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Role of bioenergy, biorefinery and bioeconomy in sustainable development: Strategic pathways for Malaysia

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  • Sadhukhan, Jhuma
  • Martinez-Hernandez, Elias
  • Murphy, Richard J.
  • Ng, Denny K.S.
  • Hassim, Mimi H.
  • Siew Ng, Kok
  • Yoke Kin, Wan
  • Jaye, Ida Fahani Md
  • Leung Pah Hang, Melissa Y.
  • Andiappan, Viknesh

Abstract

Malaysia has a plethora of biomass that can be utilized in a sustainable manner to produce bio-products for circular green economy. At the 15th Conference of Parties in Copenhagen, Malaysia stated to voluntarily reduce its emissions intensity of gross domestic product by upto 40% by 2020 from 2005 level. Natural resources e.g. forestry and agricultural resources will attribute in achieving these goals. This paper investigates optimum bio-based systems, such as bioenergy and biorefinery, and their prospects in sustainable development in Malaysia, while analyzing comparable cases globally. Palm oil industry will continue to play a major role in deriving products and contributing to gross national income in Malaysia. Based on the current processing capacity, one tonne of crude palm oil (CPO) production is associated with nine tonnes of biomass generation. Local businesses tend to focus on products with low-risk that enjoy subsidies, e.g. Feed-in-Tariff, such as bioenergy, biogas, etc. CPO biomass is utilized to produce biogas, pellets, dried long fibre and bio-fertilizer and recycle water. It is envisaged that co-production of bio-based products, food and pharmaceutical ingredients, fine, specialty and platform chemicals, polymers, alongside biofuel and bioenergy from biomass is possible to achieve overall sustainability by the replacement of fossil resources. Inception of process integration gives prominent innovative biorefinery configurations, an example demonstrated recently, via extraction of recyclable, metal, high value chemical (levulinic acid), fuel, electricity and bio-fertilizer from municipal solid waste or urban waste. Levulinic acid yield by only 5wt% of waste feedstock gives 1.5 fold increase in profitability and eliminates the need for subsidies such as gate fees paid by local authority to waste processor. Unsustainable practices include consumable food wastage, end-of-pipe cleaning and linear economy that must be replaced by sustainable production and consumption, source segregation and process integration, and product longevity and circular economy.

