Smart City Gnosys

Smart city article details

Title	Ai-Based Classification Model For Low-Energy Buildings: Promoting Sustainable Economic Development Of Smart Cities With Spherical Fuzzy Decision Algorithm
ID_Doc	6987
Authors	Yang L.
Year	2025
Published	IEEE Access, 13
DOI	http://dx.doi.org/10.1109/ACCESS.2025.3530965
Abstract	AI-based classification models for low-energy buildings are essential in promoting the economic development of smart cities by optimizing energy use, reducing operational costs, and enhancing overall efficiency. These models classify buildings based on energy consumption patterns, predicting energy needs and identifying areas for improvement. The spherical fuzzy set (SFS) is a potent approach used to handle ambiguous information during decision analysis and integrate big expert's opinions. This article evaluates intelligent AI-based models for low-energy buildings and economic development under some specific characteristics or key features. For this purpose, we modified the theory of criteria importance through intercriteria correlation (CRITIC) and combined compromise solution (COCOSO) methods to assess suitable optimal options for the multi-attribute group decision-making (MAGDM) problem. Moreover, we also propose a novel decision algorithm of the CRITIC-COCOSO method under consideration of spherical fuzzy situations. The CRITIC-COCOSO method has great capabilities to investigate weights of criterion and accurate ranking of preferences under specific linguistic scales. An experimental case study is established to investigate a reliable AI-based advanced technology and prove the superiority of diagnosed theories. Additionally, a robust comparison method is used to prove the supremacy of derived theories and pioneered mathematical terminologies. In the end, some key features and remarkable comments are also discussed. © 2013 IEEE.
Author Keywords	CRITIC-COCOSO method and decision-making process; Schweizer-Sklar operators; Spherical fuzzy information

Similar Articles

Id	Similarity	Authors	Title	Published
23951	0.872	Lin S.-S.; Zheng X.-J.	Enhancing Smart City Assessment: An Advanced Mcdm Approach For Urban Performance Evaluation	Sustainable Cities and Society, 118 (2025)
6697	0.865	Anjum M.; Min H.; Sharma G.; Ahmed Z.	Advancing Sustainable Urban Development: Navigating Complexity With Spherical Fuzzy Decision Making	Symmetry, 16, 6 (2024)
14520	0.864	Geyer P.; Schlueter A.	Clustering And Fuzzy Reasoning As Data Mining Methods For The Development Of Retrofit Strategies For Building Stocks	Smart Cities: Foundations, Principles, and Applications (2017)
24883	0.859	Otay İ.; Çevik Onar S.; Öztayşi B.; Kahraman C.	Evaluation Of Sustainable Energy Systems In Smart Cities Using A Multi-Expert Pythagorean Fuzzy Bwm & Topsis Methodology	Expert Systems with Applications, 250 (2024)
60738	0.858	Zdravković N.; Simjanović D.; Šibalija T.; Vesić N.	Utilizing Fuzzy Ahp With Spherical Numbers To Indicate Ioe Factors For Successful Smart City Development	Lecture Notes in Electrical Engineering, 1226 LNEE (2024)
3040	0.856	Mrówczyńska M.; Skiba M.; Leśniak A.; Bazan-Krzywoszańska A.; Janowiec F.; Sztubecka M.; Grech R.; Kazak J.K.	A New Fuzzy Model Of Multi-Criteria Decision Support Based On Bayesian Networks For The Urban Areas' Decarbonization Planning	Energy Conversion and Management, 268 (2022)
24577	0.854	Ecer F.; Saha A.; Dinçer H.; Yüksel S.	Evaluating Energy Management Investments For Sustainable Transition Of Smart Cities Through A New Intuitionistic Fuzzy Consensus-Based Cocoso Methodology	Renewable Energy, 244 (2025)
10564	0.853	Ning M.A.	Artificial Intelligence-Driven Decision Support Systems For Sustainable Energy Management In Smart Cities	International Journal of Advanced Computer Science and Applications, 15, 9 (2024)
36592	0.853	Kutty A.A.; Kucukvar M.; Onat N.C.; Ayvaz B.; Abdella G.M.	Measuring Sustainability, Resilience And Livability Performance Of European Smart Cities: A Novel Fuzzy Expert-Based Multi-Criteria Decision Support Model	Cities, 137 (2023)
57354	0.851	Alsattar H.A.; Qahtan S.; Mourad N.; Zaidan A.A.; Deveci M.; Jana C.; Ding W.	Three-Way Decision-Based Conditional Probabilities By Opinion Scores And Bayesian Rules In Circular-Pythagorean Fuzzy Sets For Developing Sustainable Smart Living Framework	Information Sciences, 649 (2023)