Искусственный интеллект в продвижении умных городов Саудовской Аравии: обеспечение целей устойчивого развития в процессе ответа на социокультурные вызовы
Аннотация
Исследование посвящено использованию искусственного интеллекта (ИИ) для решения социокультурных проблем в Саудовской Аравии и содействия достижению целей устойчивого развития (ЦУР). Рост ИИ значительно повлиял на различные области, включая науки об обществе и городе, что делает его универсальным инструментом для анализа сложных социальных явлений, понимания человеческого поведения и оптимизации городской инфраструктуры. Саудовская Аравия, сталкиваясь с уникальными социокультурными вызовами, стремится к устойчивому развитию, опираясь на концепцию «Видение 2030» и различные проекты умных городов, подчеркивая важность решения таких проблем, как гендерное равенство, сохранение культуры, рост молодежного населения, быстрая урбанизация и изменение климата. В статье рассматриваются ИИ-приложения и модели, используемые для решения этих проблем и продвижения соответствующих ЦУР. Приложения, применяемые в сферах обработки естественного языка, компьютерного зрения и предиктивной аналитики, могут принести пользу в таких областях, как гендерное равенство, сохранение культуры, а также образование и трудоустройство молодежи. Аналогично, ИИ может оптимизировать управление водными ресурсами, потребление энергии и городское планирование в целях решения проблем быстрой урбанизации и изменения климата. Согласовав развитие технологий ИИ с целями устойчивого развития, Саудовская Аравия может раскрыть потенциал ИИ в вопросе создания устойчивых, адаптогенных и инклюзивных «умных городов», эффективно отвечающих на социокультурные вызовы. Результаты этого исследования имеют значение не только для Саудовской Аравии, и для других стран региона, но и за его пределами, подчеркивая важность интеграции ИИ для достижения целей устойчивого развития и повышения качества жизни.Скачивания
Литература
Aboud E., Alqahtan, F., Abdulfarraj M., Abraham E., El-Masry N., Osman H. (2023) Geothermal imaging of the Saudi cross-border city of NEOM deduced from magnetic data. Sustainability, vol. 15, no 5, pp. 4549. https://doi.org/10.3390/su15054549
Abubakar I. R., Aina Y. A. (2018) Achieving sustainable cities in Saudi Arabia: Juggling the competing urbanization challenges. E-planning and collaboration: Concepts, methodologies, tools, and applications, IGI Global, pp. 234–255. https://doi.org/10.4018/978-1-5225-5646-6.ch011
Abubakar I. R., Dano U. L. (2020) Sustainable urban planning strategies for mitigating climate change in Saudi Arabia. Environment, Development and Sustainability, vol. 22, no 6, pp. 5129–5152. https://doi.org/10.1007/s10668-019-00417-1
Abuhasel K. A. (2023) A GIS Approach for Analysis of Traffic Accident Hotspots in Abha and Bisha Cities, Saudi Arabia. Sustainability, vol. 15, no 19, pp. 14112. https://doi.org/10.3390/su151914112
Adibhesami M. A., Karimi H., Sepehri B. (2024) Optimizing Urban Design for Pandemics Using Reinforcement Learning and Multi-objective Optimization. https://doi.org/10.1007/978-981-99-9014-6_5
Al Jaafreh M. B., Allouzi M. A. (2023) Smart Cities Adoption in Saudi Arabia: A Comprehensive Review and Future Drivers. British Journal of Multidisciplinary and Advanced Studies, vol. 4, no 5, pp. 20–39. https://doi.org/10.37745/bjmas.2022.0300
Al-Ansi N. A., Uddin B., Alhrabi A., Wahid J. (2023) Impacts of Urban Growth Policy on Loss of Identity in Expanding Saudi Cities: A Case Study of Buraydah. International Journal of Sustainable Development & Planning, vol. 18, no 10. https://doi.org/10.18280/ijsdp.181001
Alasmari A. A. (2023) Challenges and social adaptation of international students in Saudi Arabia. Heliyon, vol. 9, no 5.
