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Multi-faceted procurement with mixed integer linear programming for corporate 100 % renewable energy goal

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  • Hsu, Hsin-Wei
  • Fan, Zhi-Wei

Abstract

To achieve net-zero emissions, wind and solar power are projected to provide over half of global electricity by 2050. These sources, along with storage systems and Renewable Energy Certificates, are crucial for companies aiming for carbon neutrality. This study applies a mixed integer linear programming model to minimize procurement costs, considering regional cost differences and capacity factors. It focuses on the corporate sector, examining two cases based on different Renewable Energy 100 % Initiative accounting methods: the “Non-Circulation Case” and the “Circulation Case.” Each case includes “Aggressive” and “Normal” scenarios based on progress, outlining strategies, including capacity, electricity, storage, and cost. Key findings reveal that in the “Non-Circulation Case with Aggressive Scenario,” relying solely on a single energy source proves insufficient, necessitating investment in diverse sources such as secondary renewables (like wind), storage systems, and Renewable Energy Certificates. This strategy enhances system resilience but may pose financial challenges for smaller companies. In the “Non-Circulation Case with Normal Scenario,” companies can gradually invest in solar photovoltaics, supported by storage systems and Renewable Energy Certificates, to balance flexibility, efficiency, and affordability. The most significant contribution is demonstrated in the “Circulation Case with Aggressive Scenario,” where the model identifies a solar-dominated system emerges as the optimal strategy for achieving corporate 100 % renewable goals, driven by solar energy's superior cost-effectiveness and capacity factor in southern regions. In the “Circulation Case with Normal Scenario,” companies shift towards a solar-only energy system to leverage the high capacity factor in southern regions, ensuring a streamlined, scalable procurement strategy.

