMMME), IGI Global, vol. 2(1), pages 47-65, January.
    6. Arab Aboosadi, Z. & Jahanmiri, A.H. & Rahimpour, M.R., 2011. "Optimization of tri-reformer reactor to produce synthesis gas for methanol production using differential evolution (DE) method," Applied Energy, Elsevier, vol. 88(8), pages 2691-2701, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Piechocki, Janusz & Ambroziak, Dominik & Palkowski, Aleksander & Redlarski, Grzegorz, 2014. "Use of Modified Cuckoo Search algorithm in the design process of integrated power systems for modern and energy self-sufficient farms," Applied Energy, Elsevier, vol. 114(C), pages 901-908.
    2. Zhang, Qiang & Ogren, Ryan M. & Kong, Song-Charng, 2016. "A comparative study of biodiesel engine performance optimization using enhanced hybrid PSO–GA and basic GA," Applied Energy, Elsevier, vol. 165(C), pages 676-684.
    3. Ji, Bin & Yuan, Xiaohui & Chen, Zhihuan & Tian, Hao, 2014. "Improved gravitational search algorithm for unit commitment considering uncertainty of wind power," Energy, Elsevier, vol. 67(C), pages 52-62.
    4. Zhou, Yuzhou & Zhai, Qiaozhu & Yuan, Wei & Wu, Jiang, 2021. "Capacity expansion planning for wind power and energy storage considering hourly robust transmission constrained unit commitment," Applied Energy, Elsevier, vol. 302(C).
    5. Beigvand, Soheil Derafshi & Abdi, Hamdi & La Scala, Massimo, 2017. "A general model for energy hub economic dispatch," Applied Energy, Elsevier, vol. 190(C), pages 1090-1111.
    6. Khush Bakht & Syed Abdul Rahman Kashif & Muhammad Salman Fakhar & Irfan Ahmad Khan & Ghulam Abbas, 2023. "Accelerated Particle Swarm Optimization Algorithms Coupled with Analysis of Variance for Intelligent Charging of Plug-in Hybrid Electric Vehicles," Energies, MDPI, vol. 16(7), pages 1-23, April.
    7. Cui, Yunfei & Geng, Zhiqiang & Zhu, Qunxiong & Han, Yongming, 2017. "Review: Multi-objective optimization methods and application in energy saving," Energy, Elsevier, vol. 125(C), pages 681-704.
    8. Mohammad Fauzi, Ahmad Hafiidz & Amin, Nor Aishah Saidina & Mat, Ramli, 2014. "Esterification of oleic acid to biodiesel using magnetic ionic liquid: Multi-objective optimization and kinetic study," Applied Energy, Elsevier, vol. 114(C), pages 809-818.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lee, Uisung & Balu, Elango & Chung, J.N., 2013. "An experimental evaluation of an integrated biomass gasification and power generation system for distributed power applications," Applied Energy, Elsevier, vol. 101(C), pages 699-708.
    2. Mesfun, Sennai & Toffolo, Andrea, 2013. "Optimization of process integration in a Kraft pulp and paper mill – Evaporation train and CHP system," Applied Energy, Elsevier, vol. 107(C), pages 98-110.
    3. Chaiwatanodom, Paphonwit & Vivanpatarakij, Supawat & Assabumrungrat, Suttichai, 2014. "Thermodynamic analysis of biomass gasification with CO2 recycle for synthesis gas production," Applied Energy, Elsevier, vol. 114(C), pages 10-17.
    4. Haro, Pedro & Aracil, Cristina & Vidal-Barrero, Fernando & Ollero, Pedro, 2015. "Rewarding of extra-avoided GHG emissions in thermochemical biorefineries incorporating Bio-CCS," Applied Energy, Elsevier, vol. 157(C), pages 255-266.
    5. Cao, Changqing & Guo, Liejin & Jin, Hui & Cao, Wen & Jia, Yi & Yao, Xiangdong, 2017. "System analysis of pulping process coupled with supercritical water gasification of black liquor for combined hydrogen, heat and power production," Energy, Elsevier, vol. 132(C), pages 238-247.
    6. Zhang, Yuming & Yao, Meiqin & Gao, Shiqiu & Sun, Guogang & Xu, Guangwen, 2015. "Reactivity and kinetics for steam gasification of petroleum coke blended with black liquor in a micro fluidized bed," Applied Energy, Elsevier, vol. 160(C), pages 820-828.
