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Smart energy systems for sustainable smart cities: Current developments, trends and future directions

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  1. Walied Alharbi, 2023. "Integrating Internet-of-Things-Based Houses into Demand Response Programs in Smart Grid," Energies, MDPI, vol. 16(9), pages 1-13, April.
  2. Pinto, Giuseppe & Piscitelli, Marco Savino & Vázquez-Canteli, José Ramón & Nagy, Zoltán & Capozzoli, Alfonso, 2021. "Coordinated energy management for a cluster of buildings through deep reinforcement learning," Energy, Elsevier, vol. 229(C).
  3. Loureiro, Sandra Maria Correia & Guerreiro, João & Tussyadiah, Iis, 2021. "Artificial intelligence in business: State of the art and future research agenda," Journal of Business Research, Elsevier, vol. 129(C), pages 911-926.
  4. Musawenkosi Lethumcebo Thanduxolo Zulu & Rudiren Pillay Carpanen & Remy Tiako, 2023. "A Comprehensive Review: Study of Artificial Intelligence Optimization Technique Applications in a Hybrid Microgrid at Times of Fault Outbreaks," Energies, MDPI, vol. 16(4), pages 1-32, February.
  5. Majidi, Hassan & Hayati, Mohammad Mohsen & Breyer, Christian & Mohammadi-ivatloo, Behnam & Honkapuro, Samuli & Karjunen, Hannu & Laaksonen, Petteri & Sihvonen, Ville, 2025. "Overview of energy modeling requirements and tools for future smart energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 212(C).
  6. Junkai Zhang & Jun Wang & Haoyu Zang & Ning Ma & Martin Skitmore & Ziyi Qu & Greg Skulmoski & Jianli Chen, 2024. "The Application of Machine Learning and Deep Learning in Intelligent Transportation: A Scientometric Analysis and Qualitative Review of Research Trends," Sustainability, MDPI, vol. 16(14), pages 1-34, July.
  7. Mehmet Efe Biresselioglu & Muhittin Hakan Demir & Sebnem Altinci, 2022. "Understanding the Citizen’s Role in the Transition to a Smart Energy System: Are We Ready?," Sustainability, MDPI, vol. 14(10), pages 1-24, May.
  8. Sajjad Miran & Muhammad Tamoor & Tayybah Kiren & Faakhar Raza & Muhammad Imtiaz Hussain & Jun-Tae Kim, 2022. "Optimization of Standalone Photovoltaic Drip Irrigation System: A Simulation Study," Sustainability, MDPI, vol. 14(14), pages 1-20, July.
  9. Mohammed Mahmoud Khattab & Ahmed Abdelrahim & Eman Youssef & Mostafa Saad Hamad & Rania A. Elmanfaloty, 2024. "Carbon Footprint Optimization with Data Resolution Conversion via Kalman Filter for Smart Energy Hub," Sustainability, MDPI, vol. 16(20), pages 1-18, October.
  10. Máximo A. Domínguez-Garabitos & Víctor S. Ocaña-Guevara & Félix Santos-García & Adriana Arango-Manrique & Miguel Aybar-Mejía, 2022. "A Methodological Proposal for Implementing Demand-Shifting Strategies in the Wholesale Electricity Market," Energies, MDPI, vol. 15(4), pages 1-28, February.
  11. Blumberga, Andra & Vanaga, Ruta & Freimanis, Ritvars & Blumberga, Dagnija & Antužs, Juris & Krastiņš, Artūrs & Jankovskis, Ivars & Bondars, Edgars & Treija, Sandra, 2020. "Transition from traditional historic urban block to positive energy block," Energy, Elsevier, vol. 202(C).
  12. Martin Hammerschmid & Daniel Cenk Rosenfeld & Alexander Bartik & Florian Benedikt & Josef Fuchs & Stefan Müller, 2023. "Methodology for the Development of Virtual Representations within the Process Development Framework of Energy Plants: From Digital Model to Digital Predictive Twin—A Review," Energies, MDPI, vol. 16(6), pages 1-30, March.
