gtu_logo

Prof. Dr. Taşkın KAVZOĞLU
Harita Mühendisliği

Taşkın  KAVZOĞLU
Telefon
(262) 6052056
E-Posta
kavzoglu@gtu.edu.tr
Ofis
F Blok, 109
Çalışma alanları
Uzaktan Algılama, Makine Öğrenme Algoritmaları, Derin Öğrenme, Veri Madenciliği, Çevresel Değişimlerin Analizi, Orman Yangınlarının İzlenmesi, Heyelan Risk Haritalama
Detaylı özgeçmiş
TaskinKavzogluCV_TR_02102024.pdf

ORCID

Web of Science

YÖK Akademik

Google Scholar

Researchgate

1.Teke, A.and Kavzoglu, T., 2024. “Exploring the Decision-Making Process of Ensemble Learning Algorithms in Landslide Susceptibility Mapping: Insights from Local and Global Explainable AI Analyses”. Advances in Space Research, 74(8), 3765-3785. https://doi.org/10.1016/j.asr.2024.06.082</span>

2.Kavzoglu, T., Colkesen, I., Atesoglu, A., Tonbul, H., Yilmaz, E.O., Ozlusoylu, S. and Ozturk, M.Y., 2024. “Construction and Implementation of a Poplar Spectral Library Based on Phenological Stages for Land Cover Classification Using High-Resolution Satellite Images”. International Journal of Remote Sensing, 45(6), 2049-2072. https://doi.org/10.1080/01431161.2024.2326800</span>

3.Ozdemir S, Akbulut Z, Karsli F, Kavzoglu T.2024. “Extraction of Water Bodies from High-Resolution Aerial and Satellite Images Using Visual Foundation Models”. Sustainability, 16(7), 2995. https://doi.org/10.3390/su16072995</span>

4.Yildirim, E. Sefercik, U.G. and Kavzoğlu, T. 2024. “Automated Identification of Vehicles in Very High-Resolution UAV Orthomosaics Using YOLOv7 Deep Learning Model," Turkish Journal of Electrical Engineering and Computer Sciences, 32(1), 9. https://doi.org/10.55730/1300-0632.4060</span>

5.Yilmaz, E.O., Tonbul, H. & Kavzoglu, T., 2023. “Marine Mucilage Mapping with Explained Deep Learning Model Using Water-related Spectral Indices: A Case Study of Dardanelles Strait, Turkey”, Stochastic Environmental Research and Risk Assessment, 38, 51-68. https://doi.org/10.1007/s00477-023-02560-8</span>

6.Sefercik, U.G., Colkesen, I., Kavzoglu, T., Ozdogan, N. & Ozturk, M.Y., 2023. “Assessing the Physical and Chemical Characteristics of Marine Mucilage Utilizing In-Situ and Remote Sensing Data (Sentinel-1, -2, -3)”, PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science. https://doi.org/10.1007/s41064-023-00254-y</span>

7.Sildir, H., Sarrafi, S. & Kavzoglu, T., 2023. “A Simultaneous Training and Input Selection Algorithm for Classification Problems Using Piecewise Approximations”, IFAC Papers Online, 55 (23), pp. 7 – 12. https://doi.org/10.1016/j.ifacol.2023.01.005</span>

8.Colkesen, I., Kavzoglu, T., Atesoglu, A., Tonbul, H. & Ozturk, M.Y., 2023. “Multi-Seasonal Evaluation of Hybrid Poplar (P. Deltoides) Plantations Using Worldview-3 Imagery and State-Of-The-Art Ensemble Learning Algorithms”, Advances in Space Research, 71(7), 3022 – 3044. https://doi.org/10.1016/j.asr.2022.10.044</span>

9.Kavzoglu, T. & Bilucan, F., 2023. “Effects of Auxiliary and Ancillary Data on LULC Classification in a Heterogeneous Environment Using Optimized Random Forest Algorithm”, Earth Science Informatics, 16, 415 – 435. https://doi.org/10.1007/s12145-022-00874-9</span>

10.Colkesen, I., Kavzoglu, T., Sefercik, U.G.  & Ozturk, M.Y., 2023. “Automated Mucilage Extraction Index (AMEI): A Novel Spectral Water Index for Identifying Marine Mucilage Formations from Sentinel-2 Imagery”, International Journal of Remote Sensing, 44(1), 105 – 141. https://doi.org/10.1080/01431161.2022.21</span>

