N: 90 S: -90 E: 180 W: -180
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The submitted value 10 in the Items element is not allowed.Description
The Terra and Aqua combined Moderate Resolution Imaging Spectroradiometer (MODIS) Land Cover Type (MCD12Q1) Version 6.1 data product provides global land cover types at yearly intervals. The MCD12Q1 Version 6.1 data product is derived using supervised classifications of MODIS Terra and Aqua reflectance data. Land cover types are derived from the International Geosphere-Biosphere Programme (IGBP), University of Maryland (UMD), Leaf Area Index (LAI), BIOME-Biogeochemical Cycles (BGC), and Plant Functional Types (PFT) classification schemes. The supervised classifications then undergo additional post-processing that incorporate prior knowledge and ancillary information to further refine specific classes. Additional land cover property assessment layers are provided by the Food and Agriculture Organization (FAO) Land Cover Classification System (LCCS) for land cover, land use, and surface hydrology.
Layers for Land Cover Type 1-5, Land Cover Property 1-3, Land Cover Property Assessment 1-3, Land Cover Quality Control (QC), and a Land Water Mask are provided in each MCD12Q1 Version 6.1 Hierarchical Data Format 4 (HDF4) file.
Known Issues
- The "units" field is missing in the metadata, however, this information can be found in Table 1 of the User Guide.
- The MCD12Q1.061 land cover data product is derived using supervised classification of MODIS Terra and Aqua reflectance data. The classification algorithm uses labeled training samples selected globally to represent land cover categories derived under the IGBP, UMD, LAI, BIOME-BGC, and PFT classification schemes. These training samples were selected to represent land classes, best suited over a certain period. However, due to lack of funding, the science team was not able to keep the training database updated over the course of the years, and some of these training sites could well have undergone changes in their land cover characteristics, especially after 2021. Hence users are urged to maintain caution while using the V6.1/MCD12Q1 land cover layers for 2021 and beyond. More information on this known issue can be found in the Land Data Products Operational Products (LDOPE) Quality Assessment.
- Known issues are described in Section 2.2 of the User Guide.
- For complete information about known issues please refer to the MODIS/VIIRS Land Quality Assessment website.
Version Description
Product Summary
Citation
Citation is critically important for dataset documentation and discovery. This dataset is openly shared, without restriction, in accordance with the EOSDIS Data Use and Citation Guidance.
Copy Citation
File Naming Convention
The file name begins with the Product Short Name (MCD12Q1) followed by the Julian Date of Acquisition formatted as AYYYYDDD (A2024001), the Tile Identifier which is horizontal tile and vertical tile provided as hXXvYY (h21v07), the Version of the data collection (061), the Julian Date and Time of Production designated as YYYYDDDHHMMSS (2025205222320), and the Data Format (hdf).
