ΕΘΝΙΚΟ ΜΕΤΣΟΒΙΟ ΠΟΛΥΤΕΧΝΕΙΟ

Publications in National and International Journals

Τα επιστημονικά αντικείμενα των δημοσιεύσεων αφορούν στην χρήση προηγμένων τεχνικών μηχανικής μάθησης και χωρικών αναλύσεων καθώς και αντικειμένο που ανήκουν στον ευρύτερο τομέα της Γεωπληροφορικής στις Γεωπιστήμες (Φυσικές Καταστροφές, Τεχνική Γεωλογία, Υδρογεωλογία).

. Achite, Μ., Tsangaratos, P., Ilia, Ι., Toubal ΑΚ. (2021). Applying support vector machines optimized by genetic algorithm for estimating the spatial distribution of mean annual precipitation. Arabian Journal of Geosciences DOI: 10.1007/s12517-021-07006-5 (pdf στο ΑΠΕΛΛΑ: publication_no1).
. Chen W., Chen, Y., Tsangaratos, P., Ilia, I., Wang, X. 2020. Combining Evolutionary Algorithms and Machine Learning Models in Landslide Susceptibility Assessments. Remote Sens. 2020, 12(23), 3854; https://doi.org/10.3390/rs12233854. (pdf στο ΑΠΕΛΛΑ: publication_no2).
. Hong, H., Tsangaratos, P., Ilia, I., Loupasakis, C., Wang, Y., 2020. Introducing a novel multi-layer perceptron network based on stochastic gradient descent optimized by a meta-heuristic algorithm for landslide susceptibility mapping. STOTEN, 742, 140549
. Bui, D.T., Tsangaratos, P., Nguyen, V.-T., Liem, N.V., Trinh, P.T., 2020. Comparing the prediction performance of a Deep Learning Neural Network model with conventional machine learning models in landslide susceptibility assessment. CATENA, 188,104426.
. Chen, W., Zhao, X., Tsangaratos, P., Shahabi, H., Ilia, I., Xue, W., Wang, X., Ahmad, B.B., 2020. Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping. Journal of Hydrology, 583,124602.
. Chen, W., Li, Y., Tsangaratos, P., Shahabi, H., Ilia, I., Xue, W., Bian, H. 2020. Groundwater spring potential mapping using artificial intelligence approach based on kernel logistic regression, random forest, and alternating decision tree models. Applied Sciences, 10(2), 425.
. Svigkas, N., Loupasakis, C., Tsangaratos, P., Papoutsis, I., Kiratzi, A., Kontoes, C.H., 2020. A deformation study of Anthemountas graben (northern Greece) based on in situ data and new InSAR results. Arabian Journal of Geosciences, 13(13),518
. Bui, D.T., Tsangaratos, P., Ngo, P.-T.T., Pham, T.D., Pham, B.T., 2019. Flash flood susceptibility modeling using an optimized fuzzy rule based feature selection technique and tree based ensemble methods. Science of the Total Environment, 668, 1038-1054.
. Chen, W., Tsangaratos, P., Ilia, I., Duan, Z., Chen, X., 2019. Groundwater spring potential mapping using population-based evolutionary algorithms and data mining methods, Science of The Total Environment, 684, 31-49.
. Chen, W., Panahi, M., Tsangaratos P., Shahabi, H., Ilia, I., Panahi, S., Li, S., Jaafari, A., Ahmad, B.B., 2019. Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility, CATENA, 172:212-231.
. Tsangaratos, P., Loupasakis, C., Nikolakopoulos, K., Angelitsa, V., Ilia, I. 2018. Developing a landslide susceptibility map based on remote sensing, fuzzy logic and expert knowledge of the Island of Lefkada, Greece, Environmental Earth Sciences, 77:363, https://doi.org/10.1007/s12665-018-7548-6.
. Ilia, I., Loupasakis, C., Tsangaratos, P., 2018. Land subsidence phenomena investigated by spatiotemporal analysis of groundwater resources, remote sensing techniques, and random forest method: the case of Western Thessaly, Greece. Environmental Monitoring and Assessment, 190(11),623.
. Hong, H., Tsangaratos P., Ilia, I., Liu, J., Zhu, A-X., Xu, C., 2018. Applying genetic algorithms to set the optimal combination of forest fire related variables and model forest fire susceptibility based on data mining models. The case of Dayu County, China, Science of The Total Environment, 630:1044-1056
. Hong, H., Tsangaratos P., Ilia, I., Liu, J., Zhu, A-X., Chen, W. 2018. Application of fuzzy weight of evidence and data mining techniques in construction of flood susceptibility map of Poyang County, China. Science of the Total Environment 625:575-588, https://doi.org/10.1016/j.scitotenv.2017.12.256
. Tsangaratos, P., Kallioras, A., Pizpikis, Th., Vasileiou, E., Ilia, I., Pliakas, FK., 2017. Multi-criteria Decision Support System (DSS) for optimal locations of Soil Aquifer Treatment (SAT) facilities, Science of The Total Environment 603-604:472-486, DOI: 10.1016/j.scitotenv.2017.05.238
. Hong H., Ilia, I, Tsangaratos, P., Chen, W., Xu, C., 2017. A hybrid fuzzy weight of evidence method in landslide susceptibility analysis on the Wuyuan area, China. Geomorphology, 290, 1-16, doi:10.1016/j.geomorph.2017.04.002.