11.Sefercik, U.G., Kavzoglu, T., Colkesen, I., Nazar, M., Ozturk, M.Y., Adali, S. & Dinc, S., 2023. “3D Positioning Accuracy and Land Cover Classification Performance of Multispectral RTK UAVs”, International Journal of Engineering and Geosciences, 8(2), 119 – 128. https://doi.org/10.26833/ijeg.1074791 </span>

12.Ozdemir, E., Karsli, F., Kavzoglu, T., Bahadir, M. & Yagmahan, A., 2022. “A Novel Algorithm for Regularization of Building Footprints Using Raw LiDAR Point Clouds”, Geocarto International, 37(25), 7358 – 7380. https://doi.org/ 10.1080/10106049.2021.1974104</span>

13.Sefercik, U.G., Kavzoglu, T., Nazar, M., Atalay, C. & Madak, M., 2022. “Creation of a Virtual Tour .Exe Utilizing Very High-Resolution RGB UAV Data”, International Journal of Environment and Geoinformatics (IJEGEO), 9(4): 151 –160. https://doi.org/10.30897/ijegeo.1102575</span>

14.Ahmad, C.B., Abdullah, J., Idris, R., Abdul Rasam, A.R., Mustapha, A.A. & Kavzoglu, T., 2022. ”Spatial Land Use and Land Cover (LULC) Changes for a Sustainable Biodiversity Conservation: Factors for Potential Implementation of Buffer Zone for FRIM Natural Heritage Site, Malaysia”, IOP Conference Series: Earth and Environmental Science, 1067, 012015. https://doi.org/10.1088/1755-1315/1067/1/012015</span>

15.Kavzoglu, T. & Yilmaz, E.O., 2022. “Analysis of Patch and Sample Size Effects for 2D-3D CNN Models Using Multi-Platform Dataset: Hyperspectral Image Classification of ROSIS and Jilin1-GP01 Imagery”, Turkish Journal of Electrical Engineering & Computer Sciences. 30(6), 2124 – 2144. https://doi.org/10.55730/1300-0632.3929</span>

16.Kavzoglu, T. & Goral, M., 2022. "Google Earth Engine for Monitoring Marine Mucilage: Izmit Bay in Spring 2021" Hydrology, 9(8), 135. https://doi.org/10.3390/hydrology9080135</span>

17.Kavzoglu, T. & Teke, A., 2022. "Ensemble Conditioning Factor Selection with Markov Chain Framework for Shallow Landslide Susceptibility Mapping in Lake Sapanca Basin and Its Vicinity, Turkey", Baltic Journal of Modern Computing, 10(2), 224 – 240. https://doi.org/10.22364/bjmc.2022.10.2.09</span>

18.Kavzoglu, T. & Teke, A., 2022. “Advanced Hyperparameter Optimization for Improved Spatial Prediction of Shallow Landslides Using Extreme Gradient Boosting (XGBoost)”, Bulletin of Engineering Geology and the Environment, 81(5), 201. https://doi.org/10.1007/s10064-022-02708-w</span>

19.Kavzoglu, T., Tonbul, H. & Colkesen, I., 2022. “Pixel- and Object-Based Ensemble Learning for Forest Burn Severity Using USGS FIREMON and Mediterranean Condition dNBRs in Aegean Ecosystem (Turkey)”, Advances in Space Research, 69(10), 3609 – 3632. https://doi.org/10.1016/j.asr.2022.02.051</span>

20.Yagci, A.L., Colkesen, I., Kavzoglu, T. & Sefercik, U.G., 2022. “Daily Monitoring of Marine Mucilage Using the MODIS Products: A Case Study of 2021 Mucilage Bloom in the Sea of Marmara, Turkey”, Environmental Monitoring and Assessment, 194(3), 170. https://doi.org/10.1007/s10661-022-09831-x</span>

21.Kavzoglu, T. & Teke, A. 2022. “Predictive Performances of Ensemble Machine Learning Algorithms in Landslide Susceptibility Mapping Using Random Forest, Extreme Gradient Boosting (XGBoost) and Natural Gradient Boosting (NGBoost)”, Arabian Journal for Science and Engineering, 47, 7367–7385. https://doi.org/10.1007/s13369-022-06560-8</span>

22.Kavzoglu, T., Tonbul, H., Colkesen, I. & Sefercik, U.G. 2021. “The Use of Object-Based Image Analysis for Monitoring 2021 Marine Mucilage Bloom in the Sea of Marmara”, International Journal of Environment and Geoinformatics, 8(4), 529 – 536. https://doi.org/10.30897/ijegeo.990875</span>