Albaqawy G. A., Alnaim M. M., Bay M. A., Touahmia M. (2023) Assessment of Saudi Arabia’s Classification and Selection Criteria for Heritage Sites: A Case Study of Barzan Heritage Area in Hail City. Sustainability, vol. 15, no 2, p. 1015. https://doi.org/10.3390/su15021015
Aldegheishem A. (2024) Assessing urban sustainability in Saudi Arabia: an empirical evidence from Al-Medina Al-Munawwarah. Environmental Research Communications, vol. 6, no 5, p. 055023. https://doi.org/10.1088/2515-7620/ad352c
AlDoaies B. H., Almagwashi H. (2018) Exploitation of the promising technology: using blockchain to enhance the security of IoT. 2018 21st Saudi Computer Society National Computer Conference (NCC), pp. 1–6. https://doi.org/10.1109/ncg.2018.8593102
Aldossari M., Calvard T. (2022) The politics and ethics of resistance, feminism and gender equality in Saudi Arabian organizations. Journal of Business Ethics, no 181(4), pp. 873–890. https://doi.org/10.1007/s10551-021-04949-3
Algarni M. A., Algarni A. A. M., Alqarni W. A., Alqassim A. Y. (2023) Knowledge and attitude of the general population in Saudi Arabia toward weight management medications (WMMs): a cross-sectional study. Cureus, vol. 15, no 8. https://doi.org/10.7759/cureus.42875
Alhamoudi A. M. (2024). Enabling Industry 4.0 Technologies to Drive Sustainable Housing Delivery across the Housing Supply Value Chain in Saudi Arabia: Challenges and Prospects. Sustainability, 16(13), 5413. https://doi.org/10.3390/su16135413
Alhefnawi M. A. M. (2022) Integrating the biophilia physiognomies in the context of Neom smart city in Saudi Arabia. Acta Scientiarum Polonorum Administratio Locorum, vol. 21, no 2, pp. 159–171. https://doi.org/10.31648/aspal.7064
Alismail S., Faridi M. R. (2021) Harnessing the power of Irtiqaa: An initiative inspired by vision 2030, Kingdom of Saudi Arabia. Academy of Strategic Management Journal, vol. 20, no 1, pp. 1–10.
Almajed O. S., Aljouie A., Alghamdi R., Alabdulwahab F. N., Laheq M. T. (2024) Transforming dental care in Saudi Arabia: challenges and opportunities. Cureus, vol. 16, no 2. https://doi.org/10.7759/cureus.54282
Almulhim A. I. (2021) Public knowledge and perception of climate change and global warming in the context of environmental challenges and policies in Saudi Arabia. WIT Transactions on Ecology and the Environment, no 253, pp. 577–589. https://doi.org/10.2495/sc210471
Almulhim A. I., Cobbinah P. B. (2023) Urbanization-environment conundrum: an invitation to sustainable development in Saudi Arabian cities. International Journal of Sustainable Development & World Ecology, vol. 30, no 4, pp. 359–373. https://doi.org/10.1080/13504509.2022.2152199
Al-Nasrallah W. (2023) The decade long story of gender equality and female empowerment: a case study of corporate disclosures in Saudi Arabia. Sustainability Accounting, Management and Policy Journal, vol. 14, no 1, pp. 216–241. https://doi.org/10.1108/sampj-04-2022-0193
Alnasser A., Musallat N. (2022). Food sustainability knowledge among Saudis: Towards the goals of Saudi Vision 2030. Sustainability, vol. 14, no 18, pp. 11398. https://doi.org/10.3390/su141811398
Alnufaie H., Beghum S. (2021) Emerging pattern of women empowerment in Saudi Arabia. Research Review International Journal of Multidisciplinary, vol. 6, no 5, pp. 21–25. https://doi.org/10.31305/rrijm.2021.v06.i05.002
Alotaibi B. S., Elnaklah R., Agboola O. P., Abuhussain M. A., Tunay M., Dodo Y. A., Maghrabi A., Alyami M. (2024) Enhancing Najran’s sustainable smart city development in the face of urbanization challenges in Saudi-Arabia. Journal of Asian Architecture and Building Engineering, pp. 1–31. https://doi.org/10.1080/13467581.2024.2358203
Al-Otaibi N. M., Mansour D. S. B. M. (2021) Obstacles to Practicing Responsiveness to Intervention in Primary Schools by Learning Disabilities Teachers in Jubail, Saudi Arabia. Educational Research and Innovation Journal, vol. 1, no 1, pp. 116–139. https://doi.org/10.21608/erji.2021.178806
Alotaibi N. S., Alshehri A. H. (2023) Prospers and obstacles in using artificial intelligence in Saudi Arabia higher education institutions—The potential of AI-based learning outcomes. Sustainability, vol. 15, no 13, p. 10723. https://doi.org/10.3390/su151310723
Alqahtany A. (2023) GIS-based assessment of land use for predicting increase in settlements in Al Ahsa Metropolitan Area, Saudi Arabia for the year 2032. Alexandria Engineering Journal, no 62, pp. 269–277. https://doi.org/10.1016/j.aej.2022.07.020
Alqahtany A., Aravindakshan S. (2022) Urbanization in Saudi Arabia and sustainability challenges of cities and heritage sites: Heuristical insights. Journal of Cultural Heritage Management and Sustainable Development, vol. 12, no 4, pp. 408–425. https://doi.org/10.1108/jchmsd-07-2020-0108
Alsharif S., Ulrich-Schad J. D. (2019) Unemployed Women in Rural Saudi Arabia: Gender, Mobility and Social Challenges. Dirasat: Human and Social Sciences, vol. 46, no 4.
