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Al-Bayati, A J, Al-Kasasbeh, M, Awolusi, I, Abudayyeh, O and Umar, T (2021) Trends of Occupational Fatal and Nonfatal Injuries in Electrical and Mechanical Specialty Contracting Sectors: Necessity for a Learning Investigation System. Journal of Construction Engineering and Management, 147(07).

Ali, G M, Olearczyk, J, Bouferguene, A and Al-Hussein, M (2021) Implementation of Combined Loading to Calculate Ground Bearing Pressure under Crawler Crane Tracks. Journal of Construction Engineering and Management, 147(07).

AlOtaibi, M, El-Rayes, K and Altuwaim, A (2021) Optimizing the Renovation Scheduling of Leased Residential Buildings to Minimize Total Project Cost. Journal of Construction Engineering and Management, 147(07).

Altuwaim, A and El-Rayes, K (2021) Multiobjective Optimization Model for Planning Repetitive Construction Projects. Journal of Construction Engineering and Management, 147(07).

Amer, F, Koh, H Y and Golparvar-Fard, M (2021) Automated Methods and Systems for Construction Planning and Scheduling: Critical Review of Three Decades of Research. Journal of Construction Engineering and Management, 147(07).

Benachio, G L F, Freitas, M d C D and Tavares, S F (2021) Interactions between Lean Construction Principles and Circular Economy Practices for the Construction Industry. Journal of Construction Engineering and Management, 147(07).

Bhih, M and Hegazy, T (2021) Enhanced But-For Method to Apportion Net Delays and Accelerations. Journal of Construction Engineering and Management, 147(07).

Brito, D M d, Ferreira, E d A M and Costa, D B (2021) Framework for Building Information Modeling Adoption Based on Critical Success Factors from Brazilian Public Organizations. Journal of Construction Engineering and Management, 147(07).

Cai, J, Yang, L, Zhang, Y, Li, S and Cai, H (2021) Multitask Learning Method for Detecting the Visual Focus of Attention of Construction Workers. Journal of Construction Engineering and Management, 147(07).

Eissa, R, Eid, M S and Elbeltagi, E (2021) Current Applications of Game Theory in Construction Engineering and Management Research: A Social Network Analysis Approach. Journal of Construction Engineering and Management, 147(07).

Fan, S, Yeh, I and Chi, W (2021) Improvement in Estimating Durations for Building Projects Using Artificial Neural Network and Sensitivity Analysis. Journal of Construction Engineering and Management, 147(07).

Gaikwad, S V, Calahorra-Jimenez, M, Molenaar, K R and Torres-Machi, C (2021) Challenges in Engineering Estimates for Best Value Design–Build Highway Projects. Journal of Construction Engineering and Management, 147(07).

Imam, H (2021) Roles of Shared Leadership, Autonomy, and Knowledge Sharing in Construction Project Success. Journal of Construction Engineering and Management, 147(07).

Kifokeris, D (2021) Variants of Swedish lean construction practices reported in research: Systematic literature review and critical analysis. Journal of Construction Engineering and Management, 147(07), 05021005.

Lee, C and Chong, H (2021) Influence of Prior Ties on Trust and Contract Functions for BIM-Enabled EPC Megaproject Performance. Journal of Construction Engineering and Management, 147(07).

Lee, J (2021) Life Cycle Costing for Exterior Materials on Building Façade. Journal of Construction Engineering and Management, 147(07).

Lin, J J and Golparvar-Fard, M (2021) Visual and Virtual Production Management System for Proactive Project Controls. Journal of Construction Engineering and Management, 147(07).

Liu, H, Kwigizile, V and Huang, W (2021) Holistic Framework for Highway Construction Cost Index Development Based on Inconsistent Pay Items. Journal of Construction Engineering and Management, 147(07).

Mathew, S A, Tran, D Q and Nguyen, P H D (2021) Evaluation of Cost Growth Factors in Design-Build Highway Projects Using Structural Equation Modeling. Journal of Construction Engineering and Management, 147(07).

Melhem, N N, Maher, R A and Sundermeier, M (2021) Waste-Based Management of Steel Reinforcement Cutting in Construction Projects. Journal of Construction Engineering and Management, 147(07).

Milošević, I, Kovačević, M and Petronijević, P (2021) Estimating Residual Value of Heavy Construction Equipment Using Ensemble Learning. Journal of Construction Engineering and Management, 147(07).

  • Type: Journal Article
  • Keywords:
  • ISBN/ISSN: 0733-9364
  • URL: https://doi.org/10.1061/(ASCE)CO.1943-7862.0002088
  • Abstract:
    Knowing the right moment for the sale of used heavy construction equipment is important information for every construction company. The proposed methodology uses ensemble machine learning techniques to estimate the price (residual value) of used heavy equipment in both the present and the near future. Each machine in the model is represented with four groups of attributes: age and mechanical (describing the machine) and geographical and economic (describing the target market). The research suggests that the ensemble model based on random forest, light gradient boosting, and neural network members, as well as support vector regression as a decision unit, gives better estimates than the traditional regression or individual machine learning models. The model is built and verified on a large data set of 500,000 machines advertised in 50 US states from 1989 to 2012.

Musenero, L, Baroudi, B and Gunawan, I (2021) Application of Dual Concern Theory in Elucidating Conflict Behavior in Infrastructure Public-Private Partnership Projects. Journal of Construction Engineering and Management, 147(07).

Okpala, I, Nnaji, C, Awolusi, I and Akanmu, A (2021) Developing a Success Model for Assessing the Impact of Wearable Sensing Devices in the Construction Industry. Journal of Construction Engineering and Management, 147(07).

Rausch, C, Sanchez, B and Haas, C (2021) . Journal of Construction Engineering and Management, 147(07).

Serugga, J, Kagioglou, M and Tzortzopoulos, P (2021) Benefits Realization: Novel Conceptual Model for Front End–Design Decision-Making Using Dempster–Shafer Theory and Quality Function Deployment. Journal of Construction Engineering and Management, 147(07).

Shen, W, Tang, W, Wang, Y, Duffield, C F, Hui, F K P and Zhang, L (2021) Managing Interfaces in Large-Scale Projects: The Roles of Formal Governance and Partnering. Journal of Construction Engineering and Management, 147(07).

Wang, S, Zhu, S and Yuen, P (2021) Assessment of Ground-Borne Vibration Impact on Nearby Underground Facilities Induced by Ground Surface Excavation. Journal of Construction Engineering and Management, 147(07).

Welfare, K, Sherratt, F and Hallowell, M (2021) Perceptions of Construction Work: Views to Consider to Improve Employee Recruitment and Retention. Journal of Construction Engineering and Management, 147(07).

Wu, X and Xu, F (2021) Detection Model for Unbalanced Bidding in Railway Construction Projects: Considering the Risk of Quantity Variation. Journal of Construction Engineering and Management, 147(07).

Zhang, X, Yu, Y, He, W and Chen, Y (2021) Bidding Decision-Support Model for Construction Projects Based on Projection Pursuit Learning Method. Journal of Construction Engineering and Management, 147(07).