23.Kavzoglu, T., Teke, A. & Yilmaz, E.O. 2021. “Shared Blocks-Based Ensemble Deep Learning for Shallow Landslide Susceptibility Mapping”, Remote Sensing, 13(23), 4776. https://doi.org/10.3390/rs13234776</span>

24.Kutlug Sahin, E., Colkesen, I. & Kavzoglu, T. 2020. “A Comparative Assessment of Canonical Correlation Forest, Random Forest, Rotation Forest and Logistic Regression Methods for Landslide Susceptibility Mapping”, Geocarto International, 35(4), 341-363. https://doi.org/10.1080/10106049.2018.1516248</span>

25.Sildir, H., Aydin, E. & Kavzoglu, T. 2020, “Design of Feedforward Neural Networks in the Classification of Hyperspectral Imagery Using Superstructural Optimization”, Remote Sensing, 12, 956. https://doi.org/10.3390/rs12060956</span>

26.Kavzoglu, T. & Tonbul, H. 2020. “Semi-Automatic Building Extraction from Worldview-2 Imagery Using Taguchi Optimization”, Photogrammetric Engineering & Remote Sensing, 86(9), 547 – 555. https://doi.org/10.14358/PERS.86.9.547</span>

27.Tonbul, H., Colkesen, I. & Kavzoglu, T. 2020. “Classification of Poplar Tree with Object-Based Ensemble Learning Algorithms Using Sentinel-2A Image”, Journal of Geodetic Science, 10, 14 – 22. https://doi.org/10.1515/jogs-2020-0003</span>

28.Tonbul, H. & Kavzoglu, T. 2020. “A Spectral Band Based Comparison of Unsupervised Segmentation Evaluation Methods for Image Segmentation Parameter Optimization”, International Journal of Environment and Geoinformatics, 7(2), 132 – 139. https://doi.org/10.30897/ijegeo.641216</span>

29.Colkesen, I. & Kavzoglu, T. 2018. “Selection of Optimal Object Features in Object-Based Image Analysis Using Filter-Based Algorithms”, Journal of the Indian Society of Remote Sensing, 46(8), 1233 – 1242. https://doi.org/10.1007/s12524-018-0807-x</span>

30.Kavzoglu, T., Tonbul, H., Yildiz Erdemir, M. & Colkesen, I. 2018. “Dimensionality Reduction and Classification of Hyperspectral Images Using Object-Based Image Analysis”, Journal of the Indian Society of Remote Sensing, 46(8), 1297 – 1306. https://doi.org/10.1007/s12524-018-0803-1</span>

31.Kavzoglu, T. & Tonbul, H. 2018. “An Experimental Comparison of Multi-Resolution Segmentation, SLIC and K-means Clustering for Object-Based Classification of VHR Imagery”, International Journal of Remote Sensing, 39(18), 6020 – 6036. https://doi.org/10.1080/01431161.2018.1506592</span>

32.Kavzoglu, T. & Tonbul, H. 2018. “Segmentation Quality Assessment for Varying Spatial Resolutions of Very High Resolution Satellite Imagery”, Geography and Natural Resources, 2(8), 109 – 114.</span>

33.Colkesen, I. & Kavzoglu, T. 2017. “The Use of Logistic Model Tree (LMT) for Pixel- and Object-Based Classifications Using High Resolution WorldView-2 Imagery”, Geocarto International, 32(1), 71 – 86. https://doi.org/10.1080/10106049.2015.1128486</span>

34.Kutlug Sahin, E., Ipbuker, C. & Kavzoglu, T. 2017. “Investigation of Automatic Feature Weighting Methods (Fisher, Chi-square and Relief-F) for Landslide Susceptibility Mapping”, Geocarto International, 32(9), 956 – 977. https://doi.org/10.1080/10106049.2016.1170892</span>

35.Colkesen, I. & Kavzoglu, T. 2017. “Ensemble-Based Canonical Correlation Forest (CCF) for Land Use and Land Cover Classification Using Sentinel-2 and Landsat OLI Imagery”, Remote Sensing Letters, 8(11), 1082 – 1091. https://doi.org/10.1080/2150704X.2017.1354262</span>

