Yayınlar & Eserler

Yayın Ağı
Makaleler 21
Tümü (21)
SCI-E, SSCI, AHCI (16)
SCI-E, SSCI, AHCI, ESCI (19)
ESCI (3)
Scopus (19)
Diğer Yayınlar (2)

1. Multi-Crop Yield Estimation and Spatial Analysis of Agro-Climatic Indices Based on High-Resolution Climate Simulations in Türkiye’s Lakes Region, a Typical Mediterranean Biogeography

KAYA F., DEMİR S., Dedeoğlu M., BAŞAYİĞİT L., Ünal Y., Yürük Sonuç C., et al.
Agronomy , cilt.16, sa.3, 2026 (SCI-Expanded, Scopus) identifier

2. Integrating machine learning and environmental-soil variables for estimating soluble and exchangeable potassium in dryland regions: agronomical implications

Musa M., Elsheikh M. A., Siddig M. M. S., Omar M. M., KAYA F., Brevik E. C.
Plant and Soil , cilt.516, sa.1, ss.217-239, 2025 (SCI-Expanded, Scopus) identifier

3. Land Use Modifies the Inherent Effect of Soil Properties on Soil Bacterial Communities in Humid Tropical Watersheds

De Caires S. A., Reinsch S., Saravanakumar D., St Martin C., Wuddivira M. N., ebarth B. J. Z., et al.
Soil Systems , cilt.9, 2025 (ESCI, Scopus) Sürdürülebilir Kalkınma

4. Advancing soil mapping and management using geostatistics and integrated machine learning and remote sensing techniques: a synoptic review

De Caires S. A., St Martin C., Atwell M. A., KAYA F., Wuddivira G. A., Wuddivira M. N.
Discover Soil , cilt.2, 2025 (Hakemli Dergi) Creative Commons License

5. Spatial Variability and Management Zones: Leveraging Geostatistics and Fuzzy Clustering

Keshavarzi A., De Caires S. A., Sintim H. Y., KAYA F., Kusi N. Y. O., Gyasi-Agyei Y., et al.
Journal of Soil Science and Plant Nutrition , cilt.25, sa.2, ss.3633-3651, 2025 (SCI-Expanded, Scopus) Creative Commons License identifier

6. A novel method to determine background concentrations and spatial distributions of heavy metals in soil at large scale using machine learning coupled with remote sensing-terrain attributes

Sulieman M. M., KAYA F., Al-Farraj A. S., Brevik E. C.
MethodsX , cilt.14, 2025 (ESCI, Scopus) identifier identifier

7. Multi-Temporal Normalized Difference Vegetation Index Based on High Spatial Resolution Satellite Images Reveals Insight-Driven Edaphic Management Zones

KAYA F., Ferhatoglu C., BAŞAYİĞİT L.
AgriEngineering , cilt.7, sa.4, 2025 (ESCI, Scopus) identifier

8. Empirical estimation of saturated soil-paste electrical conductivity in the EU using pedotransfer functions and Quantile Regression Forests: A mapping approach based on LUCAS topsoil data

Schillaci C., Scarpa S., Yunta F., Lipani A., Visconti F., Szatmári G., et al.
Geoderma , cilt.454, 2025 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma identifier

9. Spatial variability of some heavy metals in arid harrats soils: Combining machine learning algorithms and synthetic indexes based-multitemporal Landsat 8/9 to establish background levels

Sulieman M. M., KAYA F., Keshavarzi A., Hussein A. M., Al-Farraj A. S., Brevik E. C.
Catena , cilt.234, 2024 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma identifier

10. Towards site-specific management of soil organic carbon: Comparing support vector machine and ordinary kriging approaches based on pedo-geomorphometric factors

De Caires S. A., Keshavarzi A., Leonel Bottega E., KAYA F.
Computers and Electronics in Agriculture , cilt.216, 2024 (SCI-Expanded, Scopus) identifier

11. Spatial prediction of soil micronutrients using machine learning algorithms integrated with multiple digital covariates

Keshavarzi A., KAYA F., BAŞAYİĞİT L., Gyasi-Agyei Y., Rodrigo-Comino J., Caballero-Calvo A.
Nutrient Cycling in Agroecosystems , cilt.127, sa.1, ss.137-153, 2023 (SCI-Expanded, Scopus) identifier