    7. Andersson, Jim & Lundgren, Joakim, 2014. "Techno-economic analysis of ammonia production via integrated biomass gasification," Applied Energy, Elsevier, vol. 130(C), pages 484-490.
    8. Shahbaz, Muhammad & Al-Ansari, Tareq & Inayat, Muddasser & Sulaiman, Shaharin A. & Parthasarathy, Prakash & McKay, Gordon, 2020. "A critical review on the influence of process parameters in catalytic co-gasification: Current performance and challenges for a future prospectus," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    9. Naqvi, Muhammad & Yan, Jinyue & Dahlquist, Erik, 2013. "System analysis of dry black liquor gasification based synthetic gas production comparing oxygen and air blown gasification systems," Applied Energy, Elsevier, vol. 112(C), pages 1275-1282.
    10. Darmawan, Arif & Ajiwibowo, Muhammad W. & Yoshikawa, Kunio & Aziz, Muhammad & Tokimatsu, Koji, 2018. "Energy-efficient recovery of black liquor through gasification and syngas chemical looping," Applied Energy, Elsevier, vol. 219(C), pages 290-298.
    11. Xu, Z.R. & Zhu, W. & Li, M. & Zhang, H.W. & Gong, M., 2013. "Quantitative analysis of polycyclic aromatic hydrocarbons in solid residues from supercritical water gasification of wet sewage sludge," Applied Energy, Elsevier, vol. 102(C), pages 476-483.
    12. Naqvi, M. & Dahlquist, E. & Yan, J. & Naqvi, S.R. & Nizami, A.S. & Salman, C.A. & Danish, M. & Farooq, U. & Rehan, M. & Khan, Z. & Qureshi, A.S., 2018. "Polygeneration system integrated with small non-wood pulp mills for substitute natural gas production," Applied Energy, Elsevier, vol. 224(C), pages 636-646.
    13. Nong, Guangzai & Huang, Lijie & Mo, Haitao & Wang, Shuangfei, 2013. "Investigate the variability of gas compositions and thermal efficiency of bagasse black liquor gasification," Energy, Elsevier, vol. 49(C), pages 178-181.
    14. Suopajärvi, Hannu & Umeki, Kentaro & Mousa, Elsayed & Hedayati, Ali & Romar, Henrik & Kemppainen, Antti & Wang, Chuan & Phounglamcheik, Aekjuthon & Tuomikoski, Sari & Norberg, Nicklas & Andefors, Alf , 2018. "Use of biomass in integrated steelmaking – Status quo, future needs and comparison to other low-CO2 steel production technologies," Applied Energy, Elsevier, vol. 213(C), pages 384-407.
    15. Wang, Yi & Feng, Jing-Chun & Li, Xiao-Sen & Zhang, Yu, 2018. "Influence of well pattern on gas recovery from methane hydrate reservoir by large scale experimental investigation," Energy, Elsevier, vol. 152(C), pages 34-45.
    16. Obara, Shin'ya & Kikuchi, Yoshinobu & Ishikawa, Kyosuke & Kawai, Masahito & Yoshiaki, Kashiwaya, 2015. "Development of a compound energy system for cold region houses using small-scale natural gas cogeneration and a gas hydrate battery," Energy, Elsevier, vol. 85(C), pages 280-295.
    17. Guan, Dawei & Qu, Aoxing & Gao, Peng & Fan, Qi & Li, Qingping & Zhang, Lunxiang & Zhao, Jiafei & Song, Yongchen & Yang, Lei, 2023. "Improved temperature distribution upon varying gas producing channel in gas hydrate reservoir: Insights from the Joule-Thomson effect," Applied Energy, Elsevier, vol. 348(C).
    18. Darmawan, Arif & Hardi, Flabianus & Yoshikawa, Kunio & Aziz, Muhammad & Tokimatsu, Koji, 2017. "Enhanced process integration of black liquor evaporation, gasification, and combined cycle," Applied Energy, Elsevier, vol. 204(C), pages 1035-1042.
    19. Wang, Yi & Li, Xiao-Sen & Li, Gang & Zhang, Yu & Li, Bo & Chen, Zhao-Yang, 2013. "Experimental investigation into methane hydrate production during three-dimensional thermal stimulation with five-spot well system," Applied Energy, Elsevier, vol. 110(C), pages 90-97.
    20. Yin, Zhenyuan & Huang, Li & Linga, Praveen, 2019. "Effect of wellbore design on the production behaviour of methane hydrate-bearing sediments induced by depressurization," Applied Energy, Elsevier, vol. 254(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:103:y:2013:i:c:p:368-374. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.