An intelligent decision-making framework for asphalt pavement maintenance using the clustering-PageRank algorithm

References

• Abdelaty, A., O. G. Attia, H. D. Jeong, and B. K. Gelder. 2018. “Dynamic Pavement Delineation and Visualization Approach Using Data Mining.” Journal of Computing in Civil Engineering 32 (4): 04018019. doi: 10.1061/(ASCE)CP.1943-5487.0000758
   Web of Science ®Google Scholar
• Abo-Hashema, M. A., and E. A. Sharaf. 2009. “Development of Maintenance Decision Model for Flexible Pavements.” International Journal of Pavement Engineering 10 (3): 173–187. doi: 10.1080/10298430802169457
   Web of Science ®Google Scholar
• Alberti, S., and F. Fiori. 2019. “Integrating Risk Assessment into Pavement Management Systems.” Journal of Infrastructure Systems 25 (1): 05019001. doi: 10.1061/(ASCE)IS.1943-555X.0000472
   Web of Science ®Google Scholar
• Almuhanna, R. R. A., H. A. Ewadh, and S. J. M. Alasadi. 2018. “Using PAVER 6.5.7 and GIS Program for Pavement Maintenance Management for Selected Roads in Kerbala City.” Case Studies in Construction Materials 8: 323–332. doi: 10.1016/j.cscm.2018.01.005
   Google Scholar
• Badeau, R., B. David, and G. Richard. 2005. “Fast Approximated Power Iteration Subspace Tracking.” IEEE Transactions on Signal Processing 53 (8): 2931–2941.
   Google Scholar
• Cheng, L., J. Gong, X. Liang, and H. Huang. 2007. “Expressway Maintenance Decision Support System Based on GIS.” Bulletin of Surveying and Mapping 6: 69–72.
   Google Scholar
• Chongsuntornsri, A., and O. Sornil. 2007. “An Automatic Thai Text Summarization Using Topic Sensitive PageRank.” In 2006 International Symposium on Communications and Information Technologies, 547–552. Piscataway, NJ: IEEE.
   Google Scholar
• Denton, J. W., and A. G. Peace. 2003. “Selection and Use of MySQL in a Database Management Course.” Journal of Information Systems Education 14 (4): 401–407.
   Google Scholar
• Denysiuk, R., A. V. Moreira, J. C. Matos, J. R. M. Oliveira, and Adriana Santos. 2017. “Two-Stage Multiobjective Optimization of Maintenance Scheduling for Pavements.” Journal of Infrastructure Systems 23 (3): 04017001. doi: 10.1061/(ASCE)IS.1943-555X.0000355
   Web of Science ®Google Scholar
• Elhadidy, A. A., E. E. Elbeltagi, and M. A. Ammar. 2015. “Optimum Analysis of Pavement Maintenance Using Multi-objective Genetic Algorithms.” Housing and Building National Research Centre (HBRC) Journal 11: 107–113.
   Google Scholar
• Fang, M., C. Han, Y. Xiao, Zhongzhao Han, Shaopeng Wu, and Meng Cheng. 2018. “Prediction Modelling of Rutting Depth Index for Asphalt Pavement Using De-noising Method.” International Journal of Pavement Engineering. doi: 10.1080/10298436.2018.1512712
   Web of Science ®Google Scholar
• Feighan, K. J., M. Y. Shahin, Kumares C. Sinha, and T. D. White. 1988. “Application of Dynamic Programming and Other Mathematical Techniques to Pavement Management Systems.” Journal of the Transportation Research Board 1200: 90–98.
   Google Scholar
• Fwa, T. F., W. T. Chan, and K. Z. Hoque. 2000. “Multiobjective Optimization for Pavement Maintenance Programming.” Journal of Transportation Engineering 126 (5): 367–374. doi: 10.1061/(ASCE)0733-947X(2000)126:5(367)
   Web of Science ®Google Scholar
• Fwa, T. F., W. T. Chan, and C. Y. Tan. 1994. “Optimal Programming by Genetic Algorithms for Pavement Management.” Transportation Research Record 1455: 31–41.
   Google Scholar
• Fwa, T. F., K. C. Sinha, and J. D. N. Riverson. 1988. “Highway Routine Maintenance Programming at Network Level.” ASCE Journal of Transportation Engineering 114 (5): 539–554. doi: 10.1061/(ASCE)0733-947X(1988)114:5(539)
   Web of Science ®Google Scholar
• Fwa, T. F., C. Y. Tan, and W. T. Chan. 1994. “Road-Maintenance Planning Using Genetic Algorithms. II: Analysis.” ASCE Journal of Transportation Engineering 120 (5): 710–722. doi: 10.1061/(ASCE)0733-947X(1994)120:5(710)
   Web of Science ®Google Scholar
• Hadjidemetriou, G. M., and S. E. Christodoulou. 2019. “Vision- and Entropy-Based Detection of Distressed Areas for Integrated Pavement Condition Assessment.” Journal of Computing in Civil Engineering 33 (3): 04019020. doi: 10.1061/(ASCE)CP.1943-5487.0000836
   Web of Science ®Google Scholar
• Hamdi, S. P. Hadiwardoyo, A. G. Correia, and P. Pereira. 2017. “Pavement Maintenance Optimization Strategies for National Road Network in Indonesia Applying Genetic Algorithm.” Procedia Engineering 210: 253–260. doi: 10.1016/j.proeng.2017.11.074
   Google Scholar
• Hatakenaka, S., and T. Miura. 2012. “Query and Topic Sensitive PageRank for General Documents.” Article presented at the International Symposium on Web Systems Evolution.