Alshehaby F. (2024) Assessing the Legal Protection of Intangible Cultural Heritage in Saudi Arabia: A Critical Analysis in the Context of the 2003 UNESCO Convention. Laws, vol. 13, no 2, p. 13. https://doi.org/10.3390/laws13020013
Altassan A. (2023) Sustainability of heritage villages through eco-tourism investment (case study: Al-Khabra Village, Saudi Arabia). Sustainability, vol. 15, no 9, p. 7172. https://doi.org/10.3390/su15097172
Ametepey S. O., Aigbavboa C., Thwala W. D., Addy H. (2024) The Impact of AI in Sustainable Development Goal Implementation: A Delphi Study. Sustainability, vol. 16, no 9, p. 3858. https://doi.org/10.3390/su16093858
Arruda E. P., Arruda D. P. (2024) Artificial intelligence for SDG 4 of the 2030 agenda: Transforming education to achieve quality, equality, and inclusion. Sustainable Economies, vol. 2, no 2, p. 34. https://doi.org/10.62617/se.v2i2.34
Asem A., Mohammad A. A., Ziyad I. A. (2024) Navigating Digital Transformation in Alignment with Vision 2030: A Review of Organizational Strategies, Innovations, and Implications in Saudi Arabia. Journal of Knowledge Learning and Science Technology, vol. 3, no 2, pp. 21–29. https://doi.org/10.60087/jklst.vol3.n2.p29
Azeem M. I., Alhafi Alotaibi B. (2023) Farmers’ beliefs and concerns about climate change, and their adaptation behavior to combat climate change in Saudi Arabia. PLoS One, vol. 18, no 1, p. e0280838. https://doi.org/10.1371/journal.pone.0280838
Baena-Morales S., Jerez-Mayorga D., Fernández-González F. T., López-Morales J. (2020) The use of a cooperative-learning activity with university students: A gender experience. Sustainability, vol. 12, no 21, p. 9292. https://doi.org/10.3390/su12219292
Balabel A., Alwetaishi M. (2021) Towards sustainable residential buildings in Saudi Arabia according to the conceptual framework of “Mostadam” rating system and vision 2030. Sustainability, vol. 13, no 2, p. 793. https://doi.org/10.3390/su13020793
Barbosa M. R. de V, Vieira A. O., Peixoto A., Canhos D. A. L., Stehmann J., Menezes M., Maia L. (2022) Building Networks to Promote Knowledge of Brazil’s Biodiversity: The experience of the INCT-Virtual Herbarium. Biodiversity Information Science and Standards, no 6, p. e91462. https://doi.org/10.3897/biss.6.91462
Bashir B., Alsalman A. (2023) Morpho-Hydrological Analysis and Preliminary Flash Flood Hazard Mapping of Neom City, Northwestern Saudi Arabia, Using Geospatial Techniques. Sustainability, vol. 16, no 1, p. 23. https://doi.org/10.3390/su16010023
Bjola C. (2022) AI for development: Implications for theory and practice. Oxford Development Studies, vol. 50, no 1, pp. 78–90. https://doi.org/10.1080/13600818.2021.1960960
Brown Dr S. H., Mitchell Dr N., Yildirim Dr E. A., Buckley AM K., Ortsin G. (2019) Panel 4 Sustainability and Rural Landscapes: CultureNature-based solutions.