Suggested Citation

  • Hsu, Hsin-Wei & Fan, Zhi-Wei, 2025. "Multi-faceted procurement with mixed integer linear programming for corporate 100 % renewable energy goal," Energy, Elsevier, vol. 320(C).
  • Handle: RePEc:eee:energy:v:320:y:2025:i:c:s0360544225007868
    DOI: 10.1016/j.energy.2025.135144
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    1. Moura, Pedro S. & de Almeida, Aníbal T., 2010. "Multi-objective optimization of a mixed renewable system with demand-side management," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(5), pages 1461-1468, June.
    2. Prasad, Abhnil A. & Taylor, Robert A. & Kay, Merlinde, 2017. "Assessment of solar and wind resource synergy in Australia," Applied Energy, Elsevier, vol. 190(C), pages 354-367.
    3. Wang, Hsiao-Fan & Sung, Meng-Ping & Hsu, Hsin-Wei, 2016. "Complementarity and substitution of renewable energy in target year energy supply-mix plannin–in the case of Taiwan," Energy Policy, Elsevier, vol. 90(C), pages 172-182.
    4. Chung-Hao Chang & Shih-Fang Lo, 2022. "Impact Analysis of a National and Corporate Carbon Emission Reduction Target on Renewable Electricity Use: A Review," Energies, MDPI, vol. 15(5), pages 1-18, February.
    5. Bucciarelli, Martina & Paoletti, Simone & Vicino, Antonio, 2018. "Optimal sizing of energy storage systems under uncertain demand and generation," Applied Energy, Elsevier, vol. 225(C), pages 611-621.
    6. Hsu, Hsin-Wei & Yang, Chu-Chuan, 2024. "Assessing land resource planning for agrivoltaics development: Examining synergies approaches between government and farmers," Energy, Elsevier, vol. 298(C).
    7. Buoro, D. & Casisi, M. & De Nardi, A. & Pinamonti, P. & Reini, M., 2013. "Multicriteria optimization of a distributed energy supply system for an industrial area," Energy, Elsevier, vol. 58(C), pages 128-137.
    8. Schneider, Maximilian & Biel, K. & Pfaller, S. & Schaede, Hendrik & Rinderknecht, Stephan & Glock, C. H., 2016. "Using inventory models for sizing energy storage systems: An interdisciplinary approach," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 79484, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    9. Binyet, Emmanuel & Hsu, Hsin-Wei, 2024. "Decarbonization strategies and achieving net-zero by 2050 in Taiwan: A study of independent power grid region," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    10. Sveinbjörnsson, Dadi & Ben Amer-Allam, Sara & Hansen, Anders Bavnhøj & Algren, Loui & Pedersen, Allan Schrøder, 2017. "Energy supply modelling of a low-CO2 emitting energy system: Case study of a Danish municipality," Applied Energy, Elsevier, vol. 195(C), pages 922-941.
    11. Hoicka, Christina E. & Rowlands, Ian H., 2011. "Solar and wind resource complementarity: Advancing options for renewable electricity integration in Ontario, Canada," Renewable Energy, Elsevier, vol. 36(1), pages 97-107.
    12. de Jong, P. & Sánchez, A.S. & Esquerre, K. & Kalid, R.A. & Torres, E.A., 2013. "Solar and wind energy production in relation to the electricity load curve and hydroelectricity in the northeast region of Brazil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 23(C), pages 526-535.
    13. Alessio Trivella & Danial Mohseni-Taheri & Selvaprabu Nadarajah, 2023. "Meeting Corporate Renewable Power Targets," Management Science, INFORMS, vol. 69(1), pages 491-512, January.
    14. Zhang, Qi & Wang, Ge & Li, Yan & Li, Hailong & McLellan, Benjamin & Chen, Siyuan, 2018. "Substitution effect of renewable portfolio standards and renewable energy certificate trading for feed-in tariff," Applied Energy, Elsevier, vol. 227(C), pages 426-435.
    15. Zhang, Chao & Wei, Yi-Li & Cao, Peng-Fei & Lin, Meng-Chang, 2018. "Energy storage system: Current studies on batteries and power condition system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3091-3106.
    16. Kaenzig, Josef & Heinzle, Stefanie Lena & Wüstenhagen, Rolf, 2013. "Whatever the customer wants, the customer gets? Exploring the gap between consumer preferences and default electricity products in Germany," Energy Policy, Elsevier, vol. 53(C), pages 311-322.
    17. Florian Egli & Rui Zhang & Victor Hopo & Tobias Schmidt & Bjarne Steffen, 2023. "The contribution of corporate initiatives to global renewable electricity deployment," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    18. Peng, Qiao & Liu, Weilong & Zhang, Yong & Zeng, Shihong & Graham, Byron, 2023. "Generation planning for power companies with hybrid production technologies under multiple renewable energy policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
    19. O'Shaughnessy, Eric & Heeter, Jenny & Shah, Chandra & Koebrich, Sam, 2021. "Corporate acceleration of the renewable energy transition and implications for electric grids," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    20. Al-Dousari, Ali & Al-Nassar, Waleed & Al-Hemoud, Ali & Alsaleh, Abeer & Ramadan, Ashraf & Al-Dousari, Noor & Ahmed, Modi, 2019. "Solar and wind energy: Challenges and solutions in desert regions," Energy, Elsevier, vol. 176(C), pages 184-194.
    21. Jensen, Stine Grenaa & Skytte, Klaus, 2003. "Simultaneous attainment of energy goals by means of green certificates and emission permits," Energy Policy, Elsevier, vol. 31(1), pages 63-71, January.
    22. Li, Peixian & Ng, Jeremy & Lu, Yujie, 2022. "Accelerating the adoption of renewable energy certificate: Insights from a survey of corporate renewable procurement in Singapore," Renewable Energy, Elsevier, vol. 199(C), pages 1272-1282.
    23. Hou, Wenjuan & Zhang, Xueliang & Wu, Maowei & Yuxin Feng, & Yang, Linsheng, 2022. "Integrating stability and complementarity to assess the accommodable generation potential of multiscale solar and wind resources: A case study in a resource-based area in China," Energy, Elsevier, vol. 261(PB).
    24. Bogdanov, Dmitrii & Ram, Manish & Aghahosseini, Arman & Gulagi, Ashish & Oyewo, Ayobami Solomon & Child, Michael & Caldera, Upeksha & Sadovskaia, Kristina & Farfan, Javier & De Souza Noel Simas Barbos, 2021. "Low-cost renewable electricity as the key driver of the global energy transition towards sustainability," Energy, Elsevier, vol. 227(C).
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