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Energy Consumption and Spatial Assessment of Renewable Energy Penetration and Building Energy Efficiency in Malaysia: A Review

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  • Shaban R. S. Aldhshan

    (Department of Civil Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia)

  • Khairul Nizam Abdul Maulud

    (Department of Civil Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia
    Earth Observation Centre, Institute of Climate Change, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia)

  • Wan Shafrina Wan Mohd Jaafar

    (Earth Observation Centre, Institute of Climate Change, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia)

  • Othman A. Karim

    (Department of Civil Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia)

  • Biswajeet Pradhan

    (Earth Observation Centre, Institute of Climate Change, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia
    Centre for Advanced Modelling and Geospatial Information Systems (CAMGIS), Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW 2007, Australia)

Abstract

The development of sustainable energy systems is very important to addressing the economic, environmental, and social pressures of the energy sector. Globally, buildings consume up to 40% of the world’s total energy. By 2030, it is expected to increase to 50%. Therefore, the world is facing a great challenge to overcome these problems related to global energy production. Malaysia is one of the top consumers of primary energy in Asia. In 2018, primary energy consumption for Malaysia was 3.79 quadrillion btu at an average annual rate of 4.58%. In this paper, we have carried out a detailed literature review on several previous studies of energy consumption in the world, especially in Malaysia, and how geographical information system (GIS) methods have been used for the spatial assessment of energy efficiency. Indeed, strategies of energy efficiency are essential in energy policy that could be created using various approaches used for energy savings in buildings. The findings of this review reveal that, for estimating energy consumption, exploring renewable energy sources, and investigating solar radiation, several geographic information system techniques such as multiple criteria decision analysis (MCDA), machine learning (ML), and deep learning (DL) are mainly utilized. The result indicates that the fuzzy DS method can more reliably determine the optimal PV farm locations. The 3D models are also regarded as an effective tool for estimating solar radiation, since this method generates a 3D model exportable to software tools. In addition, GIS and 3D can contribute to several purposes, such as sunlight access to buildings in urban areas, city growth prediction models and analysis of the habitability of public places.

Suggested Citation

  • Shaban R. S. Aldhshan & Khairul Nizam Abdul Maulud & Wan Shafrina Wan Mohd Jaafar & Othman A. Karim & Biswajeet Pradhan, 2021. "Energy Consumption and Spatial Assessment of Renewable Energy Penetration and Building Energy Efficiency in Malaysia: A Review," Sustainability, MDPI, vol. 13(16), pages 1-26, August.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:16:p:9244-:d:616399
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    References listed on IDEAS