Documents
USER'S GUIDE
ALGORITHM THEORETICAL BASIS DOCUMENT (ATBD)
PRODUCT QUALITY ASSESSMENT
SCIENCE DATA PRODUCT VALIDATION
Publications Citing This Dataset
| Title | Year Sort ascending | Author | Topic |
|---|---|---|---|
| A methodology to reconstruct LAI time series data based on generative adversarial network and improved Savitzky-Golay filter | Huang, Anqi, Shen, Runping, Di, Wenli, Han, Huimin | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| A multi-factor integrated method of calculation unit delineation for | Li, Bu, Zhou, Xing, Ni, Guangheng, Cao, Xuejian, Tian, Fuqiang, Sun, Ting | Land Use/Land Cover Classification, RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Evapotranspiration, Latent Heat Flux | |
| A new land surface temperature fusion strategy based on cumulative distribution function matching and multiresolution Kalman filtering | Xu, Shuo, Cheng, Jie | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| A new fog and low stratus retrieval for tropical South America reveals widespread fog in lowland forests | Pohl, Marius J., Lehnert, Lukas, Bader, Maaike Y., Gradstein, S. Robbert, Viehweger, Jonas, Bendix, Jorg | Land Use/Land Cover Classification, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Aerosol Backscatter, Cloud Base Height | |
| Anemia prevalence in women of reproductive age in low-and middle-income countries between 2000 and 2018 | Kinyoki, Damaris, Osgood-Zimmerman, Aaron E., Bhattacharjee, Natalia V., Schaeffer, Lauren E., Lazzar-Atwood, Alice, Lu, Dan, Ewald, Samuel B., Donkers, Katie M., Letourneau, Ian D., Collison, Michael, Schipp, Megan F., Abajobir, Amanuel, Abbasi, Sima, Abbasi, Nooshin, Abbasifard, Mitra, Abbasi-Kangevari, Mohsen, Abbastabar, Hedayat, Abd-Allah, Foad, Abdelalim, Ahmed, Abd-Elsalam, Sherief M., Abdoli, Amir, Abdollahpour, Ibrahim, Abedi, Aidin, Abolhassani, Hassan, Abraham, Biju, Abreu, Lucas Guimaraes, Abrigo, Michael R. M., Abualhasan, Ahmed, Abu-Gharbieh, Eman, Abushouk, Abdelrahman I., Accrombessi, Manfred Mario Kokou, Adabi, Maryam, Adebayo, Oladimeji M., Adegbosin, Adeyinka Emmanuel, Adekanmbi, Victor, Adetokunboh, Olatunji O., Adeyinka, Daniel Adedayo, Adham, Davoud, Advani, Shailesh M., Agasthi, Pradyumna, Aghaali, Mohammad, Ahmad, Sohail, Ahmad, Tauseef, Ahmadi, Keivan, Ahmadi, Sepideh, Ahmed, Muktar Beshir, Aichour, Miloud Taki Eddine, Aji, Budi, Akinyemi, Oluwaseun Oladapo, Aklilu, Addis, Akunna, Chisom Joyqueenet, Al-Aly, Ziyad, Alanzi, Turki M., Alcalde-Rabanal, Jacqueline Elizabeth, Alemu, Biresaw Wassihun, Alemu, Ayinalem, Alhassan, Robert Kaba, Alif, Sheikh Mohammad, Alipour, Vahid, Alizade, Hesam, Aljunid, Syed Mohamed, Almasi-Hashiani, Amir, Al-Mekhlafi, Hesham