. Svigkas, N., Papoutsis, I., Loupasakis, C., Tsangaratos, P., Kiratzi, A., Kontoes, C. 2017. InSAR time-series monitoring of ground displacement trends in an industrial area (Oreokastro—Thessaloniki, Greece): detection of natural surface rebound and new tectonic insights. Environmental Earth Sciences 76(5):195, DOI: 10.1007/s12665-017-6517-9
. Triantafyllidis S., Loupasakis C., Tsangaratos P., 2016. Geochemical modeling-based rehabilitation proposal for abandoned sulfidic flotation mill tailings, Kirki, Thrace, NE Greece, Environ Earth Sci (2016) 75: 1403. doi:10.1007/s12665-016-6213-1.
. Tsangaratos P., Ilia I., Hong H. Wei C., Xu C., 2016. Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China. Landslides, doi:10.1007/s10346-016-0769-4.
. Tsangaratos P, Ilia I., 2016. Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: The influence of models complexity and training dataset size. Catena, Volume 145, pp.164–179.
. Svigkas N, Papoutsis I, Loupasakis C, Tsangaratos P, Kiratzi A, Kontoes C., 2016. Land subsidence rebound detected via multi-temporal InSAR and ground truth data in Kalochori and Sindos regions, Northern Greece. Engineering Geology (209), pp.175-186.
. Tsangaratos, P., Ilia, I., 2016. Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece. Landslides, 13, pp.305-320.
. Ilia, I., Tsangaratos, P., 2016. Applying weight-of-evidence and sensitivity analysis to produce a landslide susceptibility map. Landslides, 13, pp.379-397.
. Savvaidis A., Margaris B., Theodoulidis N., Lekidis V., Karakostas Ch., Loupasakis C., Rozos D., Soupios P., Mangriotis M, Dikmen U., Tsangaratos P., Kokinou E., Vafidis A., Rondoyanni Th., Kalogeras I., Koutrakis S., Sarris A., Papadopoulos N. 2014. Geo-Characterization at selected accelerometric stations in Crete (Greece) and comparison of earthquake data recordings with EC8 elastic spectra. Central European Journal of Geosciences, Volume 6, Issue 1, pp 88-103.
. Tsangaratos, P., Rozos, D., Benardos, A. 2014. Use of Artificial Neural Network for Spatial Rainfall Analysis. Journal of Earth System Science, Volume 123, Issue 3, pp. 457-465.
. Tsangaratos, P., Benardos, A., 2014. A. Estimating Landslide Susceptibility through an Artificial Neural Network classifier. Natural Hazards, 74(3) 1489-1516.
. Tsangaratos, P., 2011. Virtual Globe and Geological Modelling. International Journal of Geosciences Vol.2 No.4, November 2011 PP.648-656 DOI: 10.4236/ijg.2011.24066.
. Ilia, I., Rozos, D., Peraki, D., Tsangaratos, P., 2009. Geotechnical and mineralogical properties of weak rocks form central Greece. Central European Journal of Geosciences, Volume 1, Issue 4, pp. 431-442.
. Rozos, D., Pyrgiotis, L., Skias, S., Tsagaratos, P., 2008. An implementation of Rock Engineering System for ranking the instability potential of natural slopes in Greek territory. An application in Karditsa County. Landslides, 5:216-270.

Publications in Proceedings of National and International Conferences with Peer Review

. Matiatos, I., Ilia, I., Tsangaratos, P., 2017. STATISTICAL ANALYSIS OF TRENDS DISTRIBUTION OF WATER ISOTOPES IN PRECIPITATION IN SWITZERLAND, 11th International Hydrogeological Congress of Greece/ Athens 2017, At Athens, vol.2, 351-361.
. Hong, H., Tsangaratos, P., Ilia, I., Chen, W., Xu, C., 2017. Comparing the Performance of a Logistic Regression and a Random Forest Model in Landslide Susceptibility Assessments. the Case of Wuyaun Area, China, Conference: Fourth World Landslide Forum, At Ljubljana, Slovenia, Volume: 2, DOI: 10.1007/978-3-319-53498-5_118
. Tsangaratos, P., Loupasakis, C., Ilia, I., 2017. Ground subsidence phenomena in Frakadona, West Thessaly, Greece, Fifth International Conference on Remote Sensing and Geoinformation of the Environment (RSCy2017), DOI: 10.1117/12.2279082.
