Abstracts – Browse Results

Search or browse again.

Click on the titles below to expand the information about each abstract.
Viewing 31 results ...

Abdul Nabi, M and El-adaway, I H (2021) Risk-Based Approach to Predict the Cost Performance of Modularization in Construction Projects. Journal of Construction Engineering and Management, 147(10).

Ahmed, M O, Khalef, R, Ali, G G and El-adaway, I H (2021) Evaluating Deterioration of Tunnels Using Computational Machine Learning Algorithms. Journal of Construction Engineering and Management, 147(10).

Baker, M, Ali, M and French, E (2021) Leadership Diversity and Its Influence on Equality Initiatives and Performance: Insights for Construction Management. Journal of Construction Engineering and Management, 147(10).

Cruz Rios, F, Grau, D and Bilec, M (2021) Barriers and Enablers to Circular Building Design in the US: An Empirical Study. Journal of Construction Engineering and Management, 147(10).

Gharouni Jafari, K and Noorzai, E (2021) Selecting the Most Appropriate Project Manager to Improve the Performance of the Occupational Groups in Road Construction Projects in Warm Regions. Journal of Construction Engineering and Management, 147(10).

Grau, D, Cruz Rios, F and Sherman, R (2021) Project Validation: A Set-Based and Concurrent Design Approach to Inform Owner’s Authorization Decision on Complex Projects. Journal of Construction Engineering and Management, 147(10).

Haronian, E and Sacks, R (2021) Production Control in Earthworks: Concepts and Metrics. Journal of Construction Engineering and Management, 147(10).

He, W, Li, W, Xu, S, Wang, W and An, X (2021) Time, Cost, and Energy Consumption Analysis on Construction Optimization in High-Rise Buildings. Journal of Construction Engineering and Management, 147(10).

Hijazi, A A, Perera, S, Calheiros, R N and Alashwal, A (2021) Rationale for the Integration of BIM and Blockchain for the Construction Supply Chain Data Delivery: A Systematic Literature Review and Validation through Focus Group. Journal of Construction Engineering and Management, 147(10).

Hong, Y, Xie, H, Bhumbra, G and Brilakis, I (2021) Comparing Natural Language Processing Methods to Cluster Construction Schedules. Journal of Construction Engineering and Management, 147(10).

  • Type: Journal Article
  • Keywords: Text data; Construction schedule; Unsupervised learning;
  • ISBN/ISSN: 0733-9364
  • URL: https://doi.org/10.1061/(ASCE)CO.1943-7862.0002165
  • Abstract:
    The names of construction activities are the only unstructured data attribute in construction schedules, and they often guide construction execution. Activity names are devised to communicate between stakeholders, and therefore often are written using inconsistent terminologies across repetitive activities with omitted contextual information. This presents a challenge for machine learning systems when learning patterns from construction schedules. This paper compared the performance of state-of-the-art text-related clustering methods in identifying repetitive activities. This was achieved by creating a ground truth data set on the basis of the standard construction work classification, and then comparing the precision, recall, and F1 score of latent semantic analysis (LSA), latent Dirichlet allocation (LDA), word2vec, and fastText algorithms to group activity names in 27 construction schedules. Results indicated that the F1 score of LSA outperformed LDA (0.84% versus 0.88%), whereas the results of language models–based clustering depended on the quality of word embedding and the paired clustering method. This study provides insight into how to preprocess activity names of construction schedules for further artificial intelligence (AI)-based quantitative analysis. Methodologies described in this study will help researchers who work on natural language–related research in construction (e.g., safety and contract management) to better capture the feature of words, rather than only counting the word frequencies.

Jang, Y, Kim, K, Leite, F, Ayer, S and Cho, Y K (2021) Identifying the Perception Differences of Emerging Construction-Related Technologies between Industry and Academia to Enable High Levels of Collaboration. Journal of Construction Engineering and Management, 147(10).

Kim, J, Kamari, M, Lee, S and Ham, Y (2021) Large-Scale Visual Data–Driven Probabilistic Risk Assessment of Utility Poles Regarding the Vulnerability of Power Distribution Infrastructure Systems. Journal of Construction Engineering and Management, 147(10).

