The AI-assisted Traditional Design Methods for the Construction Sustainability: A Case Study of the Lisu Ethnic Minority Village

Yıl 2024, Cilt: 9 Sayı: 2, 213 - 233, 30.10.2024

Jian Zhang , Xinwei Song

https://doi.org/10.28978/nesciences.1569562

Öz

In recent decades, economic and technical advancements have surged tremendously, accompanied by non-regulatory and unsustainable use of non-renewable assets. The ecological field of toxicology has garnered considerable focus on elucidating the impact of harmful substances on people's wellness. Environmental hazardous chemicals induce many illnesses, posing a heightened danger to youngsters, pregnant women, the elderly, and anyone with preexisting health conditions. Air pollution adversely impacts human health, leading to heightened morbidity and death, necessitating intensified toxicological investigations on industrial air pollution affecting the general populace. It is necessary to develop a computerized Ecological Toxicology-based Air Pollution Management System. Constructive social development is driven by cultural education. It can guarantee a sustainable future, protect national history, and unleash community potential. This study examines Chinese architects' perspectives and understanding of sustainability in village revitalization and conservation. It incorporates traditional Lisu building techniques and materials in Hunan, China. To close research gaps, this study looks at the contributions made by architects to traditional practice integration and environmentally conscious architectural design. This study proposes an IoT-enabled Environmental Toxicology platform for air pollution surveillance, utilizing artificial intelligence (AI) techniques to mitigate the limits of standard monitoring systems and lower total costs, enhancing human wellness. The research examined the intricate interaction between architects' understanding of sustainability, Lisu building techniques and materials, and sustainable architectural designs in village preservation and revitalization programs using path analysis on data from 326 architects in Hunan Province. Lisu building practices and materials strongly correlate with architects' awareness of and attitudes toward sustainability. According to the research, these characteristics are necessary for sustainable architectural solutions that support village revival and preservation. This study has significant theoretical and practical ramifications for academics, lawmakers, and architects. To evaluate the air quality monitoring efficacy of the suggested approach, a comprehensive series of simulation analyses is conducted, and the results are assessed at durations of 5, 15, 30, and 60 minutes. The experimental results demonstrate the superior efficacy of the suggested model compared to current methodologies. These findings could lead to the creation of sustainable design solutions that advance rural development. A thorough overview of upcoming studies on sustainable design approaches in Chinese contexts rounds out this talk.