  13. Ankrah, Isaac & Kubi, Michael Appiah & Twumasi-Ankrah, Sampson & Sackey, Frank Gyimah & Asravor, Richard & Boahemaa, Brenya & Donkor, Derrick & Arthur, Lilian & Lamptey, Christopher & Ekobor-Ackah Moc, 2024. "Modeling ICT adoption and electricity consumption in emerging digital economies: Insights from the West African Region," Technology in Society, Elsevier, vol. 79(C).
  14. Waibel, Christoph & Evins, Ralph & Carmeliet, Jan, 2019. "Co-simulation and optimization of building geometry and multi-energy systems: Interdependencies in energy supply, energy demand and solar potentials," Applied Energy, Elsevier, vol. 242(C), pages 1661-1682.
  15. Florentina Magda Enescu & Nicu Bizon & Adrian Onu & Maria Simona Răboacă & Phatiphat Thounthong & Alin Gheorghita Mazare & Gheorghe Șerban, 2020. "Implementing Blockchain Technology in Irrigation Systems That Integrate Photovoltaic Energy Generation Systems," Sustainability, MDPI, vol. 12(4), pages 1-30, February.
  16. Magdalena Krystyna Wyrwicka & Ewa Więcek-Janka & Łukasz Brzeziński, 2023. "Transition to Sustainable Energy System for Smart Cities—Literature Review," Energies, MDPI, vol. 16(21), pages 1-26, October.
  17. Wen, Yifan & Wu, Ruoxi & Zhou, Zihang & Zhang, Shaojun & Yang, Shengge & Wallington, Timothy J. & Shen, Wei & Tan, Qinwen & Deng, Ye & Wu, Ye, 2022. "A data-driven method of traffic emissions mapping with land use random forest models," Applied Energy, Elsevier, vol. 305(C).
  18. Sun, Jian & Liu, Gang & Sun, Boyang & Xiao, Gang, 2021. "Light-stacking strengthened fusion based building energy consumption prediction framework via variable weight feature selection," Applied Energy, Elsevier, vol. 303(C).
  19. Wang, Shaojian & Xie, Zihan & Wu, Rong & Feng, Kuishang, 2022. "How does urbanization affect the carbon intensity of human well-being? A global assessment," Applied Energy, Elsevier, vol. 312(C).
  20. Vítor João Pereira Domingues Martinho, 2024. "Impacts of the Covid-19 context on the European Union energy markets: interrelationships with sustainability," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(9), pages 23465-23477, September.
  21. Barone, Giovanni & Buonomano, Annamaria & Forzano, Cesare & Giuzio, Giovanni Francesco & Palombo, Adolfo, 2020. "Increasing self-consumption of renewable energy through the Building to Vehicle to Building approach applied to multiple users connected in a virtual micro-grid," Renewable Energy, Elsevier, vol. 159(C), pages 1165-1176.
  22. Wang, Ran & Lu, Shilei & Feng, Wei, 2020. "A novel improved model for building energy consumption prediction based on model integration," Applied Energy, Elsevier, vol. 262(C).
  23. Rocha, Helder R.O. & Honorato, Icaro H. & Fiorotti, Rodrigo & Celeste, Wanderley C. & Silvestre, Leonardo J. & Silva, Jair A.L., 2021. "An Artificial Intelligence based scheduling algorithm for demand-side energy management in Smart Homes," Applied Energy, Elsevier, vol. 282(PA).
  24. Elena Korneeva & Nina Olinder & Wadim Strielkowski, 2021. "Consumer Attitudes to the Smart Home Technologies and the Internet of Things (IoT)," Energies, MDPI, vol. 14(23), pages 1-15, November.
  25. Paulina Golinska-Dawson & Kanchana Sethanan, 2023. "Sustainable Urban Freight for Energy-Efficient Smart Cities—Systematic Literature Review," Energies, MDPI, vol. 16(6), pages 1-28, March.
  26. Qu, Wanjun & Hong, Hui & Jin, Hongguang, 2019. "A spectral splitting solar concentrator for cascading solar energy utilization by integrating photovoltaics and solar thermal fuel," Applied Energy, Elsevier, vol. 248(C), pages 162-173.
  27. Mimica R. Milošević & Dušan M. Milošević & Dragan M. Stević & Ana D. Stanojević, 2019. "Smart City: Modeling Key Indicators in Serbia Using IT2FS," Sustainability, MDPI, vol. 11(13), pages 1-28, June.
