What hinders Internet of Things (IoT) adoption in the Chinese construction industry: a mixed-method
Abstract
Although the Internet of Things (IoT) has aroused much interest as a potential approach for improving various construction activities, the extent of its adoption remains limited. The multiple barriers that prevent the wider adoption of IoT in the construction industry need detailed investigation. However, limited research has attempted to understand the barriers to IoT adoption. Therefore, this study aims to identify the critical barriers to IoT adoption in the construction industry and explore the prioritization and hierarchical structure of the barriers factors. Data were collected from relevant literature and feedback from Chinese industry experts, sixteen barriers against IoT adoption were identified and categorized based on the TOE framework assessed in the construction industry. An integrated interpretation structure model and decision-making and trial evaluation laboratory (ISM-DEMATEL) approach is adopted to analyze the interdependence between identified constructs and their intensities. In addition, the identified constructs are also clustered into a suitable group using MICMAC analysis. Results show that inadequate infrastructure, lack of governance, and top management support are the fundamental barrier against IoT adoption. By revealing the mutual relationships and interlinking of barriers, this study will help researchers and practitioners in the construction industry to focus on strategic efforts to overcome these obstacles to effective IoT implementation. This research revealed the barriers to IoT implementation in the Chinese construction industry. Also, it provides methodological tool references for exploring the impact factor of other similar innovative technology applied in this industry.
Keyword : Internet of Things (IoT), construction industry, adoption, barriers, DEMATEL, ISM, MICMAC
How to Cite
Cheng, M., Liu, G., Xu, Y., & Chi, M. (2024). What hinders Internet of Things (IoT) adoption in the Chinese construction industry: a mixed-method. Journal of Civil Engineering and Management, 30(1), 1–18. https://doi.org/10.3846/jcem.2024.19961
This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Abbasi, O., Noorzai, E., Gharouni Jafari, K., & Golabchi, M. (2020). Exploring the causes of delays in construction industry using a cause-and-effect diagram: Case study for Iran. Journal of Architectural Engineering, 26(3), Article 05020008. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000431
Agdas, D., & Ellis, R. D. (2010). The potential of XML technology as an answer to the data interchange problems of the construction industry. Construction Management and Economics, 28(7), 737–746. https://doi.org/10.1080/01446191003767503
Alaloul, W. S., Liew, M., Zawawi, N. A. W. A., & Kennedy I. B. (2020). Industrial revolution 4.0 in the construction industry: Challenges and opportunities for stakeholders. Ain Shams Engineering Journal, 11(1), 225–230. https://doi.org/10.1016/j.asej.2019.08.010
Albishi, S., Soh, B., Ullah, A., & Algarni, F. (2017). Challenges and solutions for applications and technologies in the Internet of Things. Procedia Computer Science, 124, 608–614. https://doi.org/10.1016/j.procs.2017.12.196
Alinaitwe, H., Apolot, R., & Tindiwensi, D. (2013). Investigation into the causes of delays and cost overruns in Uganda’s public sector construction projects. Journal of Construction in Developing Countries, 18(2), 33–47.
Alizadehsalehi, S., Hadavi, A., & Huang, J. C. (2020) From BIM to extended reality in AEC industry. Automation in Construction, 116, Article 103254. https://doi.org/10.1016/j.autcon.2020.103254
Bennett, D., Pérez-Bustamante, D., & Medrano, M.-L. (2017). Challenges for smart cities in the UK. In M. Peris-Ortiz, D. Bennett, & D. Pérez-Bustamante Yábar (Eds.), Sustainable smart cities. Innovation, technology, and knowledge management (pp. 1–14). Springer, Cham. https://doi.org/10.1007/978-3-319-40895-8_1
Bhosale, V. A., & Kant, R. (2016). An integrated ISM fuzzy MICMAC approach for modelling the supply chain knowledge flow enablers. International Journal of Production Research, 54(24), 7374–7399. https://doi.org/10.1080/00207543.2016.1189102
Biswas, S., Sanyal, A., Božanić, D., Kar, S., Milić, A., & Puška, A. (2023). A multicriteria-based comparison of electric vehicles using q-rung orthopair fuzzy numbers. Entropy, 25(6), Article 905. https://doi.org/10.3390/e25060905
Borgia, E. (2014). The Internet of Things vision: Key features, applications and open issues. Computer Communications, 54, 1–31. https://doi.org/10.1016/j.comcom.2014.09.008
Calafat-Marzal, C., Sánchez-García, M., Marti, L., & Puertas, R. (2023). Agri-food 4.0: Drivers and links to innovation and eco-innovation. Computers and Electronics in Agriculture. https://doi.org/10.2139/ssrn.4314557
Chang, S., Castro-Lacouture, D., Matsui, K., & Yamagata, Y. (2019). Planning and monitoring of building energy demands under uncertainties by using IoT data. In ASCE International Conference on Computing in Civil Engineering 2019 (pp. 211–218). American Society of Civil Engineers Reston, VA, USA. https://doi.org/10.1061/9780784482445.027
Chen, S., Xu, H., Liu, D., Hu, B., & Wang, H. (2014). A vision of IoT: Applications, challenges, and opportunities with china perspective. IEEE Internet of Things Journal, 1(4), 349–359. https://doi.org/10.1109/JIOT.2014.2337336
Chen, F., Jiao, H., Han, L., Shen, L., Du, W., Ye, Q., & Yu, G. (2020). Real-time monitoring of construction quality for gravel piles based on Internet of Things. Automation in Construction, 116, Article 103228. https://doi.org/10.1016/j.autcon.2020.103228
Cheryl, B.-K., Ng, B.-K., & Wong, C.-Y. (2021). Governing the progress of Internet-of-Things: Ambivalence in the quest of technology exploitation and user rights protection. Technology in Society, 64, Article 101463. https://doi.org/10.1016/j.techsoc.2020.101463
Costin, A., & Eastman, C. (2019). Need for interoperability to enable seamless information exchanges in smart and sustainable urban systems. Journal of Computing in Civil Engineering, 33(3), Article 04019008. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000824
Dave, B., Kubler, S., Främling, K., & Koskela, L. (2016). Opportunities for enhanced lean construction management using Internet of Things standards. Automation in Construction, 61, 86–97. https://doi.org/10.1016/j.autcon.2015.10.009
Debnath, A., Roy, J., Kar, S., Zavadskas, E. K., & Antucheviciene, J. (2017). A hybrid MCDM approach for strategic project portfolio selection of agro by-products. Sustainability, 9(8), Article 1302. https://doi.org/10.3390/su9081302
Demirkesen, S., & Tezel, A. (2021). Investigating major challenges for industry 4.0 adoption among construction companies. Engineering, Construction and Architectural Management, 29(3), 1470–1503. https://doi.org/10.1108/ECAM-12-2020-1059
Dos Muchangos, L. S., Tokai, A., & Hanashima, A. (2015). Analyzing the structure of barriers to municipal solid waste management policy planning in Maputo city, Mozambique. Environmental Development, 16, 76–89. https://doi.org/10.1016/j.envdev.2015.07.002
Duperrin, J., & Godet, M. (1973). Methode de hierarchisation des elements d’un systeme (Rapport Economique du CEA).