12. Application of Machine Learning Algorithms for Digital Mapping of Soil Salinity Levels and Assessing Their Spatial Transferability in Arid Regions

Sulieman M. M., KAYA F., Elsheikh M. A., BAŞAYİĞİT L., Francaviglia R.
Land , cilt.12, sa.9, 2023 (SSCI, Scopus) identifier

13. Combining Digital Covariates and Machine Learning Models to Predict the Spatial Variation of Soil Cation Exchange Capacity

KAYA F., Mishra G., Francaviglia R., Keshavarzi A.
Land , cilt.12, sa.4, 2023 (SSCI, Scopus) identifier

14. Application of GIS-based machine learning algorithms for prediction of irrigational groundwater quality indices

Mohammed M. A. A., KAYA F., Mohamed A., Alarifi S. S., Abdelrady A., Keshavarzi A., et al.
Frontiers in Earth Science , cilt.11, 2023 (SCI-Expanded, Scopus) Creative Commons License identifier

15. Predictive Mapping of Electrical Conductivity and Assessment of Soil Salinity in a Western Türkiye Alluvial Plain

KAYA F., Schillaci C., Keshavarzi A., BAŞAYİĞİT L.
Land , cilt.11, sa.12, 2022 (SSCI, Scopus) identifier

16. Digital mapping for soil texture class prediction in northwestern Türkiye by different machine learning algorithms

KAYA F., BAŞAYİĞİT L., Keshavarzi A., Francaviglia R.
Geoderma Regional , cilt.31, 2022 (SCI-Expanded, Scopus) identifier

17. Nitrogen-Use Efficiency in Maize (Zea mays L.) on Fluvisol Soils in Afgoi District, Southern Somalia

Mohamed A. A., Ismaan H. N., KAYA F., BAŞAYİĞİT L., Siad S. A.
Asian Journal of Research in Crop Science , cilt.7, sa.4, ss.55-64, 2022 (Hakemli Dergi)

18. Digital mapping of soil texture classes for efficient land management in the Piedmont plain of Iran

Keshavarzi A., del Árbol M. Á. S., KAYA F., Gyasi-Agyei Y., Rodrigo-Comino J.
Soil Use and Management , cilt.38, sa.4, ss.1705-1735, 2022 (SCI-Expanded, Scopus) identifier

19. Machine learning for cation exchange capacity prediction in different land uses

Mishra G., Sulieman M. M., KAYA F., Francaviglia R., Keshavarzi A., Bakhshandeh E., et al.
Catena , cilt.216, 2022 (SCI-Expanded, Scopus) identifier

20. Assessing Machine Learning-Based Prediction under Different Agricultural Practices for Digital Mapping of Soil Organic Carbon and Available Phosphorus

KAYA F., Keshavarzi A., Francaviglia R., Kaplan G., BAŞAYİĞİT L., Dedeoğlu M.
Agriculture (Switzerland) , cilt.12, sa.7, 2022 (SCI-Expanded, Scopus) identifier

21. Assessment of the vegetation indices on Sentinel-2A images for predicting the soil productivity potential in Bursa, Turkey

Dedeoğlu M., BAŞAYİĞİT L., Yüksel M., KAYA F.
Environmental Monitoring and Assessment , cilt.192, sa.1, 2020 (SCI-Expanded, Scopus) identifier identifier
Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 21

1. Predicting the Impact of Climate Change on Olive Cultivation in Southwestern Türkiye under SSP3-7.0 Scenario

SONUÇ C., Yaylacı N., Keske B., KAYA F., ÜNAL Y.
European Geoscience Union (EGU) General Assembly 2025, Viyana, Avusturya, 27 Nisan 2025, (Özet Bildiri) Sürdürülebilir Kalkınma

2. Comparison of geospatial based interpolation techniques for spatial distribution of Soil Organic Carbon (SOC)

KESHAVARZI A., Sur K., KAYA F., Siyalarz S. R.
9th Advanced Engineering Days, Tabriz, İran, 09 Temmuz 2024, ss.476-479, (Tam Metin Bildiri)

3. Empirical Bayesian Kriging for Soil Available Phosphorus Mapping

Siyalarz S. R., KESHAVARZI A., KAYA F.
9th Advanced Engineering Days, Tabriz, İran, 9 - 10 Temmuz 2024, ss.473-475, (Tam Metin Bildiri)