  28. Zheng Li & Ruoyao Tang & Hanbin Qiu & Linwei Ma, 2023. "Smart Energy Urban Agglomerations in China: The Driving Mechanism, Basic Concepts, and Indicator Evaluation," Sustainability, MDPI, vol. 15(15), pages 1-23, August.
  29. Georgios Koukis & Konstantina Safouri & Vassilis Tsaoussidis, 2024. "All about Delay-Tolerant Networking (DTN) Contributions to Future Internet," Future Internet, MDPI, vol. 16(4), pages 1-21, April.
  30. Lin, Jian & Zhong, Xiaoyi & Wang, Jing & Huang, Yuan & Bai, Xuetao & Wang, Xiaonan & Shah, Nilay & Xie, Shan & Zhao, Yingru, 2021. "Relative optimization potential: A novel perspective to address trade-off challenges in urban energy system planning," Applied Energy, Elsevier, vol. 304(C).
  31. Abid, Md. Shadman & Apon, Hasan Jamil & Hossain, Salman & Ahmed, Ashik & Ahshan, Razzaqul & Lipu, M.S. Hossain, 2024. "A novel multi-objective optimization based multi-agent deep reinforcement learning approach for microgrid resources planning," Applied Energy, Elsevier, vol. 353(PA).
  32. Justyna Żywiołek & Francesco Schiavone, 2021. "Perception of the Quality of Smart City Solutions as a Sense of Residents’ Safety," Energies, MDPI, vol. 14(17), pages 1-16, September.
  33. Buonomano, Annamaria, 2020. "Building to Vehicle to Building concept: A comprehensive parametric and sensitivity analysis for decision making aims," Applied Energy, Elsevier, vol. 261(C).
  34. Siti Rosilah Arsad & Muhamad Haziq Hasnul Hadi & Nayli Aliah Mohd Afandi & Pin Jern Ker & Shirley Gee Hoon Tang & Madihah Mohd Afzal & Santhi Ramanathan & Chai Phing Chen & Prajindra Sankar Krishnan &, 2023. "The Impact of COVID-19 on the Energy Sector and the Role of AI: An Analytical Review on Pre- to Post-Pandemic Perspectives," Energies, MDPI, vol. 16(18), pages 1-31, September.
  35. Wang, Jianxiao & An, Qi & Zhao, Yue & Pan, Guangsheng & Song, Jie & Hu, Qinran & Tan, Chin-Woo, 2023. "Role of electrolytic hydrogen in smart city decarbonization in China," Applied Energy, Elsevier, vol. 336(C).
  36. Ben Zhang & Lei Ma & Zheng Liu, 2020. "Literature Trend Identification of Sustainable Technology Innovation: A Bibliometric Study Based on Co-Citation and Main Path Analysis," Sustainability, MDPI, vol. 12(20), pages 1-20, October.
  37. Yan, Zhe & Zhang, Yongming & Liang, Runqi & Jin, Wenrui, 2020. "An allocative method of hybrid electrical and thermal energy storage capacity for load shifting based on seasonal difference in district energy planning," Energy, Elsevier, vol. 207(C).
  38. Pierre Bouchard & Stefan Voß & Leonard Heilig & Xiaoning Shi, 2023. "A Case Study on Smart Grid Technologies with Renewable Energy for Central Parts of Hamburg," Sustainability, MDPI, vol. 15(22), pages 1-29, November.
  39. Cerna, Fernando V. & Pourakbari-Kasmaei, Mahdi & Barros, Raone G. & Naderi, Ehsan & Lehtonen, Matti & Contreras, Javier, 2023. "Optimal operating scheme of neighborhood energy storage communities to improve power grid performance in smart cities," Applied Energy, Elsevier, vol. 331(C).
  40. Yang, Jingna & Zhou, Kaile & Hu, Rong, 2024. "City-level resilience assessment of integrated energy systems in China," Energy Policy, Elsevier, vol. 193(C).
  41. Francisco, Abigail & Taylor, John E., 2019. "Understanding citizen perspectives on open urban energy data through the development and testing of a community energy feedback system," Applied Energy, Elsevier, vol. 256(C).