Fan, C., Binchao, D., & Yin, Y. (2022). Hierarchical structure and transfer mechanism to assess the scheduling-related risk in construction of prefabricated buildings: An integrated ISM–MICMAC approach. Engineering, Construction and Architectural Management, 30(7), 2991–3013. https://doi.org/10.1108/ECAM-09-2021-0785
Gamil, Y., Abdullah, M. A., Abd Rahman, I., & Asad, M. M. (2020). Internet of Things in construction industry revolution 4.0. Journal of Engineering, Design and Technology, 18(5), 1091–1102. https://doi.org/10.1108/JEDT-06-2019-0164
Gardas, B. B., Raut, R. D., & Narkhede, B. (2018). Modelling the challenges to sustainability in the textile and apparel (T&A) sector: A Delphi-DEMATEL approach. Sustainable Production Consumption, 15, 96–108. https://doi.org/10.1016/j.spc.2018.05.001
Ghimire, S., Luis-Ferreira, F., Nodehi, T., & Jardim-Goncalves, R. (2017). IoT based situational awareness framework for real-time project management. International Journal of Computer Integrated Manufacturing, 30(1), 74–83. https://doi.org/10.1080/0951192X.2015.1130242
Ghosh, A., Hosseini, M. R., Edwards, D., Kassem, M., & Matteo-Garcia, M. (2019). Use cases for Internet of Things (IoT) in the construction sector: Lessons from leading industries. In 36th CIB (International Council for Research and Innovation in Building and Construction) W78 2019 Conference, Newcastle, United Kingdom.
Ghosh, A., Edwards, D. J., & Hosseini, M. R. (2020). Patterns and trends in Internet of Things (IoT) research: Future applications in the construction industry. Engineering, Construction and Architectural Management, 28(2), 457–481. https://doi.org/10.1108/ECAM-04-2020-0271
Gubbi, J., Buyya, R., Marusic, S., & Palaniswami, M. (2013). Internet of Things (IoT): A vision, architectural elements, and future directions. Future Generation Computer Systems, 29(7), 1645–1660. https://doi.org/10.1016/j.future.2013.01.010
Hassan, I. U., & Asghar, S. (2021). A framework of software project scope definition elements: An ISM-DEMATEL approach. IEEE Access, 9, 26839–26870. https://doi.org/10.1109/ACCESS.2021.3057099
Hussain, K., He, Z., Ahmad, N., Iqbal, M., & Saeed, M. Z. (2023). Establishing a Green, Lean and Six Sigma implementation model for sustainable construction industry: An analysis of driving forces through ISM-MICMAC approach. Environmental Science and Pollution Research, 30(11), 30462–30492. https://doi.org/10.1007/s11356-022-24039-9
Ibrahim, F. S. B., Esa, M. B., & Rahman, R. A. (2021). The adoption of IoT in the Malaysian construction industry: Towards construction 4.0. International Journal of Sustainable Construction Engineering and Technology, 12(1), 56–67. https://doi.org/10.30880/ijscet.2021.12.01.006
Iqbal, M., Ma, J., Ahmad, N., Ullah, Z., & Hassan, A. (2023). Energy-efficient supply chains in construction industry: An analysis of critical success factors using ISM-MICMAC approach. International Journal of Green Energy, 20(3), 265–283. https://doi.org/10.1080/15435075.2022.2038609
Janssen, M., Luthra, S., Mangla, S., Rana, N. P., & Dwivedi, Y. K. (2019). Challenges for adopting and implementing IoT in smart cities: An integrated MICMAC-ISM approach. Internet Research, 29(6), 1589–1616. https://doi.org/10.1108/INTR-06-2018-0252
Jato-Espino, D., Castillo-Lopez, E., Rodriguez-Hernandez, J., & Canteras-Jordana, J. C. (2014). A review of application of multi-criteria decision making methods in construction. Automation in Construction, 45, 151–162. https://doi.org/10.1016/j.autcon.2014.05.013
Jia, M., Komeily, A., Wang, Y., & Srinivasan, R. S. (2019). Adopting Internet of Things for the development of smart buildings: A review of enabling technologies and applications. Automation in Construction, 101, 111–126. https://doi.org/10.1016/j.autcon.2019.01.023
Kannan, G., & Haq, A. N. (2007). Analysis of interactions of criteria and sub-criteria for the selection of supplier in the built-in-order supply chain environment. International Journal of Production Research, 45(17), 3831–3852. https://doi.org/10.1080/00207540600676676
Khan, U., & Haleem, A. (2012). Smart organisations: Modelling of enablers using an integrated ISM and fuzzy-MICMAC approach. International Journal of Intelligent Enterprise, 1(3–4), 248–269. https://doi.org/10.1504/IJIE.2012.052556
Khan, M. A., & Salah, K. (2018). IoT security: Review, blockchain solutions, and open challenges. Future Generation Computer Systems, 82, 395–411. https://doi.org/10.1016/j.future.2017.11.022
Khatua, P. K., Ramachandaramurthy, V. K., Kasinathan, P., Yong, J. Y., Pasupuleti, J., & Rajagopalan, A. (2020). Application and assessment of internet of things toward the sustainability of energy systems: Challenges and issues. Sustainable Cities and Society, 53, Article 101957. https://doi.org/10.1016/j.scs.2019.101957
Khurshid, K., Danish, A., Salim, M.U., Bayram, M., Ozbakkaloglu, T., Mosaberpanah, M.A. (2023). An in-depth survey demystifying the Internet of Things (IoT) in the construction industry: Unfolding new dimensions. Sustainability, 15(2), Article 1275. https://doi.org/10.3390/su15021275