M., Al-Raddadi, Rajaa M., Alvis-Guzman, Nelson, Amini, Saeed, Amiri, Fatemeh, Amugsi, Dickson A., Anber, Nahla Hamed, Ancuceanu, Robert, Andrei, Tudorel, Anegago, Masresha Tessema, Anjomshoa, Mina, Ansari, Fereshteh, Ansari-Moghaddam, Alireza, Anteneh, Zelalem Alamrew, Antriyandarti, Ernoiz, Anvari, Davood, Anwer, Razique, Aqeel, Muhammad, Arabloo, Jalal, Arab-Zozani, Morteza, Aremu, Olatunde, Areri, Habtamu Abera, Artaman, Al, Arzani, Afsaneh, Asaad, Malke, Asadi-Aliabadi, Mehran, Asadi-Pooya, Ali A., Asemahagn, Mulusew A., Asghari Jafarabadi, Mohammad, Ashebir, Mengistu M., Ataro, Zerihun, Athari, Seyyede Masoume, Athari, Seyyed Shamsadin, Atout, Maha Mohd Wahbi, Ausloos, Marcel, Awoke, Nefsu, Ayala Quintanilla, Beatriz Paulina, Ayano, Getinet, Ayanore, Martin Amogre, Aynalem, Yared Asmare, Ayza, Muluken Altaye, Azadmehr, Abbas, B, Darshan, Babalola, Tesleem Kayode, Badawi, Alaa, Badiye, Ashish D., Bahrami, Mohammad Amin, Bairwa, Mohan, Bakkannavar, Shankar M., Banik, Palash Chandra, Baraki, Adhanom Gebreegziabher, Barboza, Miguel A., Basaleem, Huda, Basu, Sanjay, Bayati, Mohsen, Baye, Bayisa Abdissa, Bazmandegan, Gholamreza, Bedi, Neeraj, Bekuma, Tariku Tesfaye Tesfaye, Bell, Michelle L., Bensenor, Isabela M., Berhe, Kidanemaryam, Berhe, Abadi Kidanemariam, Berhie, Kidanemariam Alem, Bhandari, Dinesh, Bhardwaj, Nikha, Bhardwaj, Pankaj, Bhattacharyya, Krittika, Bhattarai, Suraj, Bhutta, Zulfiqar A., Bijani, Ali, Bikbov, Boris, Biondi, Antonio, Birhanu, Minyichil, Biswas, Raaj Kishore, Bockarie, Moses John, Bohlouli, Somayeh, Bohluli, Mahdi, Boloor, Archith, Borzouei, Shiva, Bragazzi, Nicola Luigi, Braithwaite, Dejana, Brunoni, Andre R., Burugina Nagaraja, Sharath, Butt, Zahid A., Caetano dos Santos, Florentino Luciano, Camera, Luis Alberto, Car, Josip, Cardenas, Rosario, Carvalho, Felix, Castaldelli-Maia, Joao Mauricio, Castaneda-Orjuela, Carlos A., Castro, Franz, Cevik, Muge, Chanie, Wagaye Fentahun, Charan, Jaykaran, Chatterjee, Souranshu, Chattu, Vijay Kumar, Chaturvedi, Sarika, Chen, Simiao, Chin, Ken Lee, Chowdhury, Mohiuddin Ahsanul Kabir, Cook, Aubrey J., Costa, Vera Marisa, Cromwell, Elizabeth A., Dachew, Berihun Assefa, Dagne, Henok, Dagnew, Baye, Dahiru, Tukur, Dahlawi, Saad M. A., Dai, Haijiang, Dai, Hancheng, Dandona, Lalit, Dandona, Rakhi, Daneshpajouhnejad, Parnaz, Daoud, Farah, Das, Jai K., Das Gupta, Rajat, Dash, Aditya Prasad, Davila-Cervantes, Claudio Alberto, Davletov, Kairat, Deeba, Farah, De Neve, Jan-Walter, Denova-Gutierrez, Edgar, Deribe, Kebede, Desalew, Assefa, Dessie, Getenet Ayalew, Dey, Sagnik, Dhimal, Meghnath, Dhungana, Govinda Prasad, Dianatinasab, Mostafa, Diaz, Daniel, Dipeolu, Isaac Oluwafemi, Djalalinia, Shirin, Do, Hoa