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2025 Journal Article Soil moisture estimation using combined SAR and optical imagery: Application of seasonal machine learning algorithmsSh, Mohammad Amin, Aghighi, Hossein, Aza, Mohsen, Ashourloo, Davoud, Matkan, Ali Akbar, Brakhasi, Foad and Walker, Jeffrey P. (2025). Soil moisture estimation using combined SAR and optical imagery: Application of seasonal machine learning algorithms. Advances in Space Research, 75 (8), 6207-6221. doi: 10.1016/j.asr.2025.01.064 |
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2024 Journal Article The analysis of the spatio-temporal changes and prediction of built-up lands and urban heat islands using multi-temporal satellite imageryEzimand, Keyvan, Aghighi, Hossein, Ashourloo, Davod and Shakiba, Alireza (2024). The analysis of the spatio-temporal changes and prediction of built-up lands and urban heat islands using multi-temporal satellite imagery. Sustainable Cities and Society, 103 105231, 1-14. doi: 10.1016/j.scs.2024.105231 |
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2022 Journal Article Wheat yield prediction based on Sentinel-2, regression, and machine learning models in Hamedan, IranAshourloo, D., Manafifard, M., Behifar, M. and Kohandel, M. (2022). Wheat yield prediction based on Sentinel-2, regression, and machine learning models in Hamedan, Iran. Scientia Iranica, 29 (6), 3230-3243. doi: 10.24200/sci.2022.57809.5429 |
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2022 Journal Article A new phenology-based method for mapping wheat and barley using time-series of Sentinel-2 imagesAshourloo, Davoud, Nematollahi, Hamed, Huete, Alfredo, Aghighi, Hossein, Azadbakht, Mohsen, Shahrabi, Hamid Salehi and Goodarzdashti, Salman (2022). A new phenology-based method for mapping wheat and barley using time-series of Sentinel-2 images. Remote Sensing of Environment, 280 113206, 1-14. doi: 10.1016/j.rse.2022.113206 |
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2022 Journal Article Alfalfa yield estimation based on time series of Landsat 8 and PROBA-V images: an investigation of machine learning techniques and spectral-temporal featuresAzadbakht, Mohsen, Ashourloo, Davoud, Aghighi, Hossein, Homayouni, Saeid, Shahrabi, Hamid Salehi, Matkan, AliAkbar and Radiom, Soheil (2022). Alfalfa yield estimation based on time series of Landsat 8 and PROBA-V images: an investigation of machine learning techniques and spectral-temporal features. Remote Sensing Applications, 25 100657, 1-16. doi: 10.1016/j.rsase.2021.100657 |
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2020 Journal Article Automatic silage maize detection based on phenological rules using Sentinel-2 time-series datasetShahrabi, Hamid Salehi, Ashourloo, Davoud, Rad, Amir Moeini, Aghighi, Hossein, Azadbakht, Mohsen and Nematollahi, Hamed (2020). Automatic silage maize detection based on phenological rules using Sentinel-2 time-series dataset. International Journal of Remote Sensing, 41 (21), 8406-8427. doi: 10.1080/01431161.2020.1779377 |
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2019 Journal Article Automatic canola mapping using time series of sentinel 2 imagesAshourloo, Davoud, Shahrabi, Hamid Salehi, Azadbakht, Mohsen, Aghighi, Hossein, Nematollahi, Hamed, Alimohammadi, Abbas and Matkan, Ali Akbar (2019). Automatic canola mapping using time series of sentinel 2 images. ISPRS Journal of Photogrammetry and Remote Sensing, 156, 63-76. doi: 10.1016/j.isprsjprs.2019.08.007 |
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2019 Journal Article Developing an automatic phenology-based algorithm for rice detection using Sentinel-2 time-series dataRad, Amir Moeini, Ashourloo, Davoud, Shahrabi, Hamid Salehi and Nematollahi, Hamed (2019). Developing an automatic phenology-based algorithm for rice detection using Sentinel-2 time-series data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12 (5), 1471-1481. doi: 10.1109/jstars.2019.2906684 |
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2019 Journal Article Wheat leaf rust detection at canopy scale under different LAI levels using machine learning techniquesAzadbakht, Mohsen, Ashourloo, Davoud, Aghighi, Hossein, Radiom, Soheil and Alimohammadi, Abbas (2019). Wheat leaf rust detection at canopy scale under different LAI levels using machine learning techniques. Computers and Electronics in Agriculture, 156, 119-128. doi: 10.1016/j.compag.2018.11.016 |
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2018 Conference Publication Machine learning regression techniques for the silage maize yield prediction using time-series images of Landsat 8 OLIAghighi, Hossein, Azadbakht, Mohsen, Ashourloo, Davoud, Shahrabi, Hamid Salehi and Radiom, Soheil (2018). Machine learning regression techniques for the silage maize yield prediction using time-series images of Landsat 8 OLI. 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), Bruges, Belgium, 27-29 June 2017. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/jstars.2018.2823361 |
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2018 Journal Article A novel automatic method for alfalfa mapping using time series of Landsat-8 OLI DataAshourloo, Davoud, Shahrabi, Hamid Salehi, Azadbakht, Mohsen, Aghighi, Hossein, Matkan, Ali Akbar and Radiom, Soheil (2018). A novel automatic method for alfalfa mapping using time series of Landsat-8 OLI Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 11 (11), 4478-4487. doi: 10.1109/jstars.2018.2874726 |
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2016 Journal Article An investigation into machine learning regression techniques for the leaf rust disease detection using hyperspectral measurementAshourloo, Davoud, Aghighi, Hossein, Matkan, Ali Akbar, Mobasheri, Mohammad Reza and Rad, Amir Moeini (2016). An investigation into machine learning regression techniques for the leaf rust disease detection using hyperspectral measurement. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9 (9), 4344-4351. doi: 10.1109/jstars.2016.2575360 |
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2016 Journal Article Developing an index for detection and identification of disease stagesAshourloo, Davoud, Matkan, Ali Akbar, Huete, Alfredo, Aghighi, Hossein and Mobasheri, Mohammad Reza (2016). Developing an index for detection and identification of disease stages. IEEE Geoscience and Remote Sensing Letters, 13 (6), 851-855. doi: 10.1109/lgrs.2016.2550529 |
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2014 Journal Article Evaluating the effect of different wheat rust disease symptoms on vegetation indices using hyperspectral measurementsAshourloo, Davoud, Mobasheri, Mohammad Reza and Huete, Alfredo (2014). Evaluating the effect of different wheat rust disease symptoms on vegetation indices using hyperspectral measurements. Remote Sensing, 6 (6), 5107-5123. doi: 10.3390/rs6065107 |
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2014 Journal Article Developing two spectral disease indices for detection of wheat leaf rust (Pucciniatriticina)Ashourloo, Davoud, Mobasheri, Mohammad Reza and Huete, Alfredo (2014). Developing two spectral disease indices for detection of wheat leaf rust (Pucciniatriticina). Remote Sensing, 6 (6), 4723-4740. doi: 10.3390/rs6064723 |