Kumar, A., & Dixit, G. (2018). An analysis of barriers affecting the implementation of e-waste management practices in India: A novel ISM-DEMATEL approach. Sustainable Production and Consumption, 14, 36–52. https://doi.org/10.1016/j.spc.2018.01.002
Lam, R. C. Y., Junus, A., Cheng, W. M. Y., Li, X., & Lam, L. C. H. (2017). IoT application in construction and civil engineering works. In 2017 International Conference on Computational Science and Computational Intelligence (CSCI) (pp. 1320–1325), Las Vegas, NV, USA. IEEE. https://doi.org/10.1109/CSCI.2017.230
Lee, I., & Lee, K. (2015). The Internet of Things (IoT): Applications, investments, and challenges for enterprises. Business Horizons, 58(4), 431–440. https://doi.org/10.1016/j.bushor.2015.03.008
Li, C. Z., Xue, F., Li, X., Hong, J., & Shen, G. Q. (2018). An Internet of Things-enabled BIM platform for on-site assembly services in prefabricated construction. Automation in Construction, 89, 146–161. https://doi.org/10.1016/j.autcon.2018.01.001
Lin, D., Lee, C. K. M., & Lin, K. (2016). Research on effect factors evaluation of Internet of Things (IoT) adoption in Chinese agricultural supply chain. In 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) (pp. 612–615), Bali, Indonesia. IEEE. https://doi.org/10.1109/IEEM.2016.7797948
Liu, Z., Jiang, L., Osmani, M., & Demian, P. (2019). Building Information Management (BIM) and blockchain (BC) for sustainable building design information management framework. Electronics, 8(7), Article 724. https://doi.org/10.3390/electronics8070724
Liu, Q., Zhu, Y., Yuan, X., Zhang, J., Wu, R., Dou, Q., & Liu, S. (2020). Internet of Things health detection system in steel structure construction management. IEEE Access, 8, 147162–147172. https://doi.org/10.1109/ACCESS.2020.3008916
Luo, L., Liang, X., Fang, C., Wu, Z., Wang, X., & Wang, Y. (2020). How to promote prefabricated building projects through Internet of Things? A game theory-based analysis. Journal of Cleaner Production, 276, Article 124325. https://doi.org/10.1016/j.jclepro.2020.124325
Maghsoodi, A. I., & Khalilzadeh, M. (2018). Identification and evaluation of construction projects’ critical success factors employing Fuzzy-TOPSIS approach. KSCE Journal of Civil Engineering, 22(5), 1593–1605. https://doi.org/10.1007/s12205-017-1970-2
Magruk, A. (2015). The most important aspects of uncertainty in the Internet of Things field–context of smart buildings. Procedia Engineering, 122, 220–227. https://doi.org/10.1016/j.proeng.2015.10.028
Mahmud, S. H., Assan, L., & Islam, R. (2018). Potentials of internet of things (IoT) in Malaysian construction industry. Annals of Emerging Technologies in Computing (AETiC), 2(4), 44–52. https://doi.org/10.33166/AETiC.2018.04.004
Nara, E. O. B., da Costa, M. B., Baierle, I. C., Schaefer, J. L., Benitez, G. B., do Santos, L. M. A. L., & Benitez, L. B. (2021). Expected impact of industry 4.0 technologies on sustainable development: A study in the context of Brazil’s plastic industry. Sustainable Production Consumption, 25, 102–122. https://doi.org/10.1016/j.spc.2020.07.018
Niu, Y., Anumba, C., & Lu, W. (2019). Taxonomy and deployment framework for emerging pervasive technologies in construction projects. Journal of Construction Engineering and Management, 145(5), Article 04019028. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001653
Noruwa, B. I., Arewa, A. O., & Merschbrock, C. (2020) Effects of emerging technologies in minimising variations in construction projects in the UK. International Journal of Construction Management, 22(11), 2199–2206. https://doi.org/10.1080/15623599.2020.1772530
Oke, A. E., Arowoiya, V. A., & Akomolafe, O. T. (2022a). Influence of the Internet of Things’ application on construction project performance. International Journal of Construction Management, 22(13), 2517–2527. https://doi.org/10.1080/15623599.2020.1807731
Oke, A. E., Arowoiya, V. A., & Akomolafe, O. T. (2022b). An empirical study on challenges to the adoption of the Internet of Things in the Nigerian construction industry. African Journal of Science, Technology, Innovation and Development, 14(1), 179–186. https://doi.org/10.1080/20421338.2020.1819117
Ozorhon, B., & Cinar, E. (2015). Critical success factors of enterprise resource planning implementation in construction: Case of Turkey. Journal of Management in Engineering, 31(6), Article 04015014. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000370
Pal, D., Zhang, X., & Siyal, S. (2021). Prohibitive factors to the acceptance of Internet of Things (IoT) technology in society: A smart-home context using a resistive modelling approach. Technology in Society, 66, Article 101683. https://doi.org/10.1016/j.techsoc.2021.101683
Parente, S. L., & Prescott, E. C. (1994). Barriers to technology adoption and development. Journal of Political Economy, 102(2), 298–321. https://doi.org/10.1086/261933
Patel, K. K., & Patel, S. M. (2016). Internet of Things-IoT: Definition, characteristics, architecture, enabling technologies, application & future challenges. International Journal of Engineering Science and Computing, 6(5), 6122–6131.