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  • Sadhukhan, Jhuma & Martinez-Hernandez, Elias & Murphy, Richard J. & Ng, Denny K.S. & Hassim, Mimi H. & Siew Ng, Kok & Yoke Kin, Wan & Jaye, Ida Fahani Md & Leung Pah Hang, Melissa Y. & Andiappan, Vikn, 2018. "Role of bioenergy, biorefinery and bioeconomy in sustainable development: Strategic pathways for Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1966-1987.
  • Handle: RePEc:eee:rensus:v:81:y:2018:i:p2:p:1966-1987
    DOI: 10.1016/j.rser.2017.06.007
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    1. Martinez-Hernandez, Elias & Sadhukhan, Jhuma & Campbell, Grant M., 2013. "Integration of bioethanol as an in-process material in biorefineries using mass pinch analysis," Applied Energy, Elsevier, vol. 104(C), pages 517-526.
    2. Ahmed, A.M.A & Salmiaton, A. & Choong, T.S.Y & Wan Azlina, W.A.K.G., 2015. "Review of kinetic and equilibrium concepts for biomass tar modeling by using Aspen Plus," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1623-1644.
    3. Lei, Tingzhou & Wang, Zhiwei & Chang, Xia & Lin, Lu & Yan, Xiaoyu & Sun, Yincong & Shi, Xinguang & He, Xiaofeng & Zhu, Jinling, 2016. "Performance and emission characteristics of a diesel engine running on optimized ethyl levulinate–biodiesel–diesel blends," Energy, Elsevier, vol. 95(C), pages 29-40.
    4. Tim Jackson & Peter Senker, 2011. "Prosperity without Growth: Economics for a Finite Planet," Energy & Environment, , vol. 22(7), pages 1013-1016, October.
    5. Ahmad, Salsabila & Kadir, Mohd Zainal Abidin Ab & Shafie, Suhaidi, 2011. "Current perspective of the renewable energy development in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(2), pages 897-904, February.
    6. Chua, Shing Chyi & Oh, Tick Hui, 2010. "Review on Malaysia's national energy developments: Key policies, agencies, programmes and international involvements," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 2916-2925, December.
    7. Lam, Hon Loong & Ng, Wendy P.Q. & Ng, Rex T.L. & Ng, Ern Huay & Aziz, Mustafa K. Abdul & Ng, Denny K.S., 2013. "Green strategy for sustainable waste-to-energy supply chain," Energy, Elsevier, vol. 57(C), pages 4-16.
    8. Su Shiung Lam & Howard A. Chase, 2012. "A Review on Waste to Energy Processes Using Microwave Pyrolysis," Energies, MDPI, vol. 5(10), pages 1-24, October.
    9. Andiappan, Viknesh & Tan, Raymond R. & Aviso, Kathleen B. & Ng, Denny K.S., 2015. "Synthesis and optimisation of biomass-based tri-generation systems with reliability aspects," Energy, Elsevier, vol. 89(C), pages 803-818.
    10. Xenos, Dionysios P. & Cicciotti, Matteo & Kopanos, Georgios M. & Bouaswaig, Ala E.F. & Kahrs, Olaf & Martinez-Botas, Ricardo & Thornhill, Nina F., 2015. "Optimization of a network of compressors in parallel: Real Time Optimization (RTO) of compressors in chemical plants – An industrial case study," Applied Energy, Elsevier, vol. 144(C), pages 51-63.
    11. Abdeshahian, Peyman & Lim, Jeng Shiun & Ho, Wai Shin & Hashim, Haslenda & Lee, Chew Tin, 2016. "Potential of biogas production from farm animal waste in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 714-723.
    12. Petinrin, J.O. & Shaaban, Mohamed, 2015. "Renewable energy for continuous energy sustainability in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 967-981.
    13. Sadhukhan, Jhuma & Lloyd, Jon R. & Scott, Keith & Premier, Giuliano C. & Yu, Eileen H. & Curtis, Tom & Head, Ian M., 2016. "A critical review of integration analysis of microbial electrosynthesis (MES) systems with waste biorefineries for the production of biofuel and chemical from reuse of CO2," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 116-132.
    14. Ho, Lip-Wah, 2016. "Wind energy in Malaysia: Past, present and future," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 279-295.
    15. Gerssen-Gondelach, S.J. & Saygin, D. & Wicke, B. & Patel, M.K. & Faaij, A.P.C., 2014. "Competing uses of biomass: Assessment and comparison of the performance of bio-based heat, power, fuels and materials," Renewable and Sustainable Energy Reviews, Elsevier, vol. 40(C), pages 964-998.
    16. Hashim, Haslenda & Ho, Wai Shin, 2011. "Renewable energy policies and initiatives for a sustainable energy future in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4780-4787.
    17. Faba, Laura & Díaz, Eva & Ordóñez, Salvador, 2015. "Recent developments on the catalytic technologies for the transformation of biomass into biofuels: A patent survey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 273-287.
    18. Wong, S.L. & Ngadi, Norzita & Abdullah, Tuan Amran Tuan & Inuwa, I.M., 2015. "Recent advances of feed-in tariff in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 42-52.
    19. Foo, K.Y. & Hameed, B.H., 2010. "Insight into the applications of palm oil mill effluent: A renewable utilization of the industrial agricultural waste," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(5), pages 1445-1452, June.
    20. Mofijur, M. & Masjuki, H.H. & Kalam, M.A. & Hazrat, M.A. & Liaquat, A.M. & Shahabuddin, M. & Varman, M., 2012. "Prospects of biodiesel from Jatropha in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(7), pages 5007-5020.
    21. Chua, Shing Chyi & Oh, Tick Hui & Goh, Wei Wei, 2011. "Feed-in tariff outlook in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 705-712, January.
    22. Ruiz, Héctor A. & Rodríguez-Jasso, Rosa M. & Fernandes, Bruno D. & Vicente, António A. & Teixeira, José A., 2013. "Hydrothermal processing, as an alternative for upgrading agriculture residues and marine biomass according to the biorefinery concept: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 35-51.
    23. Mekhilef, S. & Saidur, R. & Safari, A. & Mustaffa, W.E.S.B., 2011. "Biomass energy in Malaysia: Current state and prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(7), pages 3360-3370, September.
    24. Tock, Jing Yan & Lai, Chin Lin & Lee, Keat Teong & Tan, Kok Tat & Bhatia, Subhash, 2010. "Banana biomass as potential renewable energy resource: A Malaysian case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(2), pages 798-805, February.
    25. Mekhilef, Saad & Barimani, Meghdad & Safari, Azadeh & Salam, Zainal, 2014. "Malaysia’s renewable energy policies and programs with green aspects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 40(C), pages 497-504.
    26. Tye, Ying Ying & Lee, Keat Teong & Wan Abdullah, Wan Nadiah & Leh, Cheu Peng, 2011. "Second-generation bioethanol as a sustainable energy source in Malaysia transportation sector: Status, potential and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4521-4536.
    27. Sadhukhan, Jhuma, 2014. "Distributed and micro-generation from biogas and agricultural application of sewage sludge: Comparative environmental performance analysis using life cycle approaches," Applied Energy, Elsevier, vol. 122(C), pages 196-206.
    28. Lim, Steven & Teong, Lee Keat, 2010. "Recent trends, opportunities and challenges of biodiesel in Malaysia: An overview," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(3), pages 938-954, April.
    29. Parajuli, Ranjan & Dalgaard, Tommy & Jørgensen, Uffe & Adamsen, Anders Peter S. & Knudsen, Marie Trydeman & Birkved, Morten & Gylling, Morten & Schjørring, Jan Kofod, 2015. "Biorefining in the prevailing energy and materials crisis: a review of sustainable pathways for biorefinery value chains and sustainability assessment methodologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 43(C), pages 244-263.
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