36.Kavzoglu, T., Yildiz Erdemir, M. & Tonbul, H. 2017. “Classification of Semiurban Landscapes from Very High-Resolution Satellite Images Using a Regionalized Multiscale Segmentation Approach”, Journal of Applied Remote Sensing, 11(3), 035016. https://doi.org/10.1117/1.JRS.11.035016</span>

37.Colkesen, I., Sahin, E.K. & Kavzoglu, T. 2016. “Susceptibility Mapping of Shallow Landslides Using Kernel-Based Gaussian Process, Support Vector Machines and Logistic Regression”, Journal of African Earth Sciences, 118, 53 – 64. https://doi.org/10.1016/j.jafrearsci.2016.02.019</span>

38.Kavzoglu, T., Sahin, E.K. & Colkesen, I. 2015. “An Assessment of Multivariate and Bivariate Approaches in Landslide Susceptibility Mapping: A Case Study of Duzkoy District", Natural Hazards, 76(1), 471 – 496. https://doi.org/10.1007/s11069-014-1506-8</span>

39.Kavzoglu, T., Sahin, E.K. & Colkesen, I. 2015. “Selecting Optimal Conditioning Factors in Shallow Translational Landslide Susceptibility Mapping Using Genetic Algorithm”, Engineering Geology, 192, 101 – 112. https://doi.org/10.1016/j.enggeo.2015.04.004</span>

40.Kavzoglu, T., Colkesen, I. and Yomralioglu, T. 2015. “Object-Based Classification with Rotation Forest Ensemble Learning Algorithm Using Very-High-Resolution WorldView-2 Image”, Remote Sensing Letters, 6(11), 834 – 843. https://doi.org/10.1080/2150704X.2015.1084550</span>

41.Sahin, E.K., Ipbuker, C. & Kavzoglu, T. 2015. “A Comparison of Feature and Expert-Based Weighting Algorithms in Landslide Susceptibility Mapping”, Procedia Earth and Planetary Science, 15, 462 – 467. https://doi.org/10.1016/j.proeps.2015.08.043</span>

42.Kavzoglu, T., Sahin, E.K. & Colkesen, I. 2014. “Landslide Susceptibility Mapping Using GIS-Based Multi-Criteria Decision Analysis, Support Vector Machines, and Logistic Regression”, Landslides, 11(3), 425 – 439. https://doi.org/10.1007/s10346-013-0391-7</span>

43.Kavzoglu, T. & Colkesen, I. 2013. “An Assessment of Effectiveness of Rotation Forest Ensemble for Land Use and Land Cover Mapping”, International Journal of Remote Sensing, 34(12), 4224 – 4241. https://doi.org/10.1080/01431161.2013.774099</span>

44.Kavzoglu, T. & Colkesen, I. 2011.  “Assessment of Environmental Change and Land Degradation Using Time Series of Remote Sensing Images”, Fresenius Environmental Bulletin, 20(1A), 274 – 281.</span>

45.Kavzoglu, T. & Colkesen, I. 2011. “Entropic Distance Based K-star Algorithm for Remote Sensing Image Classification”, Fresenius Environmental Bulletin, 20(5), 1200 – 1207.</span>

46.Ergun, B., Kavzoglu, T., Colkesen, I. & Sahin, C. 2010. “Data Filtering with Support Vector Machines in Geometric Camera Calibration”, Optics Express, 18(3), 1927–1936. https://doi.org/10.1364/OE.18.001927</span>

47.Kavzoglu, T. & Colkesen, I. 2009. “A Kernel Functions Analysis for Support Vector Machines for Land Cover Classification”, International Journal of Applied Earth Observation and Geoinformation, 11(5), 352 – 359. https://doi.org/10.1016/j.jag.2009.06.002</span>

48.Kavzoglu, T. 2009. “Increasing the Accuracy of Neural Network Classification Using Refined Training Data”, Environmental Modelling & Software, 24(7), 850 – 858. https://doi.org/10.1016/j.envsoft.2008.11.012</span>

49.Kavzoglu, T., Sen, Y.E. & Cetin, M. 2009. “Mapping Urban Road Infrastructure Using Remotely Sensed Images”, International Journal of Remote Sensing, 30(7), 1759 – 1769. https://doi.org/10.1080/01431160802639582</span>

50.Kavzoglu, T. 2008. “Determination of Environmental Degradation Due to Urbanization and Industrialization in Gebze, Turkey”, Environmental Engineering Science, 25(3), 429 – 438. https://doi.org/10.1089/ees.2006.0271</span>