. C. Loupasakis, F.Raspini, N. Svigkas,I. Papoutsis, D.Rozos, P. Tsangaratos, N.Adam, S.Moretti, An. Kiratzi, Ch. Kontoes, 2016. Advancements in the Research of the land subsidence phenomena at the wider coastal area of Thessaloniki, Greece. 2nd International Workshop on Coastal Subsidence May 30 - June 1, 2016 - Venice (Italy).
. Ilia, I., Loupasakis, C., Tsangaratos P., 2016. ASSESSING GROUND SUBSIDENCE PHENOMENA WITH PERSISTENT SCATTERER INTERFEROMETRY DATA IN WESTERN THESSALY, GREECE. 14th International Congress of the Geological Society of Greece, At Thessaloniki, Greece, Volume: Volume L.
. Tsangaratos P, Ilia I., 2016. COMBINING FUZZY LOGIC AND INFORMATION THEORY FOR PRODUCING A LANDSLIDE SUSCEPTIBILITY MODEL. 14th International Congress of the Geological Society of Greece, At Thessaloniki, Greece, Volume: Volume L.
. Tsangaratos P, Loupasakis C., Rozos D., Ilia, I., 2015. Landslide susceptibility assessments using the k-Nearest Neighbor algorithm and expert knowledge. Case study of the basin of Selinounda river, Achaia County, Greece. SafeChania 2015: The knowledge triangle in the Civil Protection Service Center of Mediterranean Architecture, Chania, Crete, Greece, 10-14 June 2015, At Chania, Crete, Greece.
. Loupasakis, C., Tsangaratos, P., Rozos, D., Rondoyianni, Th., Vafidis, A., Kritikakis, G., Steiakakis, M., Agioutantis, Z., Savvaidis, A., Soupios, P., Papadopoulos I., Papadopoulos, N., Sarris, A., Mangriotis, MD., Dikmen, U., 2015. Cross validation of Geotechnical and geophysical site characterization methods. Near surface data from selected accelerometric stations in Crete (Greece). Third International Conference on Remote Sensing and Geoinformation of Environmentʼ 16-19 March, 2015 – Cyprus.
. Tsangaratos, P., Ilia, I., 2014. A Supervised Machine Learning Spatial tool for detecting terrain deformation induced by landslide phenomena. 10th International Congress of the Hellenic Geographical Society, At Thessaloniki, Greece.
. Tsangaratos, P., Rozos, D, Loupasakis, C., Markantonis, K., 2014. Extreme terrain deformation in an uncontrolled waste disposal plant in Andros Island. 10th International Congress of the Hellenic Geographical Society, At Thessaloniki, Greece.
. Tsangaratos, P., Rozos, D., Ilia, I., Markantonis K., 2014. The use of spatial multi-criteria technique for urban suitability assessment, due to extensive mass movements. The case study of Vitala village, Kimi, Euboea, Greece. IAEG XII CONGRESS Torino 2014.
. Ilia I., Koumantakis, I., Rozos D., Koukis, G., Tsangaratos P., 2014. A Geographical Information System (GIS) based Probabilistic Certainty Factor Approach in assessing landslide susceptibility. The case study of Kimi, Euboea, Greece. IAEG XII CONGRESS Torino 2014.
. Tsangaratos, P., Benardos, A., 2013. Applying Artificial Neural Network in slope stability related phenomena. 13th International Congress of the Geological Society of Greece (GSG). Crete, 2013.
. Tsangaratos P., Koumantakis I., 2013. The value of Geological data, information and knowledge in producing landslide susceptibility maps. 13th International Congress of the Geological Society of Greece (GSG). Crete, 2013.
. Tsangaratos, P., Rozos, D., 2013. Producing landslide susceptibility maps by applying expert knowledge in a GIS-based environment. 13th International Congress of the Geological Society of Greece (GSG). Crete, 2013.
. Tsangaratos, P., Perraki, M., Ilia, I., 2013. Developing an interactive application embodied in the Geosciences Educational Procedure. 13th International Congress of the Geological Society of Greece (GSG). Crete, 2013.
. Rozos, D., Tsangaratos, P., Loupasakis, C., Koumantakis, I., Markantonis, K., 2013. Assessing areas of slope instability through a spatial decision support system. 13th International Congress of the Geological Society of Greece (GSG). Crete, 2013.
. Tsangaratos P., Pizpikis T., Vasileiou E., Pliakas F., Schuth C., Kallioras A., 2013. Development of multi-criteria Decision Support System (DSS) coupled with GIS for identifying optimal locations for Soil Aquifer Treatment (SAT) facilities. Bulletin of the Geological Society of Greece, vol. XLVII 2013, Proceedings of the 13th International Congress, Chania, 5-8 September 2013, Greece, paper 147.