Chang M. (2024) Urban Investment Bond and Green Financial Innovation: Literature Review and Case Studies. Advances in Economics and Management Research, vol. 10, no 1, p. 286. https://doi.org/10.56028/aemr.10.1.286.2024
Chen Z., Wu M., Chan A., Li X., Ong Y.-S. (2023) Survey on AI sustainability: emerging trends on learning algorithms and research challenges. IEEE Computational Intelligence Magazine, vol. 18, no 2, pp. 60–77. https://doi.org/10.1109/mci.2023.3245733
Chisom O. N., Biu P. W., Umoh A. A., Obaedo B. O., Adegbite A. O., Abatan A. (2024) Reviewing the role of AI in environmental monitoring and conservation: A data-driven revolution for our planet. World Journal of Advanced Research and Reviews, vol. 21, no 1, pp. 161–171. https://doi.org/10.30574/wjarr.2024.21.1.2720
Cirianni F. M. M., Comi A., Quattrone A. (2023) Mobility control centre and artificial intelligence for sustainable urban districts. Information, vol. 14, no 10, p. 581. https://doi.org/10.3390/info14100581
DARRAJ E. K. (2019) Build Operate Transfer contracts and how its role is determined to meet Sustainable Development goals in Saudi Arabia According to Saudi Vision 2030.
Dawana I. R., Prahani B. K., Hariyono E., Ghofur M. A., Wibowo F. C., Bunyamin M. A. H. (2024) Utilisation of augmented reality technology in physics education: A bibliometric analysis and its impact on Sustainable Development Goals (SDGs). E3S Web of Conferences, no 513, p. 04006. https://doi.org/10.1051/e3sconf/202451304006
Del-Aguila-Arcentales S., Alvarez-Risco A., Jaramillo-Arévalo M., De-la-Cruz-Diaz M., de las Mercedes Anderson-Seminario M. (2022) Influence of social, environmental and economic sustainable development goals (SDGs) over continuation of entrepreneurship and competitiveness. Journal of Open Innovation: Technology, Market, and Complexity, vol. 8, no 2, p. 73. https://doi.org/10.3390/joitmc8020073
Dhanraj D., Vora D., Naik P. (2023) A Multiobjective Deep Learning Solution for Optimizing Cooling Rates of Urban Courtyard Blocks in Hot Arid Zones. International Journal of Sustainable Development & Planning, vol. 18, no 10. https://doi.org/10.18280/ijsdp.181008
Dhifaoui Z., Ncibi K., Gasmi F., Alqarni A. A. (2023) The Nexus between Climate Change and Geopolitical Risk Index in Saudi Arabia Based on the Fourier-Domain Transfer Entropy Spectrum Method. Sustainability, vol. 15, no 18, p. 13579. https://doi.org/10.3390/su151813579
Dong C., Xu G., Han G., Bethe, B. J., Xie W., Zhou S. (2022) Recent developments in artificial intelligence in oceanography. Ocean-Land-Atmosphere Research.