Raj, A., Kumar, J. A., & Bansal, P. (2020). A multicriteria decision making approach to study barriers to the adoption of autonomous vehicles. Transportation Research Part a-Policy and Practice, 133, 122–137. https://doi.org/10.1016/j.tra.2020.01.013
Rani, P., Mishra, A. R., Krishankumar, R., Ravichandran, K. S., & Kar, S. (2021). Multi-criteria food waste treatment method selection using single-valued neutrosophic-CRITIC-MULTIMOORA framework. Applied Soft Computing, 111, Article 107657. https://doi.org/10.1016/j.asoc.2021.107657
Rogers, E. M. (1995). Lessons for guidelines from the diffusion of innovations. The Joint Commission Journal on Quality Improvement, 21(7), 324–328. https://doi.org/10.1016/S1070-3241(16)30155-9
Salvi, N., & Doctor, G. (2022). Identification of barriers in adoption of IoT: Commercial complexes in India. In K. K. Patel, G. Doctor, A. Patel, & P. Lingras (Eds.), Soft computing and its engineering applications. icSoftComp 2021: Communications in computer and information science (Vol. 1572, pp. 181–193). Springer, Cham. https://doi.org/10.1007/978-3-031-05767-0_15
Scuotto, V., Ferraris, A., Bresciani, S., Al-Mashari, M., & Del Giudice, M. (2016) Internet of Things: Applications and challenges in smart cities. A case study of IBM smart city projects. Business Process Management Journal, 22(2), 357–367. https://doi.org/10.1108/BPMJ-05-2015-0074
Singh, R., & Bhanot, N. (2020). An integrated DEMATEL-MMDE-ISM based approach for analysing the barriers of IoT implementation in the manufacturing industry. International Journal of Production Research, 58(8), 2454–2476. https://doi.org/10.1080/00207543.2019.1675915
Tan, T., Mills, G., Papadonikolaki, E., & Liu, Z. (2021). Combining multi-criteria decision making (MCDM) methods with building information modelling (BIM): A review. Automation in Construction, 121, Article 103451. https://doi.org/10.1016/j.autcon.2020.103451
Tang, S., Shelden, D. R., Eastman, C. M., Pishdad-Bozorgi, P., & Gao, X. (2019). A review of building information modeling (BIM) and the internet of things (IoT) devices integration: Present status and future trends. Automation in Construction, 101, 127–139. https://doi.org/10.1016/j.autcon.2019.01.020
Thramboulidis, K., & Christoulakis, F. (2016). UML4IoT–A UML-based approach to exploit IoT in cyber-physical manufacturing systems. Computers in Industry, 82, 259–272. https://doi.org/10.1016/j.compind.2016.05.010
Wang, R., Yu, C., & Wang, J. (2019). Construction of supply chain financial risk management mode based on Internet of Things. IEEE Access, 7, 110323–110332. https://doi.org/10.1109/ACCESS.2019.2932475
Wang, X., Wang, S., Song, X., & Han, Y. (2020). IoT-based intelligent construction system for prefabricated buildings: Study of operating mechanism and implementation in China. Applied Sciences, 10(18), Article 6311. https://doi.org/10.3390/app10186311
Wang, N., Gong, Z., Xu, Z., Liu, Z., & Han, Y. (2021) A quantitative investigation of the technological innovation in large construction companies. Technology in Society, 65, Article 101533. https://doi.org/10.1016/j.techsoc.2021.101533
Warfield, J. N. (1974). Developing interconnection matrices in structural modeling. IEEE Transactions on Systems, Man, and Cybernetics, 4(1), 81–87. https://doi.org/10.1109/TSMC.1974.5408524
Wu, L., Lu, W., Xue, F., Li, X., Zhao, R., & Tang, M. (2022). Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction. Computers in Industry, 135, Article 103573. https://doi.org/10.1016/j.compind.2021.103573
Xu, Y., Chong, H.-Y., & Chi, M. (2021). Modelling the blockchain adoption barriers in the AEC industry. Engineering, Construction and Architectural Management, 30(1), 125–153. https://doi.org/10.1108/ECAM-04-2021-0335
Yang, X., Yu, Y., Shirowzhan, S., & Li, H. (2020). Automated PPE-tool pair check system for construction safety using smart IoT. Journal of Building Engineering, 32, Article 101721. https://doi.org/10.1016/j.jobe.2020.101721
Yuan, H., Du, W., Ma, X., Liu, J., & Li, L. (2023). Critical factors to influence the illegal dumping behavior of construction and demolition waste: An ISM-DEMATEL analysis. Developments in the Built Environment, 14, Article 100159. https://doi.org/10.1016/j.dibe.2023.100159
Zhong, R. Y., Peng, Y., Xue, F., Fang, J., Zou, W., Luo, H., Ng, S. T., Lu, W., Shen, G. Q., & Huang, G. Q. (2017). Prefabricated construction enabled by the Internet-of-Things. Automation in Construction, 76, 59–70. https://doi.org/10.1016/j.autcon.2017.01.006
Zhou, C., & Ding, L. (2017). Safety barrier warning system for underground construction sites using Internet-of-Things technologies. Automation in Construction, 83, 372–389. https://doi.org/10.1016/j.autcon.2017.07.005
Zhou, J. X., Shen, G. Q., Yoon, S. H., & Jin, X. (2021). Customization of on-site assembly services by integrating the Internet of Things and BIM technologies in modular integrated construction. Automation in Construction, 126, Article 103663. https://doi.org/10.1016/j.autcon.2021.103663