Anahtar Kelimeler

Air pollution, building, sustainability, environment

Kaynakça

• Agarwal, A. K., & Mustafi, N. N. (2021). Real-world automotive emissions: Monitoring methodologies, and control measures. Renewable and Sustainable Energy Reviews, 137, 110624. https://doi.org/10.1016/j.rser.2020.110624
• Alim, M. A., Rahman, A., Tao, Z., Garner, B., Griffith, R., & Liebman, M. (2022). Green roof as an effective tool for sustainable urban development: An Australian perspective in relation to stormwater and building energy management. Journal of Cleaner Production, 362, 132561. https://doi.org/10.1016/j.jclepro.2022.132561
• 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, 12(4), 408-425.
• Asad, M. M., Naz, A., Churi, P., & Tahanzadeh, M. M. (2021). Virtual reality as pedagogical tool to enhance experiential learning: a systematic literature review. Education Research International, 2021(1), 7061623. https://doi.org/10.1155/2021/7061623
• Bonoli, A., Zanni, S., & Serrano-Bernardo, F. (2021). Sustainability in building and construction within the framework of circular cities and european new green deal. The contribution of concrete recycling. Sustainability, 13(4), 2139. https://doi.org/10.3390/su13042139
• Burleson, G., Lajoie, J., Mabey, C., Sours, P., Ventrella, J., Peiffer, E., & Aranda, I. (2023). Advancing sustainable development: emerging factors and futures for the engineering field. Sustainability, 15(10), 7869. https://doi.org/10.3390/su15107869
• Castelli, M., Clemente, F. M., Popovič, A., Silva, S., & Vanneschi, L. (2020). A machine learning approach to predict air quality in California. Complexity, 2020(1), 8049504. https://doi.org/10.1155/2020/8049504
• Chen, M., Tong, H., Xu, Y., Zhou, Q., & Hu, L. (2022). Value Analysis and Rehabilitation Strategies for the Former Qingdao Exchange Building—A Case Study of a Typical Modern Architectural Heritage in the Early 20th Century in China. Buildings, 12(7), 980. https://doi.org/10.3390/buildings12070980
• Chow, T. C., Zailani, S., Rahman, M. K., Qiannan, Z., Bhuiyan, M. A., & Patwary, A. K. (2021). Impact of sustainable project management on project plan and project success of the manufacturing firm: Structural model assessment. Plos one, 16(11), e0259819. https://doi.org/10.1371/journal.pone.0259819
• Chung, H., & Lee, J. (2019). Community cultural resources as sustainable development enablers: A case study on Bukjeong Village in Korea compared with Naoshima Island in Japan. Sustainability, 11(5), 1401. https://doi.org/10.3390/su11051401
• Dingley, J., & Catterall, P. (2020). Language, religion and ethno-national identity: the role of knowledge, culture and communication. Ethnic and Racial Studies, 43(2), 410-429.
• Duan, H., Li, J., Fan, S., Lin, Z., Wu, X., & Cai, W. (2021, October). Metaverse for social good: A university campus prototype. In Proceedings of the 29th ACM international conference on multimedia, 153-161.
• Fan, X., Chu, Z., Chu, X., Wang, S., Huang, W. C., & Chen, J. (2023). Quantitative evaluation of the consistency level of municipal solid waste policies in China. Environmental Impact Assessment Review, 99, 107035. https://doi.org/10.1016/j.eiar.2023.107035
• Feria, M., & Amado, M. (2019). Architectural design: Sustainability in the decision-making process. Buildings, 9(5), 135. https://doi.org/10.3390/buildings9050135
• Kumar, A. (2022). Indian rural housing: an approach toward sustainability. In Cognitive Data Models for Sustainable Environment, 253-286, Academic Press.
• Kurtaslan, B. O. (2020). Examination of Selcuk University Alaaddin Keykubat Campus in the context of ecological landscape design. Journal of Environmental Biology, 41(2), 463-474.
• Kweon, D., & Youn, Y. C. (2021). Factors influencing sustainability of traditional village groves (Maeulsoop) in Korea. Forest Policy and Economics, 128, 102477. https://doi.org/10.1016/j.forpol.2021.102477
• Labadi, S., Giliberto, F., Rosetti, I., Shetabi, L., & Yildirim, E. (2021). Heritage and the sustainable development goals: Policy guidance for heritage and development actors. International Journal of Heritage Studies.
• Laghari, A. A., Wu, K., Laghari, R. A., Ali, M., & Khan, A. A. (2021). A review and state of art of Internet of Things (IoT). Archives of Computational Methods in Engineering, 1-19.
• Leporelli, E., & Santi, G. (2019). From psychology of sustainability to sustainability of urban spaces: Promoting a primary prevention approach for well-being in the healthy city designing. A waterfront case study in livorno. Sustainability, 11(3), 760.
• Lu, W., Tan, T., Xu, J., Wang, J., Chen, K., Gao, S., & Xue, F. (2021). Design for manufacture and assembly (DfMA) in construction: The old and the new. Architectural Engineering and Design Management, 17(1-2), 77-91.