Dube T., Huhn A. L., Guimarães Nobre G., Moyo E. N., Enenkel M. (2024) Incorporating indigenous knowledge systems-based climate services in anticipatory action in Zimbabwe: an ex-ante assessment. Frontiers in Climate, no 6, p. 1301908. https://doi.org/10.3389/fclim.2024.1301908
Elufioye O. A., Ike C. U., Odeyemi O., Usman F. O., Mhlongo N. Z. (2024) Ai-Driven predictive analytics in agricultural supply chains: a review: assessing the benefits and challenges of ai in forecasting demand and optimizing supply in agriculture. Computer Science & IT Research Journal, vol. 5, no 2, pp. 473–497. https://doi.org/10.51594/csitrj.v5i2.817
Fomin V., Putrimas M., Žižiūnas T., Laužikas R. (2022) Reference architecture for AI-based urban heritage preservation risks monitoring tool. Baltic Journal of Modern Computing, vol. 10, no 2, pp. 142–158. https://doi.org/10.22364/bjmc.2022.10.2.04
Gómez-Villarino M. T., Briz T. (2022) With sustainable use of local inputs, urban agriculture delivers community benefits beyond food. California Agriculture, vol. 76, no 4. https://doi.org/10.3733/ca.2022a0013
Guermazi I., Gharbi M. W. (2024) Analyzing the achievement of the sustainable development goals (SDGs) in Saudi Arabia and the impact of the COVID-19 pandemic. Journal of Financial Reporting and Accounting. https://doi.org/10.1108/jfra-09-2023-0579
Hamdan A., Ibekwe K. I., Etukudoh E. A., Umoh A. A., Ilojianya V. I. (2024) AI and machine learning in climate change research: A review of predictive models and environmental impact. World Journal of Advanced Research and Reviews, vol. 21, no 1, pp. 1999–2008. https://doi.org/10.30574/wjarr.2024.21.1.0257
Hannan M. A., Al-Shetwi A. Q., Ker P. J., Begum R. A., Mansor M., Rahman S. A., Dong Z. Y., Tiong S. K., Mahlia T. M. I., Muttaqi K. M. (2021) Impact of renewable energy utilization and artificial intelligence in achieving sustainable development goals. Energy Reports, no 7, pp. 5359–5373. https://doi.org/10.1016/j.egyr.2021.08.172
Hasas A., Hakimi M., Shahidzay A. K., Fazil A. W. (2024) AI for Social Good: Leveraging Artificial Intelligence for Community Development. Journal of Community Service and Society Empowerment, vol. 2, no 02, pp. 196–210. https://doi.org/10.59653/jcsse.v2i02.592
Iheanetu K. J. (2022) Solar photovoltaic power forecasting: A review. Sustainability, vol. 14, no 24, p. 17005.
İpek Z. H., Gözüm A. I. C., Papadakis S., Kallogiannakis M. (2023) Educational Applications of the ChatGPT AI System: A Systematic Review Research. Educational Process: International Journal, vol. 12, no 3, pp. 26–55. https://doi.org/10.22521/edupij.2023.123.2
Joel O. S., Oyewole A. T., Odunaiya O. G., Soyombo O. T. (2024) Leveraging artificial intelligence for enhanced supply chain optimization: a comprehensive review of current practices and future potentials. International Journal of Management & Entrepreneurship Research, vol. 6, no 3, pp. 707–721. https://doi.org/10.51594/ijmer.v6i3.882
Kannengießer S. (2023) From Millennium Development Goals to Sustainable Development Goals: Transforming development communication to sustainability communication. Studies in Communication Sciences, vol. 23, no 1, pp. 121–135. https://doi.org/10.24434/j.scoms.2023.01.3516
Karimi H., Adibhesami M. A., Hoseinzadeh S., Salehi A., Groppi D., Garcia D. A. (2024) Harnessing Deep Learning and Reinforcement Learning Synergy as a Form of Strategic Energy Optimization in Architectural Design: A Case Study in Famagusta, North Cyprus. Buildings, vol. 14, no 5, p. 1342. https://doi.org/10.3390/buildings14051342
Karpov O. E., Pitsik E. N., Kurkin S. A., Maksimenko V. A., Gusev A. V, Shusharina N. N., Hramov A. E. (2023) Analysis of publication activity and research trends in the field of ai medical applications: Network approach. International Journal of Environmental Research and Public Health, vol. 20, no 7, p. 5335. https://doi.org/10.3390/ijerph20075335