Agdas, D., & Ellis, R. D. (2010). The potential of XML technology as an answer to the data interchange problems of the construction industry. Construction Management and Economics, 28(7), 737–746. https://doi.org/10.1080/01446191003767503
Alaloul, W. S., Liew, M., Zawawi, N. A. W. A., & Kennedy I. B. (2020). Industrial revolution 4.0 in the construction industry: Challenges and opportunities for stakeholders. Ain Shams Engineering Journal, 11(1), 225–230. https://doi.org/10.1016/j.asej.2019.08.010
Albishi, S., Soh, B., Ullah, A., & Algarni, F. (2017). Challenges and solutions for applications and technologies in the Internet of Things. Procedia Computer Science, 124, 608–614. https://doi.org/10.1016/j.procs.2017.12.196
Alinaitwe, H., Apolot, R., & Tindiwensi, D. (2013). Investigation into the causes of delays and cost overruns in Uganda’s public sector construction projects. Journal of Construction in Developing Countries, 18(2), 33–47.
Alizadehsalehi, S., Hadavi, A., & Huang, J. C. (2020) From BIM to extended reality in AEC industry. Automation in Construction, 116, Article 103254. https://doi.org/10.1016/j.autcon.2020.103254
Bennett, D., Pérez-Bustamante, D., & Medrano, M.-L. (2017). Challenges for smart cities in the UK. In M. Peris-Ortiz, D. Bennett, & D. Pérez-Bustamante Yábar (Eds.), Sustainable smart cities. Innovation, technology, and knowledge management (pp. 1–14). Springer, Cham. https://doi.org/10.1007/978-3-319-40895-8_1
Bhosale, V. A., & Kant, R. (2016). An integrated ISM fuzzy MICMAC approach for modelling the supply chain knowledge flow enablers. International Journal of Production Research, 54(24), 7374–7399. https://doi.org/10.1080/00207543.2016.1189102
Biswas, S., Sanyal, A., Božanić, D., Kar, S., Milić, A., & Puška, A. (2023). A multicriteria-based comparison of electric vehicles using q-rung orthopair fuzzy numbers. Entropy, 25(6), Article 905. https://doi.org/10.3390/e25060905
Borgia, E. (2014). The Internet of Things vision: Key features, applications and open issues. Computer Communications, 54, 1–31. https://doi.org/10.1016/j.comcom.2014.09.008
Calafat-Marzal, C., Sánchez-García, M., Marti, L., & Puertas, R. (2023). Agri-food 4.0: Drivers and links to innovation and eco-innovation. Computers and Electronics in Agriculture. https://doi.org/10.2139/ssrn.4314557
Chang, S., Castro-Lacouture, D., Matsui, K., & Yamagata, Y. (2019). Planning and monitoring of building energy demands under uncertainties by using IoT data. In ASCE International Conference on Computing in Civil Engineering 2019 (pp. 211–218). American Society of Civil Engineers Reston, VA, USA. https://doi.org/10.1061/9780784482445.027
Chen, S., Xu, H., Liu, D., Hu, B., & Wang, H. (2014). A vision of IoT: Applications, challenges, and opportunities with china perspective. IEEE Internet of Things Journal, 1(4), 349–359. https://doi.org/10.1109/JIOT.2014.2337336
Chen, F., Jiao, H., Han, L., Shen, L., Du, W., Ye, Q., & Yu, G. (2020). Real-time monitoring of construction quality for gravel piles based on Internet of Things. Automation in Construction, 116, Article 103228. https://doi.org/10.1016/j.autcon.2020.103228
Cheryl, B.-K., Ng, B.-K., & Wong, C.-Y. (2021). Governing the progress of Internet-of-Things: Ambivalence in the quest of technology exploitation and user rights protection. Technology in Society, 64, Article 101463. https://doi.org/10.1016/j.techsoc.2020.101463
Costin, A., & Eastman, C. (2019). Need for interoperability to enable seamless information exchanges in smart and sustainable urban systems. Journal of Computing in Civil Engineering, 33(3), Article 04019008. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000824
Dave, B., Kubler, S., Främling, K., & Koskela, L. (2016). Opportunities for enhanced lean construction management using Internet of Things standards. Automation in Construction, 61, 86–97. https://doi.org/10.1016/j.autcon.2015.10.009
Debnath, A., Roy, J., Kar, S., Zavadskas, E. K., & Antucheviciene, J. (2017). A hybrid MCDM approach for strategic project portfolio selection of agro by-products. Sustainability, 9(8), Article 1302. https://doi.org/10.3390/su9081302
Demirkesen, S., & Tezel, A. (2021). Investigating major challenges for industry 4.0 adoption among construction companies. Engineering, Construction and Architectural Management, 29(3), 1470–1503. https://doi.org/10.1108/ECAM-12-2020-1059
Dos Muchangos, L. S., Tokai, A., & Hanashima, A. (2015). Analyzing the structure of barriers to municipal solid waste management policy planning in Maputo city, Mozambique. Environmental Development, 16, 76–89. https://doi.org/10.1016/j.envdev.2015.07.002
Duperrin, J., & Godet, M. (1973). Methode de hierarchisation des elements d’un systeme (Rapport Economique du CEA).
