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Alshboul, O; Shehadeh, A; Saleh, E (2025) Advancing construction quality management: An integrated evidential reasoning and belief functions framework. Journal of Construction Engineering and Management, 151(8).
Altalhoni, A; Liu, H; Abudayyeh, O; Kwigizile, V; Huang, W C; Kirkpatrick, K (2025) Robust forecasting models for highway construction cost indices during pandemic-era inflation. Journal of Construction Engineering and Management, 151(8).
Bhatia, A; Moselhi, O; Han, S (2025) Hybrid optimization approach for scheduling in panelized construction manufacturing. Journal of Construction Engineering and Management, 151(8).
Chau, A D; Hoang, H T; Nguyen, L D (2025) Web-based decision support system for automated pavement design and life-cycle cost analysis. Journal of Construction Engineering and Management, 151(8).
Chen, Z; Zhou, X; Zhang, Z; Yan, H; Niu, X; Li, Y (2025) Using the decomposed theory of planned behavior and a structural equation model with partial least squares to investigate construction and demolition waste reduction behavior. Journal of Construction Engineering and Management, 151(8).
Darko, A; Weerasinghe, L N K; Chan, A P C; Wu, L (2025) Partial least squares structural equation modeling of challenges to existing residential building net zero carbon retrofitting. Journal of Construction Engineering and Management, 151(8).
He, H; He, Q; Chan, A P C; Feng, X; Dong, S (2025) Exploring the driving mechanisms of interorganizational knowledge sharing based on the Bayesian network analysis. Journal of Construction Engineering and Management, 151(8).
He, P; Qin, L; Yuan, Y; Yuan, J (2025) Action reliability assessment framework for automated construction labor measurements: Case study on plastering operations. Journal of Construction Engineering and Management, 151(8).
Heravi, M Y; Jang, Y; Chauhan, H (2025) Comparative analysis of deep-learning approaches for automatic recognition of awkward postures in construction environments through wrist-worn biosensors. Journal of Construction Engineering and Management, 151(8).
Jiang, S; Wang, S; Sun, H; Liu, W; Xiao, B; Cha, H S; Zhang, J (2025) Enhancing quality management: Lightweight detection and risk warning of concrete cracks and rebar exposure using improved YOLOv8. Journal of Construction Engineering and Management, 151(8).
Ju, Q; Zheng, R; Liu, H; Shen, Z (2025) Exploring the effect of interface management on project success in complex capital projects: The moderating role of relational capital. Journal of Construction Engineering and Management, 151(8).
Li, J; Huang, W; Song, D; Zhou, L; Yang, B (2025) A constrained planning method: Considering storage space limitations and soft logic for cruise cabin assembly scheduling. Journal of Construction Engineering and Management, 151(8).
Lopez, J; Bhandari, S; Perry, L; Ayer, S K; Hallowell, M R; Jones, M (2025) Analyzing the impact of virtual reality and haptic feedback on the safety skills of construction workers. Journal of Construction Engineering and Management, 151(8).
Ma, B; Cai, Y; Zhang, H; Fan, Y; Wang, F; Wang, P; Lyu, Z; Zhao, Z (2025) Evaluating construction risks of ultralarge diameter bored pile in deep water using combination weighting with two-dimensional cloud optimization. Journal of Construction Engineering and Management, 151(8).
Ma, J; Zhao, Y; Zheng, D; Liao, X; Lu, J (2025) CSADnet: Attention-based semantic segmentation method for spraying scene images of building gables. Journal of Construction Engineering and Management, 151(8).
Ma, S; Li, Z; Shen, Y (2025) Decision-making framework for selecting sustainable prefabricated residential building technology schemes under minimum assembly rate constraints. Journal of Construction Engineering and Management, 151(8).
Ma, Z; Gu, J; Zhao, Q; Yang, M; Qian, C; He, M; Hei, X (2025) Intelligent optimization of blasting parameters in railroad tunnels based on blasting quality control. Journal of Construction Engineering and Management, 151(8).