Kass J. M., Takashina N., Friedman N. R., Kusumoto B., Blair M. E. (2022) Idea paper: Improving forecasts of community composition with lightweight biodiversity monitoring across ecological and anthropogenic disturbance gradients. Ecological Research, vol. 37, no 4, pp. 466–470. https://doi.org/10.32942/osf.io/mxg6q
Khateb A. M., Alkhaibari S. A. (2023) Cross-sectional investigation of mycological diagnosis challenges in Saudi Arabia. Frontiers in Cellular and Infection Microbiology, no 13, p. 1203892. https://doi.org/10.3389/fcimb.2023.1203892
Kondepudi S., Kondepudi R. (2018) What constitutes a Smart City? In E-Planning and Collaboration: Concepts, Methodologies, Tools, and Applications, vols. 1–3. https://doi.org/10.4018/978-1-5225-5646-6.ch001
Kumar N., Sundaram K., Reena R., Madhumathi S. (2023) Optimizing Energy Consumption in Smart Homes Using Machine Learning Techniques. E3S Web of Conferences, no 387, p. 02002. https://doi.org/10.1051/e3sconf/202338702002
Kurnia S., Alamsyahbana M. I., Chartady R., Arifin S. V., Sesaria M. I. (2023) Circular Solutions for Decent Work and Economic Growth: Lessons from Sustainable Development Goals (SDG) 8. Academia Open, vol. 8, no 1, pp. 10–21070. https://doi.org/10.21070/acopen.8.2023.6657
Limberger R., Daugaard U., Choffat Y., Gupta A., Jelic M., Jyrkinen S., Krug R. M., Nohl S., Pennekamp F., van Moorsel S. J. (2024) Biodiversity increases the forecastability of species abundances in changing environments. BioRxiv, 2024. https://doi.org/10.1101/2024.04.30.591860
Luppicini R., Walabe E. (2021) Exploring the socio-cultural aspects of e-learning delivery in Saudi Arabia. Journal of Information, Communication and Ethics in Society, vol. 19, no 4, pp. 560–579. https://doi.org/10.1108/jices-03-2021-0034
Ma H., Vo T. V., Leong T.-Y. (2023) Hierarchical Reinforcement Learning with Human-AI Collaborative Sub-Goals Optimization. Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, pp. 2310–2312. https://doi.org/10.65109/bwek3590
Marji N., Kohout M., Chen L., Isik G. E., Kumar A. R. (2024) AI-enabled transition to smart European cities. Acta Polytechnica CTU Proceedings, no 46, pp. 85–93. https://doi.org/10.14311/app.2024.46.0085
Maroju R. G., Choudhari S. G., Shaikh M. K., Borkar S. K., Mendhe H. (2023) Application of Artificial Intelligence in the Management of Drinking Water: A Narrative Review. Cureus, vol. 15(11). https://doi.org/10.7759/cureus.49344
Mashhood M., Salman H., Amjad R., Nisar H. (2023) The Advantages of Using Artificial Intelligence in Urban Planning–A Review of Literature. STATISTICS, COMPUTING AND INTERDISCIPLINARY RESEARCH, vol. 5, no 2, pp. 1–12. https://doi.org/10.52700/scir.v5i2.125
Matsui T., Suzuki K., Ando K., Kitai Y., Haga C., Masuhara N., Kawakubo S. (2022) A natural language processing model for supporting sustainable development goals: translating semantics, visualizing nexus, and connecting stakeholders. Sustainability Science, vol. 17, no 3, pp. 969–985. https://doi.org/10.1007/s11625-022-01093-3
MAZZETTO S. (2022) Sustainable heritage conservation in the Gulf Regions. Proceedings of International Structural Engineering and Construction, no 9, p. 2.
Meng F., Weng K., Shallal B., Chen X., Mourshed M. (2018) Forecasting algorithms and optimization strategies for building energy management & demand response. Proceedings, vol. 2, no 15, p. 1133. https://doi.org/10.3390/proceedings2151133
Milicevic N., Kalas B., Djokic N., Malcic B., Djokic I. (2024) Students’ Intention toward Artificial Intelligence in the Context of Digital Transformation. Sustainability, vol. 16, no 9, p. 3554. https://doi.org/10.3390/su16093554
Mishra S. P., Mishra D. P., Mishra S. (2023) The etymology of gender violence (SDG-5) in anthropocene: India. Journal of Applied Life Sciences International, vol. 26, no 3, pp. 53–69. https://doi.org/10.9734/jalsi/2023/v26i3607
Mohammadi S. O., Kalhor A. (2021) Smart fashion: A review of AI applications in virtual try-on & fashion synthesis. Journal of Artificial Intelligence, vol. 3, no 4, p. 284. https://doi.org/10.36548/jaicn.2021.4.002