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    1. Roberto Leonardo Rana & Mariarosaria Lombardi & Pasquale Giungato & Caterina Tricase, 2020. "Trends in Scientific Literature on Energy Return Ratio of Renewable Energy Sources for Supporting Policymakers," Administrative Sciences, MDPI, vol. 10(2), pages 1-17, March.
    2. Abdmouleh, Zeineb & Alammari, Rashid A.M. & Gastli, Adel, 2015. "Review of policies encouraging renewable energy integration & best practices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 45(C), pages 249-262.
    3. Paul E. Brockway & Anne Owen & Lina I. Brand-Correa & Lukas Hardt, 2019. "Estimation of global final-stage energy-return-on-investment for fossil fuels with comparison to renewable energy sources," Nature Energy, Nature, vol. 4(7), pages 612-621, July.
    4. Hannan, M.A. & Begum, R.A. & Abdolrasol, M.G. & Hossain Lipu, M.S. & Mohamed, A. & Rashid, M.M., 2018. "Review of baseline studies on energy policies and indicators in Malaysia for future sustainable energy development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 551-564.
    5. Angelamaria Massimo & Marco Dell'Isola & Andrea Frattolillo & Giorgio Ficco, 2014. "Development of a Geographical Information System (GIS) for the Integration of Solar Energy in the Energy Planning of a Wide Area," Sustainability, MDPI, vol. 6(9), pages 1-15, August.
    6. Brito, M.C. & Freitas, S. & Guimarães, S. & Catita, C. & Redweik, P., 2017. "The importance of facades for the solar PV potential of a Mediterranean city using LiDAR data," Renewable Energy, Elsevier, vol. 111(C), pages 85-94.
    7. Jonynas, Rolandas & Puida, Egidijus & Poškas, Robertas & Paukštaitis, Linas & Jouhara, Hussam & Gudzinskas, Juozas & Miliauskas, Gintautas & Lukoševičius, Valdas, 2020. "Renewables for district heating: The case of Lithuania," Energy, Elsevier, vol. 211(C).
    8. Chinhao Chong & Weidou Ni & Linwei Ma & Pei Liu & Zheng Li, 2015. "The Use of Energy in Malaysia: Tracing Energy Flows from Primary Source to End Use," Energies, MDPI, vol. 8(4), pages 1-39, April.
    9. Kannan, Nadarajah & Vakeesan, Divagar, 2016. "Solar energy for future world: - A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 1092-1105.
    10. Ho, Lip-Wah, 2016. "Wind energy in Malaysia: Past, present and future," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 279-295.
    11. Kisi, Ozgur & Heddam, Salim & Yaseen, Zaher Mundher, 2019. "The implementation of univariable scheme-based air temperature for solar radiation prediction: New development of dynamic evolving neural-fuzzy inference system model," Applied Energy, Elsevier, vol. 241(C), pages 184-195.
    12. Alfeus Sunarso & Kunhali Ibrahim-Bathis & Sakti A. Murti & Irwan Budiarto & Harold S. Ruiz, 2020. "GIS-Based Assessment of the Technical and Economic Feasibility of Utility-Scale Solar PV Plants: Case Study in West Kalimantan Province," Sustainability, MDPI, vol. 12(15), pages 1-12, August.
    13. Mekhilef, S. & Saidur, R. & Safari, A., 2011. "A review on solar energy use in industries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(4), pages 1777-1790, May.
    14. Adam Juma Abdallah Gudo & Marye Belete & Ghali Abdullahi Abubakar & Jinsong Deng, 2020. "Spatio-Temporal Analysis of Solar Energy Potential for Domestic and Agricultural Utilization to Diminish Poverty in Jubek State, South Sudan, Africa," Energies, MDPI, vol. 13(6), pages 1-22, March.
    15. Mirzaei, Ali & Tangang, Fredolin & Juneng, Liew, 2014. "Wave energy potential along the east coast of Peninsular Malaysia," Energy, Elsevier, vol. 68(C), pages 722-734.
    16. Hughes, Michael G. & Heap, Andrew D., 2010. "National-scale wave energy resource assessment for Australia," Renewable Energy, Elsevier, vol. 35(8), pages 1783-1791.
    17. Kavousian, Amir & Rajagopal, Ram & Fischer, Martin, 2013. "Determinants of residential electricity consumption: Using smart meter data to examine the effect of climate, building characteristics, appliance stock, and occupants' behavior," Energy, Elsevier, vol. 55(C), pages 184-194.
    18. Richard G. Newell & Yifei Qian & Daniel Raimi, 2016. "Global Energy Outlook 2015," NBER Working Papers 22075, National Bureau of Economic Research, Inc.
    19. Munir, Qaiser & Lean, Hooi Hooi & Smyth, Russell, 2020. "CO2 emissions, energy consumption and economic growth in the ASEAN-5 countries: A cross-sectional dependence approach," Energy Economics, Elsevier, vol. 85(C).
    20. Shafie, S.M. & Mahlia, T.M.I. & Masjuki, H.H. & Andriyana, A., 2011. "Current energy usage and sustainable energy in Malaysia: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4370-4377.
    21. Sreenath, S. & Sudhakar, K. & Yusop, A.F., 2020. "Technical assessment of captive solar power plant: A case study of Senai airport, Malaysia," Renewable Energy, Elsevier, vol. 152(C), pages 849-866.
    22. Rahman, Mohammad Mafizur & Velayutham, Eswaran, 2020. "Renewable and non-renewable energy consumption-economic growth nexus: New evidence from South Asia," Renewable Energy, Elsevier, vol. 147(P1), pages 399-408.
    23. Brewer, Justin & Ames, Daniel P. & Solan, David & Lee, Randy & Carlisle, Juliet, 2015. "Using GIS analytics and social preference data to evaluate utility-scale solar power site suitability," Renewable Energy, Elsevier, vol. 81(C), pages 825-836.