- Type: Journal Article
- Keywords: blasting parameter optimization; blasting quality control; drilling-blasting method; non-dominated sorting genetic algorithm II; railroad tunnel; support vector regression
- ISBN/ISSN: 0733-9364
- URL: https://doi.org/10.1061/JCEMD4.COENG-15907
- Abstract:
Blasting parameters are crucial factors that directly affect the quality of tunnel excavation. To achieve optimal blasting results, it is necessary to continuously optimize the blasting parameters throughout the construction process, taking into account geological conditions. However, current research mainly focuses on optimizing single-type borehole parameters and fails to simultaneously address the requirements for minimizing overexcavation, underexcavation, and fragment size. This study proposes an intelligent optimization method for blasting construction parameters that combines support vector regression (SVR) with the Non-Dominated Sorting Genetic Algorithm II (NSGA-II). Through grid search and genetic optimization algorithms, the SVR regression model is refined, establishing an accurate nonlinear mapping relationship between the borehole parameters of peripheral holes, auxiliary holes, and slot holes, and the resulting blasting effects. The NSGA-II algorithm is then employed to search for the Pareto optimal set of blasting construction parameters, with the goal of minimizing average linear overexcavation and the maximum fragment diameter. The technique for order of preference by similarity to the ideal solution (TOPSIS) method is used for multiattribute decision-making to identify the optimal blasting plan. The results show that the SVR model, optimized by the genetic algorithm, provides high prediction accuracy for blasting construction parameters, with determination coefficients of 0.89 and 0.97. Multiobjective optimization of blasting parameters using NSGA-II explores the effects of different parameter combinations on tunnel blasting outcomes. In designing and optimizing blasting parameters, particular attention should be paid to the optimization of peripheral and slot hole parameters to effectively control overexcavation, underexcavation, and fragment size. The intelligent optimization method proposed in this study, which integrates advanced intelligent algorithms with professional blasting construction knowledge, forms an efficient and intelligent optimization system. This system enhances the feasibility and accuracy of blasting construction plans.
Salhab, D; Pourrahimian, E; Lindhard, S M; Hamzeh, F (2025) Patterns, 4D simulations, and artificial intelligence-driven insights: Redefining construction workspace management. Journal of Construction Engineering and Management, 151(8).
Shao, B; Meng, J; Che, W (2025) Long-term energy usage prediction in public buildings using aggregated modal decomposition and gru. Journal of Construction Engineering and Management, 151(8).
Shiha, A; El-Adaway, I H (2025) Localized multivariate statistical assessment of United States construction labor shortages. Journal of Construction Engineering and Management, 151(8).
Wang, Z; Shen, Y; Li, K (2025) Resilience strengthening paths for precast production management in prefabricated construction. Journal of Construction Engineering and Management, 151(8).
Xiao, Q; Long, T; Huang, W; Liang, X; Klarin, A (2025) Unpacking the relationship between safety leadership and safety behaviors in the construction industry: Multistakeholder perspective. Journal of Construction Engineering and Management, 151(8).
Xu, Y; Chi, M; Lee, C Y; Chong, H Y; Wu, H (2025) Effects of the blockchain and artificial intelligence on value cocreation in construction projects: A mixed methods study. Journal of Construction Engineering and Management, 151(8).
Ying, W; Dai, X; Shen, W (2025) Rapid project delivery through bricolage and planning: A case study of the huoshenshan hospital project. Journal of Construction Engineering and Management, 151(8).
Zhang, C; Zhang, W; Shi, Y; Zhao, T; Zhang, Y (2025) Digital safety navigation for tower crane climbing process from a systematic perspective: Risk identification, safety information requirements, and related intelligent platform. Journal of Construction Engineering and Management, 151(8).
Zhang, Z; Guo, H; Li, H; Fang, Y (2025) Agent-based simulation approach to analyzing the impact of construction safety management behaviors on workers' safety behaviors. Journal of Construction Engineering and Management, 151(8).
Zhao, Z; Wang, X; Ji, Y; Liu, H; Liu, X; Yao, F (2025) Analysis of quality-influencing factors of adopting prefabricated steel structure housings: Based on the ISM-MICMAC model. Journal of Construction Engineering and Management, 151(8).
Zheng, Y; Debs, L; Besiktepe, D; Oh, H J (2025) Insights for key professional competencies of us entry-level construction positions: A structural topic modeling approach. Journal of Construction Engineering and Management, 151(8).
Zu, L; Liao, W (2025) Reinforcement learning-based multiobjective and multiconstraint production scheduling for precast concrete. Journal of Construction Engineering and Management, 151(8).