Thi, Dorostkar, Fariba, Doshmangir, Leila, Duko, Bereket, Duraes, Andre Rodrigues, Earl, Lucas, Edinur, Hisham Atan, Efendi, Ferry, Elayedath, Rajesh, Elema, Teshome Bekele, Elhabashy, Hala Rashad, El-Jaafary, Shaimaa I., El Sayed, Iman, El Sayed Zaki, Maysaa, Elsharkawy, Aisha, El-Sherbiny, Yasser Mohamed, El Tantawi, Maha, Endalew, Daniel Adane, Eshrati, Babak, Eskandari, Khalil, Eskandarieh, Sharareh, Fadhil, Ibtihal, Faraon, Emerito Jose A., Fareed, Mohammad, Faris, Pawan Sirwan, Farwati, Medhat, Farzadfar, Farshad, Fasanmi, Abidemi Omolara, Fattahi, Nazir, Fauk, Nelsensius Klau, Feigin, Valery L., Feleke, Berhanu Elfu, Fereshtehnejad, Seyed-Mohammad, Fernandes, Eduarda, Ferrara, Pietro, Foigt, Nataliya A., Fomenkov, Artem Alekseevich, Foroutan, Masoud, Francis, Joel Msafiri, Franklin, Richard Charles, Freitas, Marisa, Fukumoto, Takeshi, Gad, Mohamed M., Gaidhane, Abhay Motiramji, Gayesa, Reta Tsegaye, Geberemariyam, Biniyam Sahiledengle, Gebregiorgis, Birhan Gebresillassie, Gebremariam, Hadush, Gebremariam, Tesfay B. B., Gebremeskel, Leake, Gebremeskel, Gebreamlak Gebremedhn, Gebreslassie, Assefa Ayalew, Geramo, Yilma Chisha Dea, Gesesew, Hailay Abrha, Gessner, Bradford D., Getacher, Lemma, Ghadiri, Keyghobad, Ghaffarifar, Fatemeh, Ghafourifard, Mansour, Ghajarzadeh, Mahsa, Ghamari, Farhad, Ghashghaee, Ahmad, Ghith, Nermin, Gilani, Syed Amir, Gill, Tiffany K., Godinho, Myron Anthony, Gona, Philimon N., Grada, Ayman, Gubari, Mohammed Ibrahim Mohialdeen, Gudi, Nachiket, Guido, Davide, Guled, Rashid Abdi, Guo, Yuming, Gupta, Rachita, Gupta, Rajeev, Haj-Mirzaian, Arvin, Hamadeh, Randah R., Handiso, Demelash Woldeyohannes, Hanif, Asif, Hargono, Arief, Hasaballah, Ahmed I., Hasan, Md Mehedi, Hasan, Syed Shahzad, Hashemian, Maryam, Hashi, Abdiwahab, Hassan, Shoaib, Hassan, Amr, Hassanipour, Soheil, Hassankhani, Hadi, Hayat, Khezar, Hegazy, Mohamed I., Heidari-Soureshjani, Reza, Henry, Nathaniel J., Herteliu, Claudiu, Heydarpour, Fatemeh, Heydarpour, Sousan, Hidru, Hagos Degefa de, Hoang, Chi Linh, Holla, Ramesh, Hon, Julia, Hong, Sung Hwi, Hoogar, Praveen, Hosseini, Seyyed Nasrollah, Hosseinzadeh, Mehdi, Hostiuc, Mihaela, Hostiuc, Sorin, Hotez, Peter J., Househ, Mowafa, Huda, Tanvir M., Huluko, Dawit Hoyiso Huluko, Hussain, Syed Ather, Hwang, Bing-Fang, Ilesanmi, Olayinka Stephen, Ilic, Irena M., Ilic, Milena D., Inbaraj, Leeberk Raja, Iqbal, Usman, Islam, M. Mofizul, Islam, Sheikh Mohammed Shariful, Iwu, Chinwe Juliana, Iwu, Chidozie C. D., Jadidi-Niaragh, Farhad, Jahani, Mohammad Ali, Jain, Vardhmaan, Jakovljevic, Mihajlo, Jalali, Amir, Jalilian, Farzad, Janodia, Manthan Dilipkumar, Javaheri, Tahereh, Jha, Ravi Prakash, John, Oommen, Johnson, Kimberly