Fan, C., Binchao, D., & Yin, Y. (2022). Hierarchical structure and transfer mechanism to assess the scheduling-related risk in construction of prefabricated buildings: An integrated ISM–MICMAC approach. Engineering, Construction and Architectural Management, 30(7), 2991–3013. https://doi.org/10.1108/ECAM-09-2021-0785
Gamil, Y., Abdullah, M. A., Abd Rahman, I., & Asad, M. M. (2020). Internet of Things in construction industry revolution 4.0. Journal of Engineering, Design and Technology, 18(5), 1091–1102. https://doi.org/10.1108/JEDT-06-2019-0164
Gardas, B. B., Raut, R. D., & Narkhede, B. (2018). Modelling the challenges to sustainability in the textile and apparel (T&A) sector: A Delphi-DEMATEL approach. Sustainable Production Consumption, 15, 96–108. https://doi.org/10.1016/j.spc.2018.05.001
Ghimire, S., Luis-Ferreira, F., Nodehi, T., & Jardim-Goncalves, R. (2017). IoT based situational awareness framework for real-time project management. International Journal of Computer Integrated Manufacturing, 30(1), 74–83. https://doi.org/10.1080/0951192X.2015.1130242
Ghosh, A., Hosseini, M. R., Edwards, D., Kassem, M., & Matteo-Garcia, M. (2019). Use cases for Internet of Things (IoT) in the construction sector: Lessons from leading industries. In 36th CIB (International Council for Research and Innovation in Building and Construction) W78 2019 Conference, Newcastle, United Kingdom.
Ghosh, A., Edwards, D. J., & Hosseini, M. R. (2020). Patterns and trends in Internet of Things (IoT) research: Future applications in the construction industry. Engineering, Construction and Architectural Management, 28(2), 457–481. https://doi.org/10.1108/ECAM-04-2020-0271
Gubbi, J., Buyya, R., Marusic, S., & Palaniswami, M. (2013). Internet of Things (IoT): A vision, architectural elements, and future directions. Future Generation Computer Systems, 29(7), 1645–1660. https://doi.org/10.1016/j.future.2013.01.010
Hassan, I. U., & Asghar, S. (2021). A framework of software project scope definition elements: An ISM-DEMATEL approach. IEEE Access, 9, 26839–26870. https://doi.org/10.1109/ACCESS.2021.3057099
Hussain, K., He, Z., Ahmad, N., Iqbal, M., & Saeed, M. Z. (2023). Establishing a Green, Lean and Six Sigma implementation model for sustainable construction industry: An analysis of driving forces through ISM-MICMAC approach. Environmental Science and Pollution Research, 30(11), 30462–30492. https://doi.org/10.1007/s11356-022-24039-9
Ibrahim, F. S. B., Esa, M. B., & Rahman, R. A. (2021). The adoption of IoT in the Malaysian construction industry: Towards construction 4.0. International Journal of Sustainable Construction Engineering and Technology, 12(1), 56–67. https://doi.org/10.30880/ijscet.2021.12.01.006
Iqbal, M., Ma, J., Ahmad, N., Ullah, Z., & Hassan, A. (2023). Energy-efficient supply chains in construction industry: An analysis of critical success factors using ISM-MICMAC approach. International Journal of Green Energy, 20(3), 265–283. https://doi.org/10.1080/15435075.2022.2038609
Janssen, M., Luthra, S., Mangla, S., Rana, N. P., & Dwivedi, Y. K. (2019). Challenges for adopting and implementing IoT in smart cities: An integrated MICMAC-ISM approach. Internet Research, 29(6), 1589–1616. https://doi.org/10.1108/INTR-06-2018-0252
Jato-Espino, D., Castillo-Lopez, E., Rodriguez-Hernandez, J., & Canteras-Jordana, J. C. (2014). A review of application of multi-criteria decision making methods in construction. Automation in Construction, 45, 151–162. https://doi.org/10.1016/j.autcon.2014.05.013
Jia, M., Komeily, A., Wang, Y., & Srinivasan, R. S. (2019). Adopting Internet of Things for the development of smart buildings: A review of enabling technologies and applications. Automation in Construction, 101, 111–126. https://doi.org/10.1016/j.autcon.2019.01.023
Kannan, G., & Haq, A. N. (2007). Analysis of interactions of criteria and sub-criteria for the selection of supplier in the built-in-order supply chain environment. International Journal of Production Research, 45(17), 3831–3852. https://doi.org/10.1080/00207540600676676
Khan, U., & Haleem, A. (2012). Smart organisations: Modelling of enablers using an integrated ISM and fuzzy-MICMAC approach. International Journal of Intelligent Enterprise, 1(3–4), 248–269. https://doi.org/10.1504/IJIE.2012.052556
Khan, M. A., & Salah, K. (2018). IoT security: Review, blockchain solutions, and open challenges. Future Generation Computer Systems, 82, 395–411. https://doi.org/10.1016/j.future.2017.11.022
Khatua, P. K., Ramachandaramurthy, V. K., Kasinathan, P., Yong, J. Y., Pasupuleti, J., & Rajagopalan, A. (2020). Application and assessment of internet of things toward the sustainability of energy systems: Challenges and issues. Sustainable Cities and Society, 53, Article 101957. https://doi.org/10.1016/j.scs.2019.101957
Khurshid, K., Danish, A., Salim, M.U., Bayram, M., Ozbakkaloglu, T., Mosaberpanah, M.A. (2023). An in-depth survey demystifying the Internet of Things (IoT) in the construction industry: Unfolding new dimensions. Sustainability, 15(2), Article 1275. https://doi.org/10.3390/su15021275