Molina-Molina J. C., Salhaoui M., Guerrero-González A., Arioua M. (2021) Autonomous marine robot based on AI recognition for permanent surveillance in marine protected areas. Sensors, vol. 21, no 8, p. 2664. https://doi.org/10.3390/s21082664
Mooney T. A., Di Iorio L., Lammers M., Lin T.-H., Nedelec S. L., Parsons M., Radford C., Urban E., Stanley J. (2020) Listening forward: approaching marine biodiversity assessments using acoustic methods. Royal Society Open Science, vol. 7, no 8, p. 201287. https://doi.org/10.1098/rsos.201287
Mraz A. L., Tumwebaze I. K., McLoughlin S. R., McCarthy M. E., Verbyla M. E., Hofstra N., Rose J. B., Murphy H. M. (2021) Why pathogens matter for meeting the united nations’ sustainable development goal 6 on safely managed water and sanitation. Water Research, no 189, p. 116591. https://doi.org/10.1016/j.watres.2020.116591
Mutambik I. (2024) The Use of AI-Driven Automation to Enhance Student Learning Experiences in the KSA: An Alternative Pathway to Sustainable Education. Sustainability, vol. 16, no 14, p. 5970. https://doi.org/10.3390/su16145970
Nagahisarchoghaei M., Nur N., Cummins L., Nur N., Karimi M. M., Nandanwar S., Bhattacharyya S., Rahimi S. (2023) An empirical survey on explainable ai technologies: Recent trends, use-cases, and categories from technical and application perspectives. Electronics, vol. 12, no 5, p. 1092. https://doi.org/10.3390/electronics12051092
Napolitano E. V. (2023) Intelligent technologies for urban progress: exploring the role of ai and advanced telecommunications in smart city evolution. European Conference on Advances in Databases and Information Systems, pp. 676–683. https://doi.org/10.1007/978-3-031-42941-5_61
Nzeako G., Akinsanya M. O., Popoola O. A., Chukwurah E. G., Okeke C. D. (2024) The role of AI-Driven predictive analytics in optimizing IT industry supply chains. International Journal of Management & Entrepreneurship Research, vol. 6, no 5, pp. 1489–1497. https://doi.org/10.51594/ijmer.v6i5.1096
Okulich-Kazarin V., Artyukhov A., Skowron Ł., Artyukhova N., Dluhopolskyi O., Cwynar W. (2023) Sustainability of Higher Education: Study of Student Opinions about the Possibility of Replacing Teachers with AI Technologies. Sustainability, vol. 15, no 1, p. 55. https://doi.org/10.3390/su16010055
Olubiyi T. O., Jubril B., Sojinu O. S., Ngari R. (2022) Strengthening Gender Equality in Small Business and Achieving Sustainable Development Goals (SDGS): Comparative Analysis of Kenya and Nigeria. Sawala: Jurnal Administrasi Negara, vol. 10, no 2, pp. 168–186. https://doi.org/10.30656/sawala.v10i2.5663
Orben A. (2020) Teenagers, screens and social media: a narrative review of reviews and key studies. Social Psychiatry and Psychiatric Epidemiology, vol. 55, no 4, pp. 407–414. https://doi.org/10.1007/s00127-019-01825-4
Pandey A. K., Selvakumar V., Lavanya P., Prabha S. L., Mageshwari S. U., Naidu K. B., Srivastava R. (2024) Optimizing Power Management in IoT Devices Using Machine Learning Techniques. J. Electrical Systems, vol. 20, no 5. https://doi.org/10.52783/jes.3331
Pandey S., Twala B., Singh R., Gehlot A., Singh A., Montero E. C., Priyadarshi N. (2022) Wastewater treatment with technical intervention inclination towards smart cities. Sustainability, vol. 14, no 18, p. 11563. https://doi.org/10.3390/su141811563
Pigola A., da Costa P. R., Carvalho L. C., Silva L. F. da, Kniess C. T., Maccari E. A. (2021) Artificial intelligence-driven digital technologies to the implementation of the sustainable development goals: A perspective from Brazil and Portugal. Sustainability, vol. 13, no 24, p. 13669. https://doi.org/10.3390/su132413669
Ramadan R. H., Ramadan M. S., Alkad, I. I., Alogayell H. M., Ismail I. Y., Khairy N. (2022) Assessment of sustainable world heritage areas in Saudi Arabia based on climate change impacts on vulnerability using RS and GIS. Sustainability, vol. 14, no 23, p. 15831. https://doi.org/10.3390/su142315831