B., Jonas, Jost B., Jonnagaddala, Jitendra, Joseph, Nitin, Joshi, Ankur, Joukar, Farahnaz, Jozwiak, Jacek Jerzy, Kabir, Ali, Kabir, Zubair, Kahlon, Tanvir, Kalankesh, Leila R., Kalhor, Rohollah, Kamath, Ashwin, Kamiab, Zahra, Kanchan, Tanuj, Kapil, Umesh, Kapoor, Neeti, Karami Matin, Behzad, Karimi, Salah Eddin, Kasa, Ayele Semachew, Kasahun, Gebremicheal Gebreslassie, Kassa, Zemenu Yohannes, Kassa, Gebrehiwot G., Kassahun, Getinet, Kayode, Gbenga A., Kazemi Karyani, Ali, Keflie, Tibebeselassie S., Keiyoro, Peter Njenga, Kelkay, Bayew, Keramati, Maryam, Ketema, Daniel Bekele, Khalid, Nauman, Khammarnia, Mohammad, Khan, Md Nuruzzaman, Khan, Maseer, Khan, Junaid, Khatab, Khaled, Khater, Amir M., Khater, Mona M., Khoja, Abdullah T., Khubchandani, Jagdish, Kianipour, Neda, Kim, Young-Eun, Kim, Yun Jin, Kimokoti, Ruth W., Kisa, Sezer, Kisa, Adnan, Kolola, Tufa, Koolivand, Ali, Kosen, Soewarta, Koul, Parvaiz A., Koyanagi, Ai, Krishan, Kewal, Krishnamoorthy, Vijay, Kuate Defo, Barthelemy, Kugbey, Nuworza, Kulkarni, Vaman, Kumar, G. Anil, Kumar, Nithin, Kumar, Pushpendra, Kumar, Manasi, Kurmi, Om P., Kusuma, Dian, Lacey, Ben, Lad, Deepesh P., Lal, Dharmesh Kumar, Lami, Faris Hasan, Landires, Ivan, Larsson, Anders O., Lasrado, Savita, Laurens, Matthew B., La Vecchia, Carlo, Laxmaiah, Avula, Lee, Paul H., Lee, Shaun Wen Huey, LeGrand, Kate E., Lewycka, Sonia, Li, Bingyu, Li, Shanshan, Liu, Xuefeng, Lopez, Jaifred Christian F., Machado, Daiane Borges, Madhava Kunjathur, Shilpashree, Magdy Abd El Razek, Hassan, Magdy Abd El Razek, Muhammed, Mahadeshwara Prasad, D. R., Mahasha, Phetole Walter, Maheri, Mina, Mahotra, Narayan B., Majeed, Azeem, Maled, Venkatesh, Maleki, Shokofeh, Malekzadeh, Reza, Malta, Deborah Carvalho, Mamun, Abdullah A., Mansour-Ghanaei, Fariborz, Mansouri, Borhan, Mansournia, Mohammad Ali, Manzar, Md Dilshad Dilshad, Marrugo Arnedo, Carlos Alberto, Martins-Melo, Francisco Rogerlandio, Masaka, Anthony, Maulik, Pallab K., Mayala, Benjamin K., Mehari, Medhin, Mehndiratta, Man Mohan, Mehrabi Nasab, Entezar, Mehri, Fereshteh, Mehta, Kala M., Meitei, Wahengbam Bigyananda, Mekonnen, Teferi, Meles, Gebrekiros Gebremichael, Melku, Mulugeta, Mendoza, Walter, Menezes, Ritesh G., Mengesha, Meresa Berwo, Mengesha, Endalkachew Worku, Meretoja, Tuomo J., Mersha, Abera M., Metekiya, Workua Mekonnen, Miazgowski, Tomasz, Michalek, Irmina Maria, Mini, G. K., Mir, Shabir Ahmad, Mirica, Andreea, Mirrakhimov, Erkin M., Mirzaei, Hamed, Mirzaei, Maryam, Mirzaei-Alavijeh, Mehdi, Misra, Sanjeev, Moazen, Babak, Moghadaszadeh, Masoud, Mohammad, Yousef, Mohammad, Dara K., Mohammad Gholi Mezerji, Naser, Mohammadi, Seyyede Momeneh, Mohammadian-Hafshejani, Abdollah, Mohammadpourhodki, Reza, Mohammed, Hayat