. Vafidis A., Steiakakis M., Agioutantis Z., Andronikidis N., Kritikakis G., Economou N., Pandi K., Spanoudakis N., Savvaidis A., Margaris B., Theodoulidis N., Lekidis V., Karakostas Ch., Mangriotis M-D., Kalogeras I., Koutrakis S., Rozos D., Loupasakis C., Rondoyanni Th., Tsangaratos P., Dikmen U., Papadopoulos N., Sarris A., Soupios P., Kokkinou E., Papadopoulos I., Kouli M., and Vallianatos F., 2013. “GEO-CHARACTERIZATION” of selected areas in Crete, Greece, towards realistic assessment of seismic design actions. Proceedings of the 13th International Congress of the Geological Society of Greece, Bulletin of the Geological Society of Greece, vol. XLVII, Pre-Congress Proceedings’ CD - Paper Number 326.
. Savvaidis, A., Margaris, B., Theodoulidis, N., Lekidis, V., Karakostas, Ch., Mangriotis, M-D., Kalogeras, I., Koutrakis, S., Vafidis, A., Steiakakis, M., Agioutantis, Z., Rozos, D., Loupasakis, C., Rondoyianni, Th., Tsangaratos, P., Dikmen, U., Papadopoulos, N., Sarris, A., Soupios, P., Kokkinou, E., Papadopoulos, I., Kouli, M., and Vallianatos F., 2013. GEO-CHARACTERIZATION according to recent advances of EUROCODE (EC8). First International Conference on Remote Sensing and Geoinformation 2013, 8-10 April 2013, Paphos, Cyprus.
. Tsangaratos, P., Ilia I, and Rozos D., 2013. Case Event System for Landslide Susceptibility Analysis. Landslide Science and Practice. Springer Berlin Heidelberg. pp. 585-593.
. Ilia, I., Tsangaratos, P., Koumantakis, I., Rozos, D. 2010. Application of a Bayesian approach in GIS based model for evaluating landslide susceptibility. Case study Kimi area, Euboea, Greece. 12th INTERNATIONAL CONGRESS OF THE GEOLOGICAL SOCIETY OF GREECE.
. Tsangaratos, P., Koumantakis, I., Rozos, D., 2010. GIS-Based application for geotechnical data managing. 12th INTERNATIONAL CONGRESS OF THE GEOLOGICAL SOCIETY OF GREECE.
. Dimitrakopoulos, D.,Vassiliou, E., Tsangaratos, P., Ilia, I., 2010. Environmental management of mine water, considering European Water Legislation. Case study of Megalopolis mines. 12th INTERNATIONAL CONGRESS OF THE GEOLOGICAL SOCIETY OF GREECE.
. Rozos, D., Lykoudi, E., Tsangaratos, P., Markantonis, K., Georgiadis, P., Rondoyanni, Th., Leivaditi, A., Kyrousis, I., 2010. Evaluation of soil erosion and susceptibility to landslide manifestation as a consequence of wildfire events affected the Zacharo municipality, Peloponnesus, Greece. 12th INTERNATIONAL CONGRESS OF THE GEOLOGICAL SOCIETY OF GREECE.
. Tsagaratos, P., Vasileiou, E., Grigorakou, E., Rozos, D., 2008. Environmental management of Mine Water in Greece and in the European Union, Geology and Water Management: Resources, Risks, Regulations, Athens, Greece.
. Koumantakis, I., Rozos, D., Tsangaratos, P., 2007. Underground space development in Attica County in relation with its geological structure, 11th ACUUS Conference: Underground Space: Expanding the Frontiers Athens, Greece, 2007.
. Koumantakis, I., Rozos, D., Markantonis, K., Tsagaratos, P., 2007. Hydrodynamic conditions of ground and surface water as a principal parameter to the solid wastes disposal sites selection. The case of Polidentri village in Attica, XXXV IAH Ground water and Ecosystems, Lisbon, Portugal.
. Rozos, D., Tsagaratos, P., Markantonis, K., Skias, S., 2006. An application of Rock Engineering System (R.E.S.) method for ranking the instability potential of natural slopes in Achaia County, Greece, Int. Association of Mathematical Geology, XIth International Congress.
. Koumantakis, I., Rozos, D., Markantonis, K., Tsagaratos, P., 2005. Engineering geological conditions, related ground failures and proposed measures, along the part of Peloponnesian railway line, Greece, Geoline, International Symposium Geology and Linear Developments.
. Tsagaratos, P., Koumantakis, I., Rozos, D., 2005. Landslide phenomena in granitic formation environments, geotechnical approach and classification, Eastern Aegean islands of Ikaria and Naxos, Greece, Geoline, International Symposium Geology and Linear Developments.