51.Kavzoglu, T., & Saka, M. H. (2008). Reply to the comments by RN Celik and HS Kutoglu on Kavzoglu and Saka (2005)" Modelling local GPS/levelling geoid undulations using artificial neural networks" Journal of Geodesy, 78(9), 520 – 527. Journal of Geodesy, 82(3), 179 – 180.</span>

52.Kavzoglu, T. & Reis, S. 2008. “Performance Analysis of Maximum Likelihood and Artificial Neural Network Classifiers for Training Sets with Mixed Pixels”, GIScience and Remote Sensing, 45(3), 330 – 342. https://doi.org/10.2747/1548-1603.45.3.330</span>

53.Kavzoglu, T., Yilmaz, E. & Sesli, A.F. 2008. “A Case Study for an Airport Information System”, Geoensenanza, 11, 29 – 38.</span>

54.Kavzoglu, T. & Saka, M.H. 2005. “Modelling Local GPS/Levelling Geoid Undulations Using Artificial Neural Networks”, Journal of Geodesy, 78(9), 520 – 527. https://doi.org/10.1007/s00190-004-0420-3</span>

55.Gómez, H. & Kavzoglu, T. 2005. “Assessment of Shallow Landslide Susceptibility Using Artificial Neural Networks in Jabonosa River Basin, Venezuela”, Engineering Geology, 78(1 – 2), 11 – 27. https://doi.org/10.1016/j.enggeo.2004.10.004</span>

56.Saka, M.H., Kavzoglu, T., Ozsamli, C. & Alkan, R.M. 2004. “Sub-Metre Accuracy for Stand Alone GPS Positioning in Hydrographic Surveying”, The Journal of Navigation, 57(1), 135 – 144. https://doi.org/10.1017/S0373463303002571</span>

57.Kavzoglu, T. 2004. “Simulating Landsat ETM+ Imagery Using DAIS 7915 Hyperspectral Scanner Data”, International Journal of Remote Sensing, 25(22), 5049 – 5067. https://doi.org/10.1080/01431160410001720199</span>

58.Kavzoglu, T. & Mather, P.M. 2003. “The Use of Backpropagating Artificial Neural Networks in Land Cover Classification”, International Journal of Remote Sensing, 24(23), 4907 – 4938. https://doi.org/10.1080/0143116031000114851</span>

59.Kavzoglu, T. & Mather, P.M. 2002. “The Role of Feature Selection in Artificial Neural Network Applications”, International Journal of Remote Sensing, 23(15), 2919 – 2937. https://doi.org/10.1080/01431160110107743</span>

60.Kavzoglu, T. & Mather, P.M. 1999. “Pruning Artificial Neural Networks: An Example Using Land Cover Classification of Multi-sensor Images”, International Journal of Remote Sensing, 20(14), 2787 – 2803. https://doi.org/10.1080/014311699211796</span>

  1. 1.        
    </span></span></span>Göral, M. 2022. “Classification of Satellite
    Images, Environmental Change Analysis and Mucilage Mapping Using Google Earth
    Engine”, MSc Thesis, Institute of Natural and Applied Sciences, Gebze Technical
    University.</span>

    2.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Tonbul, H. 2021. “Optimization of
    Region-Based Segmentation Algorithm Based on Natural Land Cover Boundaries in
    Object-Based Classification” PhD Thesis, Gebze Technical University.</span>

    3.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Bilücan, F. 2021. “Ancillary and Auxiliary
    Data Used in the Processing of Satellite Images and Their Effects on
    Classification Accuracy”, MSc Thesis, Institute of Natural and Applied
    Sciences, Gebze Technical University.</span>

    4.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Barun, A. 2021. “Comparative Analysis of
    Digital Surface and Terrain Models Produced from UAV Images with Lidar and
    Digital Photogrammetry Methods”, MSc Thesis, Institute of Natural and
    Applied Sciences, Gebze Technical University.</span>

    5.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Yılmaz, E.Ö. 2020. “Classification of
    Remotely Sensed Data by Deep Learning Method”, MSc Thesis, Institute of
    Natural and Applied Sciences, Gebze Technical University.</span>

    6.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Çelik, F. 2020. “Detection of Trees and Crown
    Sizes Using Digital Aerial Images”, MSc Thesis, Institute of Natural and
    Applied Sciences, Gebze Technical University.</span>