4. The spatial variability of different levels of electrical conductivity (EC) in croplands remains poorly captured by various remote sensing-based indices

KAYA F., Adeniyi O. D.
Salt-affected soils: threats and potentials – Proceedings of the joint meeting of INSAS and SUSTAIN, Valensiya, İspanya, 27 Mayıs 2024, ss.72-73, (Tam Metin Bildiri)

5. Soil Electrical Conductivity (ECe) Mapping in the EU Based on Lucas 2018 Soil Properties

Schillaci C., Scarpa S., Mezquita F. Y., Lipani A., Visconti F., Szatmári G., et al.
Centennial Celebration and Congress of the International Union of Soil Sciences, Florence, İtalya, 19 - 21 Mayıs 2024, (Özet Bildiri)

6. Machine learning models for pedotransfer functions and an insight into transferability: Use of open access LUCAS 2015 data in the Mediterranean biogeographic region for pH and CaCO3

KAYA F., BAŞAYİĞİT L.
Centennial Celebration and Congress of the International Union of Soil Sciences, Florence, İtalya, 19 - 21 Mayıs 2024, (Tam Metin Bildiri)

7. Digital soil mapping in Türkiye: Insights from a systematic bibliometric analysis

KAYA F., BAŞAYİĞİT L.
International Soil Science Symposium on “SOIL SCIENCE & PLANT NUTRITION” (9th International Scientific Meeting), Samsun, Türkiye, 8 - 09 Aralık 2023, ss.73-78, (Tam Metin Bildiri)

8. Review of the usage of LUCAS soil data for soil modeling and mapping via bibliometric analysis

KAYA F., Schillaci C., KAPLAN G., BAŞAYİĞİT L.
European Geosciences Union (EGU) General Assembly 2023, Viyana, Avusturya, 23 - 30 Nisan 2023, (Özet Bildiri)

9. Digital mapping of WRB soil classes using linear and non-linear classification-based machine learning algorithms and integration of confusion index in knowledge discovery

KAYA F., BAŞAYİĞİT L.
European Geosciences Union (EGU) General Assembly 2023, Viyana, Avusturya, 23 - 30 Nisan 2023, (Özet Bildiri)

10. A quantitative and qualitative assessment from official statistics to spatial statistics: Agricultural greenhouses detection over time integrating of remote sensing and transfer learning-based machine learning approach

KAYA F., KAPLAN G., BAŞAYİĞİT L.
5th Intercontinental Geoinformation Days (IGD), New Delhi, Hindistan, 14 - 15 Aralık 2022, ss.77-81, (Tam Metin Bildiri)

11. Field‐scale digital soil mapping of mobile zinc: Combining different digital covariates and comparing geostatistical and machine learning models

GOPP N., KAYA F., KESHAVARZI A.
INTERNATIONAL SOIL SCIENCE SYMPOSIUM on SOIL SCIENCE & PLANT NUTRITION (7 th International Scientific Meeting), Samsun, Türkiye, 2 - 03 Aralık 2022, ss.199-204, (Tam Metin Bildiri)

12. State of art approaches, insights, and challenges for digital mapping of electrical conductivity as a dynamic soil property

KAYA F., FERHATOGLU C., TURGUT Y. Ş., BAŞAYİĞİT L.
INTERNATIONAL SOIL SCIENCE SYMPOSIUM on SOIL SCIENCE & PLANT NUTRITION (7th International Scientific Meeting), Samsun, Türkiye, 2 - 03 Aralık 2022, ss.75-82, (Tam Metin Bildiri)

13. Land cover classification in an arid landscape of Iran using Landsat 8 OLI science products: Performance assessment of machine learning algorithms

KESHAVARZI A., KAYA F., KAPLAN G., BAŞAYİĞİT L.
4th Intercontinental Geoinformation Days (IGD), Tabriz, İran, 20 Haziran 2022, (Tam Metin Bildiri)

14. Geostatistical-based mapping of topsoil texture in Fluvisols and Vertisols around Lake of Manyas

KAYA F., Meşe O., BAŞAYİĞİT L.
4th Intercontinental Geoinformation Days (IGD), Tabriz, İran, 20 Haziran 2022, (Tam Metin Bildiri)

