TY - JOUR TT - Şehirlerarası yol ağlarında bitümlü sıcak karışım kaplamalar için üstyapı performans tahmin modeli geliştirilmesi AU - Kırbaş, Ufuk AU - Karaşahin, Mustafa AU - Ünal, Emine Nazan AU - Komut, Muhammet AU - Demir, Birol AU - Öcal, Kıvılcım PY - 2017 DA - December JF - Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi PB - Pamukkale Üniversitesi WT - DergiPark SN - 2147-5881 SP - 718 EP - 725 VL - 23 IS - 6 KW - Flexible pavement KW - Deterioration model KW - Performance prediction KW - PCI KW - IRI N2 - Önemlibir altyapı yatırımı olan bitümlü sıcak karışım (BSK) üstyapılarınbozulmalarının doğru tahmin edilmesi, bakım ve onarım için ayrılan bütçenindoğru olarak belirlenmesinde vazgeçilmez bir unsurdur. Çalışmada, KarayollarıGenel Müdürlüğünün (KGM) sorumluluğunda bulunan devlet yolu ve il yolustatüsündeki BSK kaplamalı yollarda, gelecek yıllara ait performans tahminiyapabilen bir üstyapı performans tahmin modeli geliştirilmiştir. Üstyapılarınperformans göstergesi olarak uluslararası düzgünsüzlük indeksi (IRI)kullanılmıştır. KGM tarafından yapım yılı bilinen yollarda mevcut üstyapıbozulma bilgileri kullanılarak PAVER sistemi yardımıyla kesimlerin üstyapıdurum indeksi (PCI) bilgileri elde edilmiştir. Kesimlerin PCI ve yaşlarınabağlı olarak deterministik regresyon modeli tekniği kullanılarak tahmin modelioluşturulmuştur. Sonrasında, aynı yol kesimlerinde PCI ve IRI arasındakimatematiksel ilişki ortaya konmuştur. Elde edilen bu matematiksel ilişki oluşturulangelecek tahmin modeline entegre edilerek, ölçülen IRI değeri ve performansıtahmin edilecek yıl bağımsız değişkenlerine bağlı olarak üstyapıların gelecekyıllara ait IRI değerlerini belirleyen bir tahmin modeli elde edilmiştir. IRIbozulma tahmin modelinin doğruluğu, modelleme çalışmalarında hiçbir şekildekullanılmayan veri setleri ile kontrol edilmiştir. CR - AASHTO. Guide for Design of Pavement Structures. Washington, USA, AASHTO, 1993. CR - Haas R, Hudson WR, Zaniewski JP. Modern Pavement Management, Florida, USA, Krieger Pub. Co.,1994. CR - Moazami D, Behbahani H, Muniandy R. “Pavement rehabilitation and maintenance prioritization of urban roads using fuzzy logic”. Expert Systems with Applications. 38(10), 12869-12879, 2011. CR - Yang J, Lu J. “Gunaratne M, Xiang Q. Overall Pavement Condition Forecasting Using Neural Networks-an Application to Florida Highway Network”. 82nd Annual Meeting of the Transportation Research Board, Washington, USA, 12-16 January 2003. CR - Shahin MY. Pavement Management for Airports, Roads and Parking Lots, New York, USA, Springer, 2005. CR - Ziari H, Sobhani J, Ayoubinejad J, Hartmann T. “Prediction of IRI in short and long terms for flexible pavements: ANN and GMDH methods”. International Journal of Pavement Engineering, 17(9), 776-788, 2016. CR - Salem O, El-Assaly A, Abou-Rizk S. “Performance prediction models of pavement highway network in alberta”. 82nd Annual Meeting of the Transportation Research Board, Washington, USA, 12-16 January 2003. CR - Khattak MJ, Landry C, Veazey J, Zhang Z. “Rigid and composite pavement index-based performance models for network pavement management system in the state of louisiana”. International Journal of Pavement Engineering, 14(7), 612-628, 2013. CR - Chou E, Pulugurta H, Datta D. “Pavement Forecasting Models”. Ohio Department of Transportation Columbus, OH, Scientific Report, 2008. CR - Chen C, Zhang J. “Comparisons of IRI-Based pavement deterioration prediction models using new mexico pavement data”. Geo-Frontiers Congress, Dallas, Texas, USA, 13-16 March 2011. CR - Luo Z. “Pavement performance modelling with an auto-regression approach”. International Journal of Pavement Engineering, 14(1), 85-94, 2013. CR - Ahmed K, Abu-Lebdeh G, Lyles RW. “Prediction of pavement distress ındex with limited data on causal factors: An auto-regression approach”. International Journal of Pavement Engineering, 7(1), 23-35, 2006. CR - Attoh-Okine NO, Cooger K, Mensah S. “Multivariate adaptive regression (MARS) and hinged hyperplanes (hhp) for doweled pavement performance modeling”. Construction and Building Materials, 23(9), 3020-3023, 2009. CR - Parvini M. “Artificial neural network modeling of pavement performance using expert judgement”. Road Materials and Pavement Design, 3(4), 373-384, 2002. CR - Khan MU, Williams DJ, Ferreira L, Mesbah M. “Developing a new road deterioration model ıncorporating flooding”. Proceedings of the ICE-Transport, 167(5), 322-333, 2014. CR - Pulugurta H, Shao Q, Chou YJ. “Pavement condition prediction using markov process”. Journal of Statistics and Management Systems, 12(5), 853-871, 2009. CR - Lethanh N, Adey BT. “Use of exponential hidden markov models for modelling pavement