Rebahi Y., Hilliger B., Lowin P., Cardoso A. (2023) AI based predictive maintenance as a key enabler for circular economy: The KYKLOS 4.0 approach. 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), pp. 367–372. https://doi.org/10.1109/dcoss-iot58021.2023.00066
Requena-Mullor J. M., López E., Castro A. J., Alcaraz-Segura D., Castro H., Reyes A., Cabello J. (2017) Remote-sensing based approach to forecast habitat quality under climate change scenarios. PloS One, vol. 12, no 3, p. e0172107. https://doi.org/10.1371/journal.pone.0172107
Roa T. V., Triana W. A. (2021) Colección de mamíferos de referencia y exhibición del Museo de Ciencias Naturales Federico Carlos Lehmann Valencia, Cali, Colombia. Mammalogy Notes, vol. 7, no 1, p. 205. https://doi.org/10.47603/mano.v7n1.205
Sakapaji S. C., Puthenkalam J. J. (2023) Harnessing AI for Climate-Resilient Agriculture: Opportunities and Challenges. European Journal of Theoretical and Applied Sciences, vol. 1, no 6, pp. 1144–1158. https://doi.org/10.59324/ejtas.2023.1(6).111
Sen S., Saha S., Chaki S., Saha P., Dutta P. (2021) Analysis of PCA based adaboost machine learning model for predict mid-term weather forecasting. Computational Intelligence and Machine Learning, vol. 2, no 2, pp. 41–52. https://doi.org/10.36647/ciml/02.02.a005
Shah C. S., Krishnan S. (2024) ICT, gender inequality, and income inequality: a panel data analysis across countries. Information Systems Frontiers, vol. 26, no 2, pp. 709–727. https://doi.org/10.1007/s10796-023-10396-4
Surmeli A., Narla N. P., Hoeflin C. (2022) Social Enterprises and Sustainable Development Goals: How a Global Health Project Transformed Into a Social Venture–The Case of HERA App for Refugees. In Research Anthology on Measuring and Achieving Sustainable Development Goals, IGI Global, pp. 353–373. https://doi.org/10.4018/978-1-6684-3885-5.ch018
Tawfik M., Shehata A. S., Hassan A. A., Kotb M. A. (2024) Introducing Optimal Energy Hub Approach in Smart Green Ports based on Machine Learning Methodology. https://doi.org/10.21203/rs.3.rs-3607053/v1
Theodorou A., Nieves J. C., Dignum V. (2022) Good AI for good: How AI strategies of the Nordic Countries address the sustainable development goals. ArXiv Preprint ArXiv:2210.09010.
Tuğaç Ç. (2023) Birleşmiş Milletler Sürdürülebilir Kalkınma Amaçlarının Gerçekleştirilmesinde Yapay Zeka Uygulamalarının Rolü. Sayıştay Dergisi, no 128, pp. 73–99. https://doi.org/10.52836/sayistay.1245051
Yadav M., Singh G. (2023) Environmental sustainability with artificial intelligence. EPRA International Journal of Multidisciplinary Research (IJMR), vol. 9, no 5, pp. 213–217. https://doi.org/10.36713/epra13325
Yadav S. K. (2023) Socio-cultural Challenges on Federal Structure Nepal. Patan Prospective Journal, vol. 3, no 2, pp. 195–204. https://doi.org/10.3126/ppj.v3i2.66189
Yi I. (2023) Encyclopedia of the Social and Solidarity Economy: A Collective Work of the United Nations Inter-Agency Task Force on SSE (UNTFSSE), Edward Elgar Publishing. https://doi.org/10.4337/9781803920924
Yu Y., Li M., Liu L., Li Y., Wang J. (2019) Clinical big data and deep learning: Applications, challenges, and future outlooks. Big Data Mining and Analytics, vol. 2, no 4, pp. 288–305. https://doi.org/10.26599/bdma.2019.9020007
Yue Y., Li S., Legg P., Li F. (2021) Deep Learning‐Based Security Behaviour Analysis in IoT Environments: A Survey. Security and Communication Networks, no 1, p. 8873195. https://doi.org/10.1155/2021/8873195
Zhang F., Cui X., Wang Z., Chen S., Liu Q., Liu C. (2020) A Systematic Study of AI Applications in Cybersecurity Competitions. 2020 IEEE 14th International Conference on Big Data Science and Engineering (BigDataSE), pp. 138–146. https://doi.org/10.1109/bigdatase50710.2020.00026
Ziesche S., Agarwal S., Nagaraju U., Prestes E., Singha N. (2023) Role of artificial intelligence in advancing sustainable development goals in the agriculture sector. In The ethics of artificial intelligence for the sustainable development goals, Springer, pp. 379–397 https://doi.org/10.1007/978-3-031-21147-8_21

.png)