• Lu, Y., & Ahmad, Y. (2023). Heritage protection perspective of sustainable development of traditional villages in Guangxi, China. Sustainability, 15(4), 3387. https://doi.org/10.3390/su15043387
• Luo, N., Zang, Z., Yin, C., Liu, M., Jiang, Y., Zuo, C., & Yan, X. (2022). Explainable and spatial dependence deep learning model for satellite-based O3 monitoring in China. Atmospheric Environment, 290, 119370. https://doi.org/10.1016/j.atmosenv.2022.119370
• Munaro, M. R., Tavares, S. F., & Bragança, L. (2020). Towards circular and more sustainable buildings: A systematic literature review on the circular economy in the built environment. Journal of cleaner production, 260, 121134. https://doi.org/10.1016/j.jclepro.2020.121134
• Norouzi, M., Chàfer, M., Cabeza, L. F., Jiménez, L., & Boer, D. (2021). Circular economy in the building and construction sector: A scientific evolution analysis. Journal of Building Engineering, 44, 102704. https://doi.org/10.1016/j.jobe.2021.102704
• Otoom, M., Otoum, N., Alzubaidi, M. A., Etoom, Y., & Banihani, R. (2020). An IoT-based framework for early identification and monitoring of COVID-19 cases. Biomedical signal processing and control, 62, 102149. https://doi.org/10.1016/j.bspc.2020.102149
• Qu, Y., Zhan, L., Jiang, G., Ma, W., & Dong, X. (2021). How to Address “Population Decline and Land Expansion (PDLE)" of rural residential areas in the process of Urbanization: A comparative regional analysis of human-land interaction in Shandong Province. Habitat International, 117, 102441. https://doi.org/10.1016/j.habitatint.2021.102441
• Rana, A., Rawat, A. S., Afifi, A., Singh, R., Rashid, M., Gehlot, A., & Alshamrani, S. S. (2022). A long-range internet of things-based advanced vehicle pollution monitoring system with node authentication and blockchain. Applied Sciences, 12(15), 7547. https://doi.org/10.3390/app12157547
• Sang, L., Yu, M., Lin, H., Zhang, Z., & Jin, R. (2021). Big data, technology capability and construction project quality: a cross-level investigation. Engineering, Construction and Architectural Management, 28(3), 706-727.
• Sharma, E., Deo, R. C., Prasad, R., Parisi, A. V., & Raj, N. (2020). Deep air quality forecasts: suspended particulate matter modeling with convolutional neural and long short-term memory networks. Ieee Access, 8, 209503-209516.
• Shen, J., & Chou, R. J. (2022). Rural revitalization of Xiamei: The development experiences of integrating tea tourism with ancient village preservation. Journal of Rural Studies, 90, 42-52.
• Shen, J., Han, C., Li, G., & Wang, X. (2023). Influencing Factors in Visual Preference Assessment of Redeveloped Urban Villages in China: A Case Study of Guangdong Province. Buildings, 13(3), 612.
• Tagliabue, L. C., Cecconi, F. R., Rinaldi, S., & Ciribini, A. L. C. (2021). Data driven indoor air quality prediction in educational facilities based on IoT network. Energy and Buildings, 236, 110782. https://doi.org/10.1016/j.enbuild.2021.110782
• Turner, M. C., Andersen, Z. J., Baccarelli, A., Diver, W. R., Gapstur, S. M., Pope III, C. A., & Cohen, A. (2020). Outdoor air pollution and cancer: An overview of the current evidence and public health recommendations. CA: a cancer journal for clinicians, 70(6), 460-479.
• Ukaogo, P. O., Ewuzie, U., & Onwuka, C. V. (2020). Environmental pollution: causes, effects, and the remedies. In Microorganisms for sustainable environment and health, 419-429. Elsevier.
• Wang, Y. (2021). Representing ethnic minority cultures in China: Museums, heritage, and ethnic minority groups (Doctoral dissertation, University of Leicester).
• Xiang, X., Wu, Q., Zhang, Y., Zhu, B., Wang, X., Wan, A., & Hu, L. (2021). A pedagogical approach to incorporating the concept of sustainability into Design-To-Physical-Construction teaching in introductory architectural design courses: A case study on a Bamboo construction project. Sustainability, 13(14), 7692. https://doi.org/10.3390/su13147692
• Ye, C., Ma, X., Gao, Y., & Johnson, L. (2020). The lost countryside: Spatial production of rural culture in Tangwan village in Shanghai. Habitat International, 98, 102137. https://doi.org/10.1016/j.habitatint.2020.102137
• Zhai, X., Chu, X., Chai, C. S., Jong, M. S. Y., Istenic, A., Spector, M., & Li, Y. (2021). A Review of Artificial Intelligence (AI) in Education from 2010 to 2020. Complexity, 2021(1), 8812542. https://doi.org/10.1155/2021/8812542
• Zhuang, X., Yao, Y., & Li, J. (2019). Sociocultural impacts of tourism on residents of world cultural heritage sites in China. Sustainability, 11(3), 840.
• Zuo, Y., Lam, A. H. C., & Chiu, D. K. (2023). Digital protection of traditional villages for sustainable heritage tourism: a case study on Qiqiao Ancient Village, China. In Sustainable growth strategies for entrepreneurial venture tourism and regional development, 129-151. IGI Global.