  42. Olga Pilipczuk, 2021. "Determinants of Managerial Competences Transformation in the Polish Energy Industry," Energies, MDPI, vol. 14(20), pages 1-27, October.
  43. Hassan Gholami, 2024. "A Holistic Multi-Criteria Assessment of Solar Energy Utilization on Urban Surfaces," Energies, MDPI, vol. 17(21), pages 1-35, October.
  44. Yin, Linfei & Tao, Min, 2023. "Balanced broad learning prediction model for carbon emissions of integrated energy systems considering distributed ground source heat pump heat storage systems and carbon capture & storage," Applied Energy, Elsevier, vol. 329(C).
  45. Gonzalo Bustos-Turu & Koen H. van Dam & Salvador Acha & Nilay Shah, 2023. "An Agent-Based Decision Support Framework for a Prospective Analysis of Transport and Heat Electrification in Urban Areas," Energies, MDPI, vol. 16(17), pages 1-26, August.
  46. Shi, Zhongtuo & Yao, Wei & Li, Zhouping & Zeng, Lingkang & Zhao, Yifan & Zhang, Runfeng & Tang, Yong & Wen, Jinyu, 2020. "Artificial intelligence techniques for stability analysis and control in smart grids: Methodologies, applications, challenges and future directions," Applied Energy, Elsevier, vol. 278(C).
  47. Lasemi, Mohammad Ali & Arabkoohsar, Ahmad & Hajizadeh, Amin & Mohammadi-ivatloo, Behnam, 2022. "A comprehensive review on optimization challenges of smart energy hubs under uncertainty factors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
  48. Wei, Shuangyu & Tien, Paige Wenbin & Calautit, John Kaiser & Wu, Yupeng & Boukhanouf, Rabah, 2020. "Vision-based detection and prediction of equipment heat gains in commercial office buildings using a deep learning method," Applied Energy, Elsevier, vol. 277(C).
  49. Veronika Zavratnik & Dan Podjed & Jure Trilar & Nina Hlebec & Andrej Kos & Emilija Stojmenova Duh, 2020. "Sustainable and Community-Centred Development of Smart Cities and Villages," Sustainability, MDPI, vol. 12(10), pages 1-17, May.
  50. Stephen Ball, Christopher & Degischer, Daniel, 2024. "IoT implementation for energy system sustainability: The role of actors and related challenges," Utilities Policy, Elsevier, vol. 90(C).
  51. Hachem-Vermette, Caroline & Singh, Kuljeet, 2020. "Developing an optimization methodology for urban energy resources mix," Applied Energy, Elsevier, vol. 269(C).
  52. Hidayati Ramli & Zahirah Mokhtar Azizi & Niraj Thurairajah, 2024. "Sustainable Smart City Technologies and Their Impact on Users’ Energy Consumption Behaviour," Energies, MDPI, vol. 17(4), pages 1-28, February.
  53. Liang, Xuesheng & Ma, Linwei & Chong, Chinhao & Li, Zheng & Ni, Weidou, 2020. "Development of smart energy towns in China: Concept and practices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
  54. Tatiana Tucunduva Philippi Cortese & Jairo Filho Sousa de Almeida & Giseli Quirino Batista & José Eduardo Storopoli & Aaron Liu & Tan Yigitcanlar, 2022. "Understanding Sustainable Energy in the Context of Smart Cities: A PRISMA Review," Energies, MDPI, vol. 15(7), pages 1-38, March.
  55. Judyta Kabus & Michał Dziadkiewicz, 2023. "Modern Management Methods in the Area of Public Housing Resources in the Community," Sustainability, MDPI, vol. 15(10), pages 1-28, May.
  56. Alizadeh, Ali & Kamwa, Innocent & Moeini, Ali & Mohseni-Bonab, Seyed Masoud, 2023. "Energy management in microgrids using transactive energy control concept under high penetration of Renewables; A survey and case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
  57. Naeem, Muhammad Abubakr & Arfaoui, Nadia & Yarovaya, Larisa, 2025. "The contagion effect of artificial intelligence across innovative industries: From blockchain and metaverse to cleantech and beyond," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
  58. Laha, Priyanka & Chakraborty, Basab, 2021. "Cost optimal combinations of storage technologies for maximizing renewable integration in Indian power system by 2040: Multi-region approach," Renewable Energy, Elsevier, vol. 179(C), pages 233-247.