   Google Scholar
• Holland, J. H. 1975. Adaptation in Natural and Artificial Systems. Ann Arbor, MI: University of Michigan Press.
   Google Scholar
• Keong, B., and P. Anthony. 2011. “PageRank: A Modified Random Surfer Mode.” Article presented at the International Conference on information technology in Asia.
   Google Scholar
• Khademi, N., and A. Sheikholeslami. 2010. “Multicriteria Group Decision-Making Technique for a Low-Class Road Maintenance Program.” Journal of Infrastructure Systems 16 (3): 188–198. doi: 10.1061/(ASCE)IS.1943-555X.0000023
   Web of Science ®Google Scholar
• Langville, A. N., and C. D. Meyer. 2011. Google’s PageRank and Beyond—The Science of Search Engine Rankings. Princeton: Princeton University Press.
   Google Scholar
• Lee, J., and S. Madanat. 2014. “Joint Optimization of Pavement Design, Resurfacing and Maintenance Strategies with History-Dependent Deterioration Models.” Transportation Research Part B: Methodological 68: 141–153. doi: 10.1016/j.trb.2014.06.008
   Web of Science ®Google Scholar
• Li, J., Y. He, and Y. Ma. 2017. “Research of Network Data Mining Based on Reliability Source Under Big Data Environment.” Neural Computing and Applications 28 (Suppl 1): 327–335. doi: 10.1007/s00521-016-2349-x
   Web of Science ®Google Scholar
• Li, Q. J. S., K. C. P. Wang, C. Chen, and G. Chang. 2019. “Development of Standard Format for Pavement Image Data.” Journal of Infrastructure Systems 25 (1): 9. doi: 10.1061/(ASCE)IS.1943-555X.0000462
   Web of Science ®Google Scholar
• Lytton, R. L. 1985. “From Ranking to True Optimization.” Article presented at the North American Pavement Management Conference, Toronto, Ontario, Canada, March 17–21.
   Google Scholar
• Medury, A., and S. Madanat. 2013. “Incorporating Network Considerations Into Pavement Management Systems: A Case for Approximate Dynamic Programming.” Transportation Research Part C: Emerging Technologies 33: 134–150. doi: 10.1016/j.trc.2013.03.003
   Web of Science ®Google Scholar
• Page, L., S. Brin, R. Motwani, and T. Winograd. 1999. The PageRank Citation Ranking: Bringing Order to the Web. Technical Report. Stanford, CA: Stanford InfoLab.
   Google Scholar
• Pan, W., B. Li, Y. Ma, and B. Jiang. 2014. “Identifying the Key Packages Using Weighted PageRank Algorithm.” Acta Electronica Sinica 42 (11): 2174–2183.
   Google Scholar
• Pereira, P., J. Pais, E. Freitas, Hugo M. R. D. Silva, and Joel R. M. Oliveira. 2006. “The Road Network Rehabilitation for the 21st Century: A Global Vision on Innovation on Road Rehabilitation.” Transportation Infrastructure Engineering 3 (1): 8–28.
   Google Scholar
• Proverbio, M., A. Costa, and I. F. C. Smith. 2018. “Sensor Data Interpretation with Clustering for Interactive Asset-Management of Urban Systems.” Journal of Computing in Civil Engineering 32 (6): 04018050. doi: 10.1061/(ASCE)CP.1943-5487.0000793
   Web of Science ®Google Scholar
• Shahin, M. Y., and S. D. Kohn. 1982. “Overview of the ‘PAVER’ Pavement Management System and Economic Analysis of Field Implementing the ‘PAVER’ Pavement Management System.” Journal of the Transportation Research Board 846 (52): 55–66.
   Google Scholar
• Srivastava, A. K., M. Srivastava, R. Garg, and Pramod Kumar Mishra. 2019. “An Aitken-Extrapolated Gauss-Seidel Method for Computing PageRank.” Journal of Statistics and Management Systems 22 (2): 199–222. doi: 10.1080/09720510.2019.1580901
   Web of Science ®Google Scholar
• Wang, F., Z. Zhang, and R. B. Machemehl. 2003. “Decision-Making Problem for Managing Pavement Maintenance and Rehabilitation Projects.” Transportation Research Record: Journal of the Transportation Research Board 1853 (1): 21–28. doi: 10.3141/1853-03
   Google Scholar
• Yang, W., and P. Zheng. 2016. “An Improved Pagerank Algorithm Based on Time Feedback and Topic Similarity.” Article presented at the 7th International Conference on software engineering and service Science (ICSESS).
   Google Scholar
• Zeng, P., Y. Pan, and Y. Zhao. 1993. “Research and Application of CPMS.” Journal of Highway and Transportation Research and Development 10 (2): 1–7.
   Google Scholar
• Zhang, L., L. Fu, W. Gu, Yanfeng Ouyang, and Yaohua Hu. 2017. “A General Iterative Approach for the System-Level Joint Optimization of Pavement Maintenance, Rehabilitation, and Reconstruction Planning.” Transportation Research Part B: Methodological 105: 378–400. doi: 10.1016/j.trb.2017.09.014
   Web of Science ®Google Scholar
• Zhang, X., and H. Gao. 2012. “Road Maintenance Optimization Through a Discrete-Time Semi-Markov Decision Process.” Reliability Engineering & System Safety 103: 110–119. doi: 10.1016/j.ress.2012.03.011
   Web of Science ®Google Scholar
• Zhou, G., S. Lai, K. Liu, and J. Zhao. 2012. “Topic-Sensitive Probabilistic Model for Expert Finding in Question Answer Communities.” In Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 1662–1666. New York: ACM.
   Google Scholar