Abstract
Compared with construction data sources that are usually stored and analyzed in spreadsheets and single data tables, data sources with more complicated structures, such as text documents, site images, web pages, and project schedules have been less intensively studied due to additional challenges in data preparation, representation, and analysis. In this paper, our definition and vision for advanced data analysis addressing such challenges are presented, together with related research results from previous work, as well as our recent developments of data analysis on text-based, image-based, web-based, and network-based construction sources. It is shown in this paper that particular data preparation, representation, and analysis operations should be identified, and integrated with careful problem investigations and scientific validation measures in order to provide general frameworks in support of information search and knowledge discovery from such information-abundant data sources.
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References
Buchheit, R.B., Garret Jr., J.H., Lee, S.R., Brahme, R.: A Knowledge Discovery Case Study for the Intelligent Workplace. In: Proc. of the 8th Int. Conf. on Comp. in Civil and Building Eng., Stanford, CA, pp. 914–921 (2000)
Soibelman, L., Kim, H.: Data Preparation Process for Construction Knowledge Generation through Knowledge Discovery in Databases. J. of Comp. in Civil Eng. 1, 39–48 (2002)
Soibelman, L., Kim, H., Wu, J.: Knowledge Discovery for Project Delay Analysis. Bauingenieur (February 2005)
Caldas, H.C., Soibelman, L., Han, J.: Automated Classification of Construction Project Documents. J. of Comp. in Civil Eng. 4, 234–243 (2002)
Hajjar, D., AbouRizk, M.S.: Integrating Document Management with Project and Company Data. J. of Comp. in Civil Eng. 1, 70–77 (2000)
Zhu, Y., Issa, R.R.A., Cox, R.F.: Web-Based Construction Document Processing via Malleable Frame. J. of Comp. in Civil Eng. 3, 157–169 (2001)
Fruchter, R., Reiner, K.: Model-Centered World Wide Web Coach. In: Proc. of 3rd Congress on Comp. in Civil Engineering, pp. 1–7. ASCE, Anaheim (1996)
Kosovac, B., Froese, T.M., Vanier, D.J.: Integration Heterogeneous Data Representations in Model-Based AEC/FM Systems. In: Proc. of CIT 2000, Reykjavik, Iceland, pp. 556–567 (2000)
Yang, M.C., Wood, W.H., Cutkosky, M.R.: Data Mining for Thesaurus Generation in Informal Design Information Retrieval. In: Proc. of Int. Congress on Comp. in Civil Eng., pp. 189–200. ASCE, Boston (1998)
Scherer, R.J., Reul, S.: Retrieval of Project Knowledge from Heterogeneous AEC Documents. In: Proc. of the 8th Int. Conf. on Comp. in Civil and Building Eng., Stanford, CA, pp. 812–819 (2000)
Wood, W.H.: The Development of Modes in Textual Design Data. In: Proc. of the 8th Int. Conf. on Comp. in Civil and Building Eng., Stanford, CA, pp. 882–889 (2000)
Caldas, H.C., Soibelman, L., Gasser, L.: Methodology for the Integration of Project Documents in Model-Based Information Systems. J. of Comp. in Civil Eng. 1, 25–33 (2005)
Dewan, R., Freimer, M., Seimann, A.: Portal Kombat: The Battle between Web Pages to become the Point of Entry to the World Wide Web. In: Proc. of the 32nd Hawaii Intl. Conf. System Science. IEEE, Los Alamitos (1999)
El-Diraby, T.A., Lima, C., Feis, S.: Domain Taxonomy for Construction Concepts: Toward a Formal Ontology for Construction Knowledge. J. of Comp. in Civil Eng. 4, 394–406 (2005)
Lima, C., Stephens, J., Böhms, M.: The bcXML: Supporting Ecommerce and Knowledge Management in the Construction Industry. ITCON, 293–308 (2003)