  59. Zhao, Guanjia & Cui, Zhipeng & Xu, Jing & Liu, Wenhao & Ma, Suxia, 2022. "Hybrid modeling-based digital twin for performance optimization with flexible operation in the direct air-cooling power unit," Energy, Elsevier, vol. 254(PC).
  60. Basilico, Paolo & Biancardi, Alberto & D'Adamo, Idiano & Gastaldi, Massimo & Yigitcanlar, Tan, 2025. "Renewable energy communities for sustainable cities: Economic insights into subsidies, market dynamics and benefits distribution," Applied Energy, Elsevier, vol. 389(C).
  61. Jing, Rui & Kuriyan, Kamal & Lin, Jian & Shah, Nilay & Zhao, Yingru, 2020. "Quantifying the contribution of individual technologies in integrated urban energy systems – A system value approach," Applied Energy, Elsevier, vol. 266(C).
  62. Daniel ALEXANDRU & Ioan RADU, 2024. "Policy Recommendation For Integrated Smart Heating System," APPLIED RESEARCH IN ADMINISTRATIVE SCIENCES, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 5(1), pages 20-30, April.
  63. Tehrani, Alireza Attarhay & Sobhaninia, Saeideh & Nikookar, Niloofar & Levinson, Ronnen & Sailor, David J. & Amaripadath, Deepak, 2025. "Data-driven approach to estimate urban heat island impacts on building energy consumption," Energy, Elsevier, vol. 316(C).
  64. Sara Månsson & Marcus Thern & Per-Olof Johansson Kallioniemi & Kerstin Sernhed, 2021. "A Fault Handling Process for Faults in District Heating Customer Installations," Energies, MDPI, vol. 14(11), pages 1-18, May.
  65. Liu, Tianhao & Tian, Jun & Zhu, Hongyu & Goh, Hui Hwang & Liu, Hui & Wu, Thomas & Zhang, Dongdong, 2023. "Key technologies and developments of multi-energy system: Three-layer framework, modelling and optimisation," Energy, Elsevier, vol. 277(C).
  66. D’ascenzo Fabrizio & Tantau Adrian & Savastano Marco & Şanta Ana-Maria Iulia, 2019. "New Energy Policies for Smart Cities - a Comparison among Smart Cities in the European Union," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 13(1), pages 1140-1149, May.
  67. Shang, Yitong & Yu, Hang & Niu, Songyan & Shao, Ziyun & Jian, Linni, 2021. "Cyber-physical co-modeling and optimal energy dispatching within internet of smart charging points for vehicle-to-grid operation," Applied Energy, Elsevier, vol. 303(C).
  68. Chen, Mengxiao & Cao, Xiaoyu & Zhang, Zitong & Yang, Lun & Ma, Donglai & Li, Miaomiao, 2024. "Risk-averse stochastic scheduling of hydrogen-based flexible loads under 100% renewable energy scenario," Applied Energy, Elsevier, vol. 370(C).
  69. Jun Tang, 2024. "How the Smart Energy Can Contribute towards Achieving the Sustainable Development Goal 7," Sustainability, MDPI, vol. 16(17), pages 1-25, September.
  70. Vasja Roblek & Maja Meško & Mirjana Pejić Bach & Oshane Thorpe & Polona Šprajc, 2020. "The Interaction between Internet, Sustainable Development, and Emergence of Society 5.0," Data, MDPI, vol. 5(3), pages 1-27, September.
  71. Elsisi, Mahmoud & Amer, Mohammed & Dababat, Alya’ & Su, Chun-Lien, 2023. "A comprehensive review of machine learning and IoT solutions for demand side energy management, conservation, and resilient operation," Energy, Elsevier, vol. 281(C).
  72. Olga Pilipczuk, 2020. "Sustainable Smart Cities and Energy Management: The Labor Market Perspective," Energies, MDPI, vol. 13(22), pages 1-24, November.
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