Kim, J, Shan, Y, Kim, S, Song, D, Park, H and Bang, C (2021) Factors Influencing Fire Safety on Building Construction Sites: A Fire Officer’s Perspective. Journal of Construction Engineering and Management, 147(10).

Koc, K and Okudan, O (2021) Assessment of Life Cycle Risks of Deconstruction in Urban Regeneration Projects. Journal of Construction Engineering and Management, 147(10).

Le, C, Jeong, H D and Damnjanovic, I (2021) Network Theory–Driven Construction Logic Knowledge Network: Process Modeling and Application in Highway Projects. Journal of Construction Engineering and Management, 147(10).

Li, M and Ashuri, B (2021) Proportional Cox Hazards Model to Quantify the Likelihood of Underestimation in Transportation Projects. Journal of Construction Engineering and Management, 147(10).

Liang, C, Wang, X, Kamat, V R and Menassa, C C (2021) Human–Robot Collaboration in Construction: Classification and Research Trends. Journal of Construction Engineering and Management, 147(10).

Lu, W, Wu, L, Zhao, R, Li, X and Xue, F (2021) Blockchain Technology for Governmental Supervision of Construction Work: Learning from Digital Currency Electronic Payment Systems. Journal of Construction Engineering and Management, 147(10).

Lu, Y and Zhu, Y (2021) Integrating Hoisting Efficiency into Construction Site Layout Plan Model for Prefabricated Construction. Journal of Construction Engineering and Management, 147(10).

Oguz Erkal, E D, Hallowell, M R and Bhandari, S (2021) Practical Assessment of Potential Predictors of Serious Injuries and Fatalities in Construction. Journal of Construction Engineering and Management, 147(10).

Pirzadeh, P, Lingard, H and Blismas, N (2021) Design Decisions and Interactions: A Sociotechnical Network Perspective. Journal of Construction Engineering and Management, 147(10).

Pons, O, Casanovas-Rubio, M M, Armengou, J and de la Fuente, A (2021) Sustainability-Driven Decision-Making Model: Case Study of Fiber-Reinforced Concrete Foundation Piles. Journal of Construction Engineering and Management, 147(10).

Pushpakumara, B H J and Thusitha, G A (2021) Development of a Structural Health Monitoring Tool for Underwater Concrete Structures. Journal of Construction Engineering and Management, 147(10).

Sadeh, H, Mirarchi, C and Pavan, A (2021) Integrated Approach to Construction Risk Management: Cost Implications. Journal of Construction Engineering and Management, 147(10).

Sezer, A A, Thunberg, M and Wernicke, B (2021) Digitalization Index: Developing a Model for Assessing the Degree of Digitalization of Construction Projects. Journal of Construction Engineering and Management, 147(10).

Shin, S and Issa, R R A (2021) BIMASR: Framework for Voice-Based BIM Information Retrieval. Journal of Construction Engineering and Management, 147(10).

Shoaib Khan, M, Kim, J, Park, S, Lee, S and Seo, J (2021) Methodology for Voxel-Based Earthwork Modeling. Journal of Construction Engineering and Management, 147(10).

Wu, K and García de Soto, B (2021) Lifting Sequence Optimization of Luffing Tower Cranes Considering Motion Paths with Dynamic Programming. Journal of Construction Engineering and Management, 147(10).

Xiang, Z, Rashidi, A and Ou, G (2021) Automated Framework to Translate Rebar Spatial Information from GPR into BIM. Journal of Construction Engineering and Management, 147(10).

Yoon, Y and GangaRao, H (2021) Prioritization Framework for Rockfall Countermeasures for Rock-Cut Slopes for Rural Roads. Journal of Construction Engineering and Management, 147(10).

Zhao, D, Duva, M, Mollaoglu, S, Frank, K, Garcia, A and Tait, J (2021) Integrative Collaboration in Fragmented Project Organizations: Network Perspective. Journal of Construction Engineering and Management, 147(10).