Kumar, A., & Dixit, G. (2018). An analysis of barriers affecting the implementation of e-waste management practices in India: A novel ISM-DEMATEL approach. Sustainable Production and Consumption, 14, 36–52. https://doi.org/10.1016/j.spc.2018.01.002
Lam, R. C. Y., Junus, A., Cheng, W. M. Y., Li, X., & Lam, L. C. H. (2017). IoT application in construction and civil engineering works. In 2017 International Conference on Computational Science and Computational Intelligence (CSCI) (pp. 1320–1325), Las Vegas, NV, USA. IEEE. https://doi.org/10.1109/CSCI.2017.230
Lee, I., & Lee, K. (2015). The Internet of Things (IoT): Applications, investments, and challenges for enterprises. Business Horizons, 58(4), 431–440. https://doi.org/10.1016/j.bushor.2015.03.008
Li, C. Z., Xue, F., Li, X., Hong, J., & Shen, G. Q. (2018). An Internet of Things-enabled BIM platform for on-site assembly services in prefabricated construction. Automation in Construction, 89, 146–161. https://doi.org/10.1016/j.autcon.2018.01.001
Lin, D., Lee, C. K. M., & Lin, K. (2016). Research on effect factors evaluation of Internet of Things (IoT) adoption in Chinese agricultural supply chain. In 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) (pp. 612–615), Bali, Indonesia. IEEE. https://doi.org/10.1109/IEEM.2016.7797948
Liu, Z., Jiang, L., Osmani, M., & Demian, P. (2019). Building Information Management (BIM) and blockchain (BC) for sustainable building design information management framework. Electronics, 8(7), Article 724. https://doi.org/10.3390/electronics8070724
Liu, Q., Zhu, Y., Yuan, X., Zhang, J., Wu, R., Dou, Q., & Liu, S. (2020). Internet of Things health detection system in steel structure construction management. IEEE Access, 8, 147162–147172. https://doi.org/10.1109/ACCESS.2020.3008916
Luo, L., Liang, X., Fang, C., Wu, Z., Wang, X., & Wang, Y. (2020). How to promote prefabricated building projects through Internet of Things? A game theory-based analysis. Journal of Cleaner Production, 276, Article 124325. https://doi.org/10.1016/j.jclepro.2020.124325
Maghsoodi, A. I., & Khalilzadeh, M. (2018). Identification and evaluation of construction projects’ critical success factors employing Fuzzy-TOPSIS approach. KSCE Journal of Civil Engineering, 22(5), 1593–1605. https://doi.org/10.1007/s12205-017-1970-2
Magruk, A. (2015). The most important aspects of uncertainty in the Internet of Things field–context of smart buildings. Procedia Engineering, 122, 220–227. https://doi.org/10.1016/j.proeng.2015.10.028
Mahmud, S. H., Assan, L., & Islam, R. (2018). Potentials of internet of things (IoT) in Malaysian construction industry. Annals of Emerging Technologies in Computing (AETiC), 2(4), 44–52. https://doi.org/10.33166/AETiC.2018.04.004
Nara, E. O. B., da Costa, M. B., Baierle, I. C., Schaefer, J. L., Benitez, G. B., do Santos, L. M. A. L., & Benitez, L. B. (2021). Expected impact of industry 4.0 technologies on sustainable development: A study in the context of Brazil’s plastic industry. Sustainable Production Consumption, 25, 102–122. https://doi.org/10.1016/j.spc.2020.07.018
Niu, Y., Anumba, C., & Lu, W. (2019). Taxonomy and deployment framework for emerging pervasive technologies in construction projects. Journal of Construction Engineering and Management, 145(5), Article 04019028. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001653
Noruwa, B. I., Arewa, A. O., & Merschbrock, C. (2020) Effects of emerging technologies in minimising variations in construction projects in the UK. International Journal of Construction Management, 22(11), 2199–2206. https://doi.org/10.1080/15623599.2020.1772530
Oke, A. E., Arowoiya, V. A., & Akomolafe, O. T. (2022a). Influence of the Internet of Things’ application on construction project performance. International Journal of Construction Management, 22(13), 2517–2527. https://doi.org/10.1080/15623599.2020.1807731
Oke, A. E., Arowoiya, V. A., & Akomolafe, O. T. (2022b). An empirical study on challenges to the adoption of the Internet of Things in the Nigerian construction industry. African Journal of Science, Technology, Innovation and Development, 14(1), 179–186. https://doi.org/10.1080/20421338.2020.1819117
Ozorhon, B., & Cinar, E. (2015). Critical success factors of enterprise resource planning implementation in construction: Case of Turkey. Journal of Management in Engineering, 31(6), Article 04015014. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000370
Pal, D., Zhang, X., & Siyal, S. (2021). Prohibitive factors to the acceptance of Internet of Things (IoT) technology in society: A smart-home context using a resistive modelling approach. Technology in Society, 66, Article 101683. https://doi.org/10.1016/j.techsoc.2021.101683
Parente, S. L., & Prescott, E. C. (1994). Barriers to technology adoption and development. Journal of Political Economy, 102(2), 298–321. https://doi.org/10.1086/261933
Patel, K. K., & Patel, S. M. (2016). Internet of Things-IoT: Definition, characteristics, architecture, enabling technologies, application & future challenges. International Journal of Engineering Science and Computing, 6(5), 6122–6131.