    7.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Önder, Y.E. 2019. “GIS Analysis of Accidents
    in Istanbul in relation to Traffic Congestion and Signalization Information”, MSc
    Thesis
    , Institute of Natural and Applied Sciences, Gebze Technical
    University.</span>

    8.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Yeğnidemir, S. 2019. “Monitoring and Managing
    City Park Equipment with Operational Geographical Information System”, MSc
    Thesis
    , Institute of Natural and Applied Sciences, Gebze Technical
    University.</span>

    9.&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;
    </span></span></span>Yaşar, M.İ., 2018, “Design of Spatial
    Information System for Unmanned Air Vehicles (UAVs) in Turkey”, MSc Thesis,
    Institute of Natural and Applied Sciences, Gebze Technical University.</span>

    10.&#160;&#160;&#160;&#160;&#160; </span></span></span>Atak,
    H., 2018, “Producing Orthophoto Maps Using Unmanned Air Vehicles and Accuracy
    Analysis”, MSc Thesis, Institute of Natural and Applied Sciences, Gebze
    Technical University.</span>

    11.&#160;&#160;&#160;&#160;&#160; </span></span></span>Kuru,
    H. 2018, “Use of Geographic Information Systems in Waste Management: Beykoz
    Case”, MSc Thesis, Institute of Natural and Applied Sciences, Gebze
    Technical University.</span>

    12.&#160;&#160;&#160;&#160;&#160; </span></span></span>Kutluğ
    Şahin, E. 2017, “Using Feature Selection Techniques in the Production of
    Landslide Susceptibility Maps and Determination of Effective Conditioning
    Factors”, PhD Thesis, Istanbul Technical University.</span>

    13.&#160;&#160;&#160;&#160;&#160; </span></span></span>Dernek,
    N., 2017, “Determination of Sea Ice in Arctic Region and Antarctic Continent by
    Remote Sensing Methods”, MSc Thesis, Institute of Natural and Applied
    Sciences, Gebze Technical University.</span>

    14.&#160;&#160;&#160;&#160;&#160; </span></span></span>Terzioğlu,
    A.G., 2015, “Zoning Plan Application for Multi-Owner Parcels: Sultanbeyli
    Case”, MSc Thesis, Institute of Natural and Applied Sciences, Gebze
    Technical University.</span>

    15.&#160;&#160;&#160;&#160;&#160; </span></span></span>Şahin,
    E.K., 2012, "GIS Based Landslide Susceptibility Mapping Using Multi
    Criteria Decision Analysis Method: The Case of Trabzon Province", MSc
    Thesis
    , Institute of Natural and Applied Sciences, Gebze Institute of
    Technology.</span>

    16.&#160;&#160;&#160;&#160;&#160; </span></span></span>Yıldız,
    M., 2012, “Investigation of Performances of Image Segmentation Algorithms Used
    in Remote Sensing Image Analysis”. MSc Thesis, Institute of Natural and
    Applied Sciences, Gebze Institute of Technology.</span>

    17.&#160;&#160;&#160;&#160;&#160; </span></span></span>Demirci,
    Y.Z., 2010, “Designing a Tourism Information System for City of Kocaeli”, MSc
    Thesis,
    Institute of Natural and Applied Sciences, Gebze Institute of
    Technology.</span>

    18.&#160;&#160;&#160;&#160;&#160; </span></span></span>Çevik,
    H.S., 2009, “Environment Quality Analysis Oriented Information System Design”, MSc
    Thesis
    , Institute of Natural and Applied Sciences, Gebze Institute of
    Technology.</span>

    19.&#160;&#160;&#160;&#160;&#160; </span></span></span>Çölkesen,
    İ., 2009, “Comparing and Analyzing Advanced Classification Techniques in Remote
    Sensing”, MSc Thesis, Institute of Natural and Applied Sciences, Gebze
    Institute of Technology.</span>

    20.&#160;&#160;&#160;&#160;&#160; </span></span></span>Mermer,
    N., 2009, “Establishment of a Tourism Information System for Istanbul”, MSc
    Thesis
    , Institute of Natural and Applied Sciences, Gebze Institute of
    Technology.</span>

    21.&#160;&#160;&#160;&#160;&#160; </span></span></span>Candemir,
    Y., 2008, “Adaptation of historical GOAD Maps of Istanbul into Information
    System and Comparison with Recent Situation”, MSc Thesis, Institute of
    Natural and Applied Sciences, Gebze Institute of Technology.</span>