Staub-French, S., Fischer, M., Kunz, J., Paulson, B., Ishii, K.: An Ontology for Relating Features of Building Product Models with Construction Activities to Support Cost Estimating, CIFE Working Paper #70, Stanford University (July 2002)
Lin, K., Soibelman, L.: Promoting Transactions for A/E/C Product Information. Automation in Construction. Elsevier Science, Amsterdam (in print)
Brilakis, I., Soibelman, L.: Material-Based Construction Site Image Retrieval. J. of Comp. in Civil Eng. 4, 341–355 (2005)
Abudayyeh, O.: Audio/Visual Information in Construction Project Control. J. of Adv. Eng. Software 2, 97–101 (1997)
Brilakis, I., Soibelman, L.: Multi-Modal Image Retrieval from Construction Databases and Model-Based Systems. J. of Constr. Eng. and Mgmt. (in print) (July 2006)
Water Environment Federation (WEF): Existing Sewer Evaluation and Rehabilitation. ASCE Manuals and References on Eng. Practices, Ref. No. 62, Alexandria, VA (1994)
Pipeline Assessment and Certification Program (PACP) Manual, 2nd edn. Reference Manual, NASSCO (2001)
Chae, M.J., Abraham, D.M.: Neuro-Fuzzy Approaches for Sanitary Sewer Pipeline Condition Assessment. J. Comp. in Civil. Eng. 1, 4–14 (2001)
Sinha, S.K., Fieguth, P.W.: Automated Detection of Cracks in Buried Concrete Pipe Images. Automation in Construction 1, 58–72 (2005)
Sinha, S.K., Fieguth, P.W.: Neuro-Fuzzy Network for the Classification of Buried Pipe Defects. Automation in Construction 1, 73–83 (2005)
Hegazy, T., Zhang, K.: Daily Windows Delay Analysis. J. of Constr. Eng. and Mgmt. 5, 505–512 (2005)
Shi, J.J., Cheung, S.O., Arditi, D.: Construction Delay Computation Method. J. of Comp. in Civil Eng. 1, 60–65 (2001)
Hegazy, T., Kassab, M.: Resource Optimization Using Combined Simulation and Genetic Algorithms. J. of Constr. Eng. and Mgmt. 6, 698–705 (2003)
Feng, C., Liu, L., Burns, S.A.: Using Genetic Algorithms to Solve Construction Time-Cost Trade-Off Problems. J. of Comp. in Civil Eng. 3, 184–189 (1997)
El-Rayes, K., Kandil, A.: Time-Cost-Quality Trade-off Analysis for Highway Construction. J. of Constr. Eng. and Mgmt. 4, 477–486 (2005)
Akinci, B., Fischer, M., Kunz, J.: Automated Generation of Work Spaces Required by Construction Activities. J. of Constr. Eng. and Mgmt. 4, 306–315 (2002)
Kamat, V.R., Martinez, J.C.: Large-Scale Dynamic Terrain in Three-Dimensional Construction Process Visualizations. J. of Comp. in Civil Eng. 2, 160–171 (2005)
Dzeng, R., Tommelain, I.D.: Boiler Erection Scheduling Using Product Models and Case-Based Reasoning. J. of Constr. Eng. and Mgmt. 3, 338–347 (1997)
Dzeng, R., Lee, H.: Critiquing Contractors’ Scheduling by Integrating Rule-Based and Case-Based Reasoning. Automation in Construction 5, 665–678 (2004)
Kolisch, R., Sprecher, A., Drexl, A.: Characterization and Generation of a General Class of Resource-Constrained Project Scheduling Problems. Mgmt. Science, 1693–1703 (1995)
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Soibelman, L., Wu, J., Caldas, C., Brilakis, I., Lin, KY. (2006). Data Analysis on Complicated Construction Data Sources: Vision, Research, and Recent Developments. In: Smith, I.F.C. (eds) Intelligent Computing in Engineering and Architecture. EG-ICE 2006. Lecture Notes in Computer Science(), vol 4200. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11888598_57
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DOI: https://doi.org/10.1007/11888598_57
Publisher Name: Springer, Berlin, Heidelberg
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