15. Spatial Predictability of Salinity Hazard with Machine Learning Algorithms and Digital Data in the Irrigation Plain

KAYA F., BAŞAYİĞİT L.
Global Symposium on Salt-affected Soils (GSAS21), Rome, İtalya, 05 Mayıs 2022, ss.63-64, (Tam Metin Bildiri)

16. Spatial Prediction and Digital Mapping of Soil Texture Classes in a Floodplain Using Multinomial Logistic Regression

KAYA F., BAŞAYİĞİT L.
International Conference on Intelligent and Fuzzy Systems, INFUS 2021, İstanbul, Türkiye, 24 - 26 Ağustos 2021, cilt.308, ss.463-473, (Tam Metin Bildiri) identifier

17. The Effect of Spatial Resolution of Environmental Variables on the Performance of Machine Learning Models in Digital Mapping of Soil Phosphorus

KAYA F., BAŞAYİĞİT L.
2022 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium, M2GARSS 2022, Virtual, Online, Türkiye, 7 - 09 Mart 2022, ss.169-172, (Tam Metin Bildiri) identifier

18. Digital mapping of soil copper contamination: comparison of gaussian process regression and random forest models

KESHAVARZI A., ERTUNÇ G., KAYA F.
International Soil Science Symposium on “SOIL SCIENCE & PLANT NUTRITION", Samsun, Türkiye, 19 Aralık 2021, ss.62-65, (Tam Metin Bildiri) Sürdürülebilir Kalkınma

19. Digital soil mapping of AWC in arable lands: Comparison of different machine learning models

KAYA F., BAŞAYİĞİT L., DEDEOĞLU M., KESHAVARZI A.
International Soil Science Symposium on “SOIL SCIENCE & PLANT NUTRITION", Samsun, Türkiye, 20 Aralık 2021, ss.80-85, (Tam Metin Bildiri)

20. Digital Mapping of Soil Organic Matter Using Open Source Accessible Products of ESA® in Arable Plain

KAYA F., BAŞAYİĞİT L.
ESA-ECMWF WORKSHOP Machine Learning for Earth System Observation and Prediction, ESA-ESRIN, Frascati, İtalya, 15 - 16 Kasım 2021, (Özet Bildiri)

21. Digital Mapping of Soil Particle Size Distribution in an Alluvial Plain Using the Random Forest Algorithm

KAYA F., BAŞAYİĞİT L.
European Geosciences Union (EGU) General Assembly 2021, Vienna, Avusturya, 28 - 30 Nisan 2021, (Özet Bildiri) Sürdürülebilir Kalkınma
Kitaplar 3

1. The state of soils in Europe fully evidenced, spatially organised assessment of the pressures driving soil degradation

AKÇA E., ALDRIAN U., ALEWELL C., ANZALONE E., ARCIDIACONO A., ARIAS NAVARRO C., et al.
Publications Office of the European Union, 2024 Sürdürülebilir Kalkınma

2. Using Machine Learning Algorithms for Mapping Soil Macronutrient Elements Variability with Digital Environmental Data in an Alluvial Plain

KAYA F., BAŞAYİĞİT L.
Artificial Intelligence and Smart Agriculture Applications, Kose, Utku; Prasath, Surya V.B.;Mondal, Rubaiyat Hossain M.; Podder, Prajoy; Bharati, Subrato., Editör, CRC Press- Auerbach Publications (Taylor & Francis Group), Boca Raton, Florida, ss.107-136, 2023

3. Spatial Prediction and Digital Mapping of Soil Texture Classes in a Floodplain Using Multinomial Logistic Regression

KAYA F., BAŞAYİĞİT L.
Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation, Kahraman Cengiz, Cebi Selcuk, Onar Sezi Cevik, Oztaysi Basar, Tolga A. Cagri, Sari Irem Ucal, Editör, Springer Nature Switzerland Ag, Gewerbestrasse, ss.463-473, 2022
Metrikler

Yayın

45

Yayın (WoS)

19

Yayın (Scopus)

21

Atıf (Scopus)

379

H-İndeks (Scopus)

12

Proje

2

Açık Erişim

3
BM Sürdürülebilir Kalkınma Amaçları