    22.&#160;&#160;&#160;&#160;&#160; </span></span></span>Uslu,
    A., 2007, “An Analysıs of Urban Transformation for the City of Diyarbakır Using
    Remotely Sensed Images”, MSc Thesis, Institute of Natural and Applied
    Sciences, Gebze Institute of Technology.</span>

    23.&#160;&#160;&#160;&#160;&#160; </span></span></span>Süslü,
    A., 2007, “Determination of Cultivated Field and Yield Estimation Using Remote
    Sensing Method in the Agricultural Fields of Şereflikoçhisar”, MSc Thesis,
    Institute of Natural and Applied Sciences, Gebze Institute of Technology.</span>

    24.&#160;&#160;&#160;&#160;&#160; </span></span></span>Şen,
    Y.E., 2006, “Automatic Recognition of Wear and Changes on Road Infrastructure
    Using Satellite Images and Road Maintenance Planning”, MSc Thesis, Institute
    of Natural and Applied Sciences, Gebze Institute of Technology.</span>

    25.&#160;&#160;&#160;&#160;&#160; </span></span></span>Arslan,
    A., 2006, “Management Information Systems Designed to Government Real Estate:
    Çankaya Example”, MSc Thesis, Institute of Natural and Applied Sciences,
    Gebze Institute of Technology.</span>

    26.&#160;&#160;&#160;&#160;&#160; </span></span></span>Yılmaz,
    E., 2005, “Design of Airport Information System”, MSc Thesis, Institute
    of Natural and Applied Sciences, Gebze Institute of Technology.</span>

    27.&#160;&#160;&#160;&#160;&#160; </span></span></span>Dinibütün,
    M.B., 2005, “Determination of Hydrocarbon Leakages Using Satellite Imagery:
    Batman Case”, MSc Thesis, Institute of Natural and Applied Sciences,
    Gebze Institute of Technology.</span>

    28.&#160;&#160;&#160;&#160;&#160; </span></span></span>Güzel,
    C., 2004, “Analysis of Temporal Changes in Gebze District of Kocaeli Using
    High-Resolution Satellite Imagery”, MSc Thesis, Institute of Natural and
    Applied Sciences, Gebze Institute of Technology.</span>

    29.&#160;&#160;&#160;&#160;&#160; </span></span></span>İmamoğlu,
    M.Z., 2004, “Water Quality Assessment in Halic Bay of Istanbul Using IRS-LISS
    Satellite Imagery”, MSc Thesis, Institute of Natural and Applied
    Sciences, Gebze Institute of Technology.</span>

    30.&#160;&#160;&#160;&#160;&#160; </span></span></span>Ermişoğlu,
    R., 2002, “Design of an Urban GIS Application for Tracking of Estate and
    Environmental Taxes”, MSc Thesis, Institute of Natural and Applied
    Sciences, Gebze Institute of Technology.</span>

  • Doktora: "An Investigation of the Design and Use of Feed-Forward Artificial Neural Networks in the Classification of Remotely Sensed Images", Nottingham University (2001)
  • Yüksek lisans: "An Analysis of the Characteristics of Feed-Forward Artificial Neural Networks in Relation to Land Cover Classification Accuracy", Nottingham University (1997)
  • Lisans: "Röleve Alımında Yersel Fotogrametri Uygulaması", Karadeniz Teknik Üniversitesi (1993)
Akademik/İdari ve Danışmanlık Görevleri :

- Mühendislik Fakültesi Dekanlığı (2019-Cont.)
- Havacılık ve Uzay Bilimleri Fakültesi Dekanlığı (2020-2021 )
- Türkiye Bilimler Akademisi (TÜBA) Asosiye Üyeliği (2014-Devam)
- Harita Mühendisliği Bölümü Bölüm Başkanlığı (2003-Devam)
- Beykoz Belediye Başkan Danışmanlığı (2010-2019)
- Türkiye Ulusal Fotogrametri ve Uzaktan Algılama Birliği Konsey Üyesi (2013-Devam)
- İBB Orotofoto Projesinde Danışmanlık Görevi (2016-2018)
- Gebze Bilişim ve Teknoloji Vakfı Mütevelli Heyeti Üyesi (2014-Devam)
- Rektör Yardımcısı (2010-2014)

Dergi Yayın Kurulu Üyeliği:
Remote Sensing, Frontiers in Remote Sensing, Harita Dergisi, Journal of Geodesy and Geoinformation, Geomatik, International Journal of Environment and Geoinformatics.

