Machine Learning-Based Prediction of Operability for Friction Pendulum Isolators Under Seismic Design Levels.

Umit Isikdag Ümit Isikdag https://orcid.org/0000-0002-2660-0106 https://www.wikidata.org/entity/Q61150420

Ayla Ocak Batuhan Kahvecioglu Sinan Melih Nigdeli Gebrail Bekdas Ümit Isikdag Zong Woo Geem Machine Learning-Based Prediction of Operability for Friction Pendulum Isolators Under Seismic Design Levels. 2025 29 10 Big Data Cogn. Comput. 1 https://doi.org/10.3390/bdcc10010029 db/journals/bdcc/bdcc10.html#OcakKNBIG25 streams/journals/bdcc

Gebrail Bekdas Yaren Aydin Umit Isikdag Sinan Melih Nigdeli Dara Hajebi Tae-Hyung Kim Zong Woo Geem Shear Wave Velocity Prediction with Hyperparameter Optimization. 60 2025 16 Inf. 1 https://doi.org/10.3390/info16010060 db/journals/information/information16.html#BekdasAINHKG25 streams/journals/information

Ayla Ocak Gebrail Bekdas Sinan Melih Nigdeli Umit Isikdag Zong Woo Geem Searching for the Best Artificial Neural Network Architecture to Estimate Column and Beam Element Dimensions. 660 2025 16 Inf. 8 https://doi.org/10.3390/info16080660 db/journals/information/information16.html#OcakBNIG25 streams/journals/information

Ümit Isikdag Handan As Çemrek Seda Sönmez Yaren Aydin Gebrail Bekdas Zong Woo Geem A Real-Time Advisory Tool for Supporting the Use of Helmets in Construction Sites. 824 2025 16 Inf. 10 https://doi.org/10.3390/info16100824 db/journals/information/information16.html#IsikdagCSABG25 streams/journals/information

Yaren Aydin Sinan Melih Nigdeli Mostafa Roozbahan Gebrail Bekdas Ümit Isikdag Predicting the area moment of inertia of beam and column using machine learning and HyperNetExplorer. 15793-15817 2025 July 37 Neural Comput. Appl. 20 https://doi.org/10.1007/s00521-025-11323-1 db/journals/nca/nca37.html#AydinNRBI25 streams/journals/nca

Muhammed Çosut Gebrail Bekdas Sinan Melih Nigdeli Ümit Isikdag Predicting design suitability of box-shaped sustainable timber structural members using machine learning and hyperparameter optimization. 24123-24148 2025 October 37 Neural Comput. Appl. 29 https://doi.org/10.1007/s00521-025-11556-0 db/journals/nca/nca37.html#CosutBNI25 streams/journals/nca

Sisi Zlatanova Jinjin Yan Yijing Wang 0002 Abdoulaye A. Diakité Umit Isikdag George Sithole Jack Barton Spaces in Spatial Science and Urban Applications - State of the Art Review. 58 2020 9 ISPRS Int. J. Geo Inf. 1 https://doi.org/10.3390/ijgi9010058 https://www.wikidata.org/entity/Q126317874 db/journals/ijgi/ijgi9.html#ZlatanovaYWDISB20

Éric Guilbert Pawel Boguslawski Umit Isikdag Multidimensional and Multiscale GIS. 523 2019 8 ISPRS Int. J. Geo Inf. 12 https://doi.org/10.3390/ijgi8120523 db/journals/ijgi/ijgi8.html#GuilbertBI19

Mehmet Buyukdemircioglu Sultan Kocaman Umit Isikdag Semi-Automatic 3D City Model Generation from Large-Format Aerial Images. 339 2018 7 ISPRS Int. J. Geo Inf. 9 https://doi.org/10.3390/ijgi7090339 https://www.wikidata.org/entity/Q129354874 db/journals/ijgi/ijgi7.html#Buyukdemircioglu18

Abdullah Kara Volkan Çagdas Umit Isikdag Bulent Onur Turan Towards harmonizing property measurement standards. 87-119 2018 17 J. Spatial Inf. Sci. 1 https://doi.org/10.5311/JOSIS.2018.17.412 https://www.wikidata.org/entity/Q128729298 db/journals/josis/josis17.html#KaraCIT18

Sisi Zlatanova Umit Isikdag 3D Indoor Models and Their Applications. 9-20 2017 Encyclopedia of GIS https://doi.org/10.1007/978-3-319-17885-1_1551 reference/gis/2017 db/reference/gis/gis2017.html#ZlatanovaI17 Umit Isikdag Enhanced Building Information Models - Using IoT Services and Integration Patterns Springer 2015 1-121 Springer Briefs in Computer Science 978-3-319-21824-3 978-3-319-21825-0 https://doi.org/10.1007/978-3-319-21825-0

Umit Isikdag Jason Underwood Murat Kuruoglu Utku Acikalin Data Integration Capability Evaluation of ERP Systems: A Construction Industry Perspective. 113-129 2013 9 Int. J. Enterp. Inf. Syst. 3 https://doi.org/10.4018/jeis.2013070106 db/journals/ijeis/ijeis9.html#IsikdagUKA13

Umit Isikdag Sisi Zlatanova Jason Underwood A BIM-Oriented Model for supporting indoor navigation requirements. 112-123 2013 41 Comput. Environ. Urban Syst. https://doi.org/10.1016/j.compenvurbsys.2013.05.001 db/journals/urban/urban41.html#IsikdagZU13

Mehmet Yilmaz Umit Isikdag Reflections on the 2008 U.S. Presidential Election in the Turkish Blogosphere. 56-67 2011 1 Int. J. Interact. Commun. Syst. Technol. 2 https://doi.org/10.4018/ijicst.2011070105 db/journals/ijicst/ijicst1.html#YilmazI11

Umit Isikdag Jason Underwood Murat Kuruoglu Jack Goulding Utku Acikalin Construction informatics in Turkey: strategic role of ICT and future research directions. 412-428 2009 14 J. Inf. Technol. Constr. https://www.itcon.org/paper/2009/27 db/journals/itcon/itcon14.html#IsikdagUKGA09

Umit Isikdag Jason Underwood Ghassan Aouad An investigation into the applicability of building information models in geospatial environment in support of site selection and fire response management processes. 504-519 2008 22 Adv. Eng. Informatics 4 https://doi.org/10.1016/j.aei.2008.06.001 db/journals/aei/aei22.html#IsikdagUA08

Utku Acikalin Sultan Kocaman AksakalSultan Kocaman Ghassan Aouad Yaren Aydin Jack Barton Gebrail Bekdas Pawel Boguslawski Mehmet Buyukdemircioglu Volkan Çagdas Handan As Çemrek Muhammed Çosut Abdoulaye A. Diakité Zong Woo Geem Jack Goulding Éric Guilbert Dara Hajebi Batuhan Kahvecioglu Abdullah Kara Tae Hyung KimTae-Hyung Kim Murat Kuruoglu Sinan Melih Nigdeli Ayla Ocak Mostafa Roozbahan George Sithole Seda Sönmez Bulent Onur Turan Jason Underwood Yijing Wang 0002 Jinjin Yan Mehmet Yilmaz Sisi Zlatanova