Raj, A., Kumar, J. A., & Bansal, P. (2020). A multicriteria decision making approach to study barriers to the adoption of autonomous vehicles. Transportation Research Part a-Policy and Practice, 133, 122–137. https://doi.org/10.1016/j.tra.2020.01.013
Rani, P., Mishra, A. R., Krishankumar, R., Ravichandran, K. S., & Kar, S. (2021). Multi-criteria food waste treatment method selection using single-valued neutrosophic-CRITIC-MULTIMOORA framework. Applied Soft Computing, 111, Article 107657. https://doi.org/10.1016/j.asoc.2021.107657
Rogers, E. M. (1995). Lessons for guidelines from the diffusion of innovations. The Joint Commission Journal on Quality Improvement, 21(7), 324–328. https://doi.org/10.1016/S1070-3241(16)30155-9
Salvi, N., & Doctor, G. (2022). Identification of barriers in adoption of IoT: Commercial complexes in India. In K. K. Patel, G. Doctor, A. Patel, & P. Lingras (Eds.), Soft computing and its engineering applications. icSoftComp 2021: Communications in computer and information science (Vol. 1572, pp. 181–193). Springer, Cham. https://doi.org/10.1007/978-3-031-05767-0_15
Scuotto, V., Ferraris, A., Bresciani, S., Al-Mashari, M., & Del Giudice, M. (2016) Internet of Things: Applications and challenges in smart cities. A case study of IBM smart city projects. Business Process Management Journal, 22(2), 357–367. https://doi.org/10.1108/BPMJ-05-2015-0074
Singh, R., & Bhanot, N. (2020). An integrated DEMATEL-MMDE-ISM based approach for analysing the barriers of IoT implementation in the manufacturing industry. International Journal of Production Research, 58(8), 2454–2476. https://doi.org/10.1080/00207543.2019.1675915
Tan, T., Mills, G., Papadonikolaki, E., & Liu, Z. (2021). Combining multi-criteria decision making (MCDM) methods with building information modelling (BIM): A review. Automation in Construction, 121, Article 103451. https://doi.org/10.1016/j.autcon.2020.103451
Tang, S., Shelden, D. R., Eastman, C. M., Pishdad-Bozorgi, P., & Gao, X. (2019). A review of building information modeling (BIM) and the internet of things (IoT) devices integration: Present status and future trends. Automation in Construction, 101, 127–139. https://doi.org/10.1016/j.autcon.2019.01.020
Thramboulidis, K., & Christoulakis, F. (2016). UML4IoT–A UML-based approach to exploit IoT in cyber-physical manufacturing systems. Computers in Industry, 82, 259–272. https://doi.org/10.1016/j.compind.2016.05.010
Wang, R., Yu, C., & Wang, J. (2019). Construction of supply chain financial risk management mode based on Internet of Things. IEEE Access, 7, 110323–110332. https://doi.org/10.1109/ACCESS.2019.2932475
Wang, X., Wang, S., Song, X., & Han, Y. (2020). IoT-based intelligent construction system for prefabricated buildings: Study of operating mechanism and implementation in China. Applied Sciences, 10(18), Article 6311. https://doi.org/10.3390/app10186311
Wang, N., Gong, Z., Xu, Z., Liu, Z., & Han, Y. (2021) A quantitative investigation of the technological innovation in large construction companies. Technology in Society, 65, Article 101533. https://doi.org/10.1016/j.techsoc.2021.101533
Warfield, J. N. (1974). Developing interconnection matrices in structural modeling. IEEE Transactions on Systems, Man, and Cybernetics, 4(1), 81–87. https://doi.org/10.1109/TSMC.1974.5408524
Wu, L., Lu, W., Xue, F., Li, X., Zhao, R., & Tang, M. (2022). Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction. Computers in Industry, 135, Article 103573. https://doi.org/10.1016/j.compind.2021.103573
Xu, Y., Chong, H.-Y., & Chi, M. (2021). Modelling the blockchain adoption barriers in the AEC industry. Engineering, Construction and Architectural Management, 30(1), 125–153. https://doi.org/10.1108/ECAM-04-2021-0335
Yang, X., Yu, Y., Shirowzhan, S., & Li, H. (2020). Automated PPE-tool pair check system for construction safety using smart IoT. Journal of Building Engineering, 32, Article 101721. https://doi.org/10.1016/j.jobe.2020.101721
Yuan, H., Du, W., Ma, X., Liu, J., & Li, L. (2023). Critical factors to influence the illegal dumping behavior of construction and demolition waste: An ISM-DEMATEL analysis. Developments in the Built Environment, 14, Article 100159. https://doi.org/10.1016/j.dibe.2023.100159
Zhong, R. Y., Peng, Y., Xue, F., Fang, J., Zou, W., Luo, H., Ng, S. T., Lu, W., Shen, G. Q., & Huang, G. Q. (2017). Prefabricated construction enabled by the Internet-of-Things. Automation in Construction, 76, 59–70. https://doi.org/10.1016/j.autcon.2017.01.006
Zhou, C., & Ding, L. (2017). Safety barrier warning system for underground construction sites using Internet-of-Things technologies. Automation in Construction, 83, 372–389. https://doi.org/10.1016/j.autcon.2017.07.005
Zhou, J. X., Shen, G. Q., Yoon, S. H., & Jin, X. (2021). Customization of on-site assembly services by integrating the Internet of Things and BIM technologies in modular integrated construction. Automation in Construction, 126, Article 103663. https://doi.org/10.1016/j.autcon.2021.103663