Hakemlik Yapılan Uluslararası Dergiler (139 dergi) :
Advanced Engineering Informatics, Advances in Remote Sensing, Advances in Space Research, African Journal of Agricultural Research, African Journal of Business Management, Afyon Kocatepe University Journal of Science and Engineering, Annals of GIS, Applied Computational Intelligence and Soft Computing, Applied Geomatics, Applied Soft Computing, Arabian Journal for Science and Engineering, Arabian Journal of Geosciences, Archives of Agronomy and Soil Science, ASCE Journal of Surveying Engineering, Atmospheric Research, Journal of Bartin Faculty of Forestry, Building and Environment, Bulletin of Engineering Geology and the Environment, Cartography and Geographic Information Science, Catena, Climate Research, Computer Methods in Biomechanics and Biomedical Engineering, Computers and Geosciences, Concurrency and Computation: Practice and Experience, Digital Signal Processing, Disaster Advances, Earth Science Informatics, Earth Sciences Research Journal, Ecological Engineering, Ecological Informatics, Ecopersia, Egyptian Journal of Remote Sensing and Space Sciences, Engineering Geology, Engineered Science, Environment, Development and Sustainability, Environmental Earth Sciences, Environmental Engineering Science, Environmental Modeling and Software, Environmental Monitoring and Assessment, Environmental Technology, European Journal of Remote Sensing, Experimental Techniques, Fresenius Environmental Bulletin, Frontiers in Earth Science, Geocarto International, Geological Journal, Geomatics, Geomatics, Natural Hazards and Risk, Geosciences, Geoscience Frontiers, Natural Hazards and Risk, Geomorphology, Georisk, Geo-spatial Information Science, GIScience and Remote Sensing, Gumushane University Journal of Science and Technology Institute, Habitat International, Journal of Mapping, Electronic Journal of Map Technologies, Human and Ecological Risk Assessment, IEEE Access, IEEE Geoscience and Remote Sensing Letters, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Geoscience and Remote Sensing Letters, IEEE Transactions on Geoscience and Remote Sensing, IEEE Transactions on Industrial Informatics, Information, Information Fusion, Information Sciences, International Journal of Applied Earth Observation and Geoinformation, International Journal of Digital Earth, International Journal of Engineering and Geosciences, International Journal of Environment and Geoinformatics, International Journal of Image and Data Fusion, International Journal of Image Processing, International Journal of Informatics Technologies, International Journal of Information Technology & Decision Making, International Journal of Physical Sciences, International Journal of Remote Sensing, ISPRS Journal of Photogrammetry and Remote Sensing, Journal of Applied Remote Sensing, Journal of Arid Land, Journal of Atmospheric and Solar-Terrestrial Physics, Journal of Earthquake Engineering, Journal of Environment and Bioenergy, Journal of Environmental Management, Journal of Geodesy and Geoinformation, Journal of Geography, Journal of Intelligent Learning Systems and Applications, Environment and Earth Science International, Journal of Environmental Planning and Management, Journal of Geography & Natural Disasters, Journal of Geology and Mining Research, Journal of Mountain Science, Journal of Oceanography and Marine Science, Journal on Rubber Research, Journal of Science and Technology of Dumlupınar University, Journal of Urban and Environmental Engineering, Journal of Zhejiang University Science, KSCE Journal of Civil Engineering, Land Degradation & Development, Landslides, Mathematical Geosciences, Mathematical Problems in Engineering, Measurement, Mersin Photogrammetry Journal, Natural Hazards, Natural Hazards and Risk, Natural Hazards and Earth System Sciences, Ocean & Coastal Management, Ocean Engineering, Open Geosciences, The Open Civil Engineering Journal, Open Journal of Geology, Optical Engineering, Photogrammetric Engineering & Remote Sensing, The Photogrammetric Record, Physics and Chemistry of the Earth, Proceedings of ICE journal - Civil Engineering, Remote Sensing, Remote Sensing Applications: Society and Environment, Remote Sensing Letters, Remote Sensing of Environment, Science Progress, Scientific Reports, Scientific Research and Essays, Sensor Review, Sensors, Signal Image and Video Processing, SN Applied Sciences, Sustainability, Transactions in GIS, Turkish Journal of Agriculture and Forestry, Turkish Journal of Earth Sciences, Turkish Journal of Remote Sensing and GIS, Walailak Journal of Science and Technology, Water Environment Research.