    24. Modeste, Kameni Nematchoua & Mempouo, Blaise & René, Tchinda & Costa, Ángel M. & Orosa, José A. & Raminosoa, Chrysostôme R.R. & Mamiharijaona, Ramaroson, 2015. "Resource potential and energy efficiency in the buildings of Cameroon: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 835-846.
    25. Cevallos-Sierra, Jaime & Ramos-Martin, Jesús, 2018. "Spatial assessment of the potential of renewable energy: The case of Ecuador," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1154-1165.
    26. Chatri, Fatemeh & Yahoo, Masoud & Othman, Jamal, 2018. "The economic effects of renewable energy expansion in the electricity sector: A CGE analysis for Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 95(C), pages 203-216.
    27. Bala Bhavya Kausika & Wilfried G. J. H. M. van Sark, 2021. "Calibration and Validation of ArcGIS Solar Radiation Tool for Photovoltaic Potential Determination in the Netherlands," Energies, MDPI, vol. 14(7), pages 1-16, March.
    28. Ahmad, Salman & Tahar, Razman Mat, 2014. "Selection of renewable energy sources for sustainable development of electricity generation system using analytic hierarchy process: A case of Malaysia," Renewable Energy, Elsevier, vol. 63(C), pages 458-466.
    29. Ahmad Farabi & Azrai Abdullah & Rahmat Heru Setianto, 2019. "Energy Consumption, Carbon Emissions and Economic Growth in Indonesia and Malaysia," International Journal of Energy Economics and Policy, Econjournals, vol. 9(3), pages 338-345.
    30. Janda, Kathryn B. & Busch, John F., 1994. "Worldwide status of energy standards for buildings," Energy, Elsevier, vol. 19(1), pages 27-44.
    31. Huebner, Gesche M. & Hamilton, Ian & Chalabi, Zaid & Shipworth, David & Oreszczyn, Tadj, 2015. "Explaining domestic energy consumption – The comparative contribution of building factors, socio-demographics, behaviours and attitudes," Applied Energy, Elsevier, vol. 159(C), pages 589-600.
    32. Wang, Xue-Chao & Klemeš, Jiří Jaromír & Dong, Xiaobin & Fan, Weiguo & Xu, Zihan & Wang, Yutao & Varbanov, Petar Sabev, 2019. "Air pollution terrain nexus: A review considering energy generation and consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 105(C), pages 71-85.
    33. Iwaro, Joseph & Mwasha, Abraham, 2010. "A review of building energy regulation and policy for energy conservation in developing countries," Energy Policy, Elsevier, vol. 38(12), pages 7744-7755, December.
    34. Carlos Toledo & Ana Maria Gracia Amillo & Giorgio Bardizza & Jose Abad & Antonio Urbina, 2020. "Evaluation of Solar Radiation Transposition Models for Passive Energy Management and Building Integrated Photovoltaics," Energies, MDPI, vol. 13(3), pages 1-24, February.
    35. Karatas, Mumtaz & Sulukan, Egemen & Karacan, Ilknur, 2018. "Assessment of Turkey's energy management performance via a hybrid multi-criteria decision-making methodology," Energy, Elsevier, vol. 153(C), pages 890-912.
    36. 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.
    37. Edgar Lorenzo-Sáez & José-Vicente Oliver-Villanueva & Eloina Coll-Aliaga & Lenin-Guillermo Lemus-Zúñiga & Victoria Lerma-Arce & Antonio Reig-Fabado, 2020. "Energy Efficiency and GHG Emissions Mapping of Buildings for Decision-Making Processes against Climate Change at the Local Level," Sustainability, MDPI, vol. 12(7), pages 1-17, April.
    38. Saidur, R. & Rahim, N.A. & Ping, H.W. & Jahirul, M.I. & Mekhilef, S. & Masjuki, H.H., 2009. "Energy and emission analysis for industrial motors in Malaysia," Energy Policy, Elsevier, vol. 37(9), pages 3650-3658, September.
    39. Assouline, Dan & Mohajeri, Nahid & Scartezzini, Jean-Louis, 2018. "Large-scale rooftop solar photovoltaic technical potential estimation using Random Forests," Applied Energy, Elsevier, vol. 217(C), pages 189-211.
    40. Iglesias, G. & Carballo, R., 2010. "Offshore and inshore wave energy assessment: Asturias (N Spain)," Energy, Elsevier, vol. 35(5), pages 1964-1972.
    41. Chen, Yixing & Hong, Tianzhen & Piette, Mary Ann, 2017. "Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis," Applied Energy, Elsevier, vol. 205(C), pages 323-335.
    42. Shaikh, Pervez Hameed & Nor, Nursyarizal Bin Mohd. & Sahito, Anwer Ali & Nallagownden, Perumal & Elamvazuthi, Irraivan & Shaikh, M.S., 2017. "Building energy for sustainable development in Malaysia: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1392-1403.
    43. Singh, Sarvesh Kumar & Lohani, Bharat & Arora, Lavish & Choudhary, Devendra & Nagarajan, Balasubramanian, 2020. "A visual-inertial system to determine accurate solar insolation and optimal PV panel orientation at a point and over an area," Renewable Energy, Elsevier, vol. 154(C), pages 223-238.
    44. Sabo, Mahmoud Lurwan & Mariun, Norman & Hizam, Hashim & Mohd Radzi, Mohd Amran & Zakaria, Azmi, 2016. "Spatial energy predictions from large-scale photovoltaic power plants located in optimal sites and connected to a smart grid in Peninsular Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 79-94.
    45. Tahir, Z.R. & Asim, Muhammad, 2018. "Surface measured solar radiation data and solar energy resource assessment of Pakistan: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2839-2861.
    46. Begum, Rawshan Ara & Sohag, Kazi & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "CO2 emissions, energy consumption, economic and population growth in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 594-601.
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