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Maximizing energy efficiency in wastewater treatment plants: A data-driven approach for waste heat recovery and an economic analysis using Organic Rankine Cycle and thermal energy storage

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  • Al-Dahidi, Sameer
  • Alrbai, Mohammad
  • Al-Ghussain, Loiy
  • Alahmer, Ali

Abstract

Maximizing energy efficiency through waste heat recovery (WHR) processes is crucial for sustainable and eco-friendly operations across multiple industries, notably in wastewater treatment plants (WWTPs). This work proposes a comprehensive approach for assessing the WHR feasibility in WWTPs, structured in two main objectives. Firstly, an Artificial Neural Network (ANN) model is developed to accurately predict WHR based on operational data, including biogas temperature, biogas pressure, daily production in kWh, and WHR values in kWhth. The second objective focuses on economically evaluating the WHR feasibility based on the estimated WHR values obtained by the ANN model, and then realistically assessing the economic feasibility of integrating the Organic Rankine Cycle (ORC) and Seasonal Thermal Energy Storage (STES) systems. With an application to the As-Samra WWTP located in Jordan, the developed ANN model demonstrates promising results in the validation phase, with a root mean square error (RMSE) of 2206 kWh/day, a mean absolute error (MAE) of 1674 kWh/day, and an R-squared (R2) value of 68%. On the other hand, the economic analysis reveals that an optimal ORC system of 412.14 kWe capacity yields a Net Present Value (NPV) of 2.09 million US dollars, a Levelized Cost of Energy (LCOE) of 0.0749 USD/kWh, a Payback Period (PBP) of 4.8 years, and annual revenues of 428 kUSD. This work also investigates the techno-economic feasibility of integrating ORC-STES. Results indicate that the LCOE and PBP are highly affected by the ORC's capital cost, and integrating STES increases the LCOE to 0.0824 USD/kWh, rendering its integration with ORC infeasible. This study aims to advance the understanding and application of WHR in WWTPs, paving the way for more efficient and sustainable practices in the field.

Suggested Citation

  • Al-Dahidi, Sameer & Alrbai, Mohammad & Al-Ghussain, Loiy & Alahmer, Ali, 2024. "Maximizing energy efficiency in wastewater treatment plants: A data-driven approach for waste heat recovery and an economic analysis using Organic Rankine Cycle and thermal energy storage," Applied Energy, Elsevier, vol. 362(C).
    • Handle: RePEc:eee:appene:v:362:y:2024:i:c:s030626192400391x
    DOI: 10.1016/j.apenergy.2024.123008
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    1. Georg Neugebauer & Florian Kretschmer & René Kollmann & Michael Narodoslawsky & Thomas Ertl & Gernot Stoeglehner, 2015. "Mapping Thermal Energy Resource Potentials from Wastewater Treatment Plants," Sustainability, MDPI, vol. 7(10), pages 1-23, September.
    2. Baccioli, Andrea & Ferrari, Lorenzo & Vizza, Francesco & Desideri, Umberto, 2019. "Potential energy recovery by integrating an ORC in a biogas plant," Applied Energy, Elsevier, vol. 256(C).
    3. Yang, Junwen & Chen, Bin, 2021. "Energy efficiency evaluation of wastewater treatment plants (WWTPs) based on data envelopment analysis," Applied Energy, Elsevier, vol. 289(C).
    4. Huang, Runyao & Shen, Ziheng & Wang, Hongtao & Xu, Jin & Ai, Zisheng & Zheng, Hongyuan & Liu, Runxi, 2021. "Evaluating the energy efficiency of wastewater treatment plants in the Yangtze River Delta: Perspectives on regional discrepancies," Applied Energy, Elsevier, vol. 297(C).
    5. Jorge Alejandro Silva, 2023. "Wastewater Treatment and Reuse for Sustainable Water Resources Management: A Systematic Literature Review," Sustainability, MDPI, vol. 15(14), pages 1-31, July.
    6. Elio, Joseph & Milcarek, Ryan J., 2022. "Techno-economic analysis and case study of combined heat and power systems in a wastewater treatment plant," Energy, Elsevier, vol. 260(C).
    7. Yang, Tianrun & Liu, Wen & Kramer, Gert Jan & Sun, Qie, 2021. "Seasonal thermal energy storage: A techno-economic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 139(C).
    8. Li, ChangZheng & Umair, Muhammad, 2023. "Does green finance development goals affects renewable energy in China," Renewable Energy, Elsevier, vol. 203(C), pages 898-905.
    9. Kirchem, Dana & Lynch, Muireann Á. & Bertsch, Valentin & Casey, Eoin, 2020. "Modelling demand response with process models and energy systems models: Potential applications for wastewater treatment within the energy-water nexus," Applied Energy, Elsevier, vol. 260(C).
    10. Anna Stoppato & Alberto Benato, 2020. "Life Cycle Assessment of a Commercially Available Organic Rankine Cycle Unit Coupled with a Biomass Boiler," Energies, MDPI, vol. 13(7), pages 1-17, April.
    11. Sunhee Kim & Taehong Sung & Kyung Chun Kim, 2017. "Thermodynamic Performance Analysis of a Biogas-Fuelled Micro-Gas Turbine with a Bottoming Organic Rankine Cycle for Sewage Sludge and Food Waste Treatment Plants," Energies, MDPI, vol. 10(3), pages 1-22, February.
    12. Zaborowska, Ewa & Czerwionka, Krzysztof & Mąkinia, Jacek, 2021. "Integrated plant-wide modelling for evaluation of the energy balance and greenhouse gas footprint in large wastewater treatment plants," Applied Energy, Elsevier, vol. 282(PA).
    13. Ali, Syed Muhammad Hassan & Lenzen, Manfred & Sack, Fabian & Yousefzadeh, Moslem, 2020. "Electricity generation and demand flexibility in wastewater treatment plants: Benefits for 100% renewable electricity grids," Applied Energy, Elsevier, vol. 268(C).
    14. Miró, Laia & Gasia, Jaume & Cabeza, Luisa F., 2016. "Thermal energy storage (TES) for industrial waste heat (IWH) recovery: A review," Applied Energy, Elsevier, vol. 179(C), pages 284-301.
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