deterioration”. International Journal of Pavement Engineering, 14(7), 645-654, 2013. CR - Park ES, Smith RE, Freeman TJ, Spiegelman CH. “A bayesian approach for ımproved pavement performance prediction”. Journal of Applied Statistics, 35(11), 1219-1238, 2008. CR - Hong HP, Wang SS. “Stochastic modeling of pavement performance”. International Journal of Pavement Engineering, 4(4), 235-243, 2003. CR - Hassan R, Lin O, Thananjeyan A. “A comparison between three approaches for modelling deterioration of five pavement surfaces”. International Journal of Pavement Engineering, 18(1), 26-35, 2015. CR - Pan NF, Ko CH, Yang MD, Hsu KC. “Pavement performance prediction through fuzzy regression”. Expert Systems with Applications. 38(8), 10010-10017, 2011. CR - Karaşahin M, Terzi S. “Performance model for asphalt concrete pavement based on the fuzzy logic approach”. Transport, 29(1), 18-27, 2014. CR - Attoh-Okine NO. “Analysis of Learning Rate and Momentum Term in Backpropagation Neural Network Algorithm Trained to Predict Pavement Performance”. Advances in Engineering Software, 30(4), 291-302, 1999. CR - Terzi S. “Modeling the pavement serviceability ratio of flexible highway pavements by artificial neural networks”. Construction and Building Materials, 21(3), 590–593, 2007. CR - Terzi S. “Modeling for pavement roughness using the ANFIS approach”. Advances in Engineering Software, 57, 59-64, 2013. CR - Attoh-Okine NO, Mensah S, Nawaiseh M. “A new technique for using multivariate adaptive regression splines (MARS) in pavement roughness prediction”. Proceedings of the Institution of Civil Engineers-Transport, 156(1), 51-55, 2003. CR - Ahmed A, Labi S, Li Z, Shields T. “Aggregate and disaggregate statistical evaluation of the performance-based effectiveness of long-term pavement performance specific pavement study-5 (LTPP SPS-5) flexible pavement rehabilitation treatments”. Structure and Infrastructure Engineering, 9(2), 172-187, 2013. CR - Mubaraki M. “Predicting Pavement Condition Deterioration for the Saudi Inter-Urban Road Network”. GeoHunan International Conference, Changsha, Hunan, China, 3-6 August 2009. CR - Amador-Jiménez LE, Mrawira D. “Reliability-Based initial pavement performance deterioration modelling”. International Journal of Pavement Engineering, 12(2), 177-186, 2011. CR - Fekpe E, Attoh-Okine NO. “Deterioration modelling for lateritic-base flexible pavements”. Construction and Building Materials, 9(3), 159-163, 1995. CR - Bennett C, Petersen W. A Guide to Calibration and Adaptation, Washington, DC, USA, PIARC, 1999. CR - Braga A, Čygas D. “Adaptation of pavement deterioration models to lithuanian automobile roads”. Journal of Civil Engineering and Management, 8(3), 214-220, 2002. CR - Odoki JB, Anyala M, Bunting E. “HDM-4 adaptation for strategic analysis of UK local roads”. Proceedings of the ICE-Transport, 166(2), 65-78, 2013. CR - Martin TC. “Heavy vehicle road wear on sealed unbound granular roads”. Proceedings of the ICE-Transport, 164(1), 13-22, 2011. CR - Jorge D, Ferreira A. “Road network pavement maintenance optimisation using the hdm-4 pavement performance prediction models”. International Journal of Pavement Engineering, 13(1), 39-51, 2012. CR - Chootinan P, Chen A, Horrocks MR, Bolling D. “A multi-year pavement maintenance program using a stochastic simulation-based genetic algorithm approach”. Transportation Research Part A: Policy and Practice, 40(9),725-743, 2006. CR - Chi S, Hwang J, Arellano M, Zhang Z, Murphy M. “Development of network-level project screening methods supporting the 4-year pavement management plan in Texas”. Journal of Management in Engineering, 29(4), 482-494, 2013. CR - Chou JS, Le TS. “Reliability-Based performance simulation for optimized pavement maintenance”. Reliability Engineering & System Safety, 96(10), 1402-1410, 2011. CR - Meneses S, Ferreira A. “Flexible pavement maintenance programming considering the minimisation of maintenance and rehabilitation costs and the maximisation of the residual value of pavements”. International Journal of Pavement Engineering, 16(7), 571-586, 2014. CR - İncegül M, Ergün M. “An ıntegrated graphical user ınterface for pavement deterioration modeling”. Scientific Research and Essay, 6(17), 3649-3656, 2011. CR - Güngör AG, Hacak B, Ünal EN. “Üstyapı yönetim sistemi KGM uygulamaları”. 2. Karayolu Ulusal Kongresi, Ankara, Türkiye, 11-13 Ekim 2011. CR - Park K, Thomas NE, Wayne Lee K. “Applicability of the international roughness ındex as a predictor of asphalt pavement condition”. Journal of Transportation Engineering, 133(12), 706-709, 2007. UR - https://dergipark.org.tr/tr/pub/pajes/issue//379426 L1 - https://dergipark.org.tr/tr/download/article-file/405228 ER -