Maeruf, Mohammed, Salahuddin, Mohammed, Ammas Siraj, Mohammed, Shafiu, Mohammed, Jemal Abdu, Mohseni Bandpei, Mohammad A., Mokdad, Ali H., Molassiotis, Alex, Monasta, Lorenzo, Moradi, Masoud, Moradi-Lakeh, Maziar, Moradzadeh, Rahmatollah, Moraga, Paula, Mosapour, Abbas, Mouodi, Simin, Mousavi, Seyyed Meysam, Mousavi Khaneghah, Amin, Mulu, Getaneh Baye B., Munir, Mehnaz, Muriithi, Moses K., Murthy, G. V. S., Mustafa, Ghulam, Nabhan, Ashraf F., Naderi, Mehdi, Nagarajan, Ahamarshan Jayaraman, Nagaraju, Shankar Prasad, Naghavi, Mohsen, Naik, Gurudatta, Naimzada, Mukhammad David, Nangia, Vinay, Nansseu, Jobert Richie, Naqvi, Atta Abbas, Nascimento, Bruno Ramos, Nayak, Smitha, Nayak, Vinod C., Nazari, Javad, Ndejjo, Rawlance, Negoi, Ionut, Negoi, Ruxandra Irina, Netsere, Henok Biresaw, Nguefack-Tsague, Georges, Ngunjiri, Josephine W., Nguyen, Cuong Tat, Nguyen, Diep Ngoc, Nguyen, Huong Lan Thi, Nigatu, Yeshambel T., Nikbakhsh, Rajan, Nikpoor, Amin Reza, Nnaji, Chukwudi A., Nong, Vuong Minh, Noubiap, Jean Jacques, Nunez-Samudio, Virginia, Nwatah, Vincent Ebuka, Nyanhanda, Tafadzwa, Oancea, Bogdan, Ogbo, Felix Akpojene, Oghenetega, Onome Bright, Oh, In-Hwan, Okello, Daniel Micheal, Oladnabi, Morteza, Olagunju, Andrew T., Olusanya, Jacob Olusegun, Olusanya, Bolajoko Olubukunola, Bali, Ahmed Omar, Omer, Muktar Omer, Omonisi, Abidemi E. Emmanuel, Onwujekwe, Obinna E., Ortiz, Alberto, Ortiz-Panozo, Eduardo, Otstavnov, Nikita, Otstavnov, Stanislav S., Owolabi, Mayowa O., Mahesh, P. A., Padubidri, Jagadish Rao, Pakhare, Abhijit P., Pakshir, Keyvan, Pana, Adrian, Panda-Jonas, Songhomitra, Pandey, Anamika, Pandi-Perumal, Seithikurippu R., Pangaribuan, Helena Ullyartha, Pasupula, Deepak Kumar, Patel, Sangram Kishor, Patel, Urvish K., Pathak, Ashish, Patton, George C., Toroudi, Hamidreza Pazoki, Pereira, Jeevan, Pescarini, Julia Moreira, Pham, Hai Quang, Pickering, Brandon V., Pirouzpanah, Saeed, Pirsaheb, Meghdad, Pokhrel, Khem Narayan, Postma, Maarten J., Pottoo, Faheem Hyder, Pourchamani, Hadis, Pourjafar, Hadi, Poustchi, Hossein, Prada, Sergio I., Pribadi, Dimas Ria Angga, Syed, Zahiruddin Quazi, Rabiee, Navid, Rafiee, Ata, Rahim, Fakher, Rahman, Mohammad Hifz Ur, Rahman, Muhammad Aziz, Rahmani, Amir Masoud, Rai, Rajesh Kumar, Rajesh, Aashish, Ram, Pradhum, Ramezanzadeh, Kiana, Ranabhat, Chhabi Lal, Rao, Sowmya J., Rao, Satish, Rastogi, Prateek, Rathi, Priya, Rawal, Lal, Rawasia, Wasiq Faraz, Rawassizadeh, Reza, Regassa, Lemma Demissie, Reiner, Robert C., Reshmi, Bhageerathy, Rezaei, Nima, Rezahosseini, Omid, Rezapour, Aziz, Riahi, Seyed Mohammad, Ribeiro, Daniela, Ribeiro, Ana Isabel, Rickard, Jennifer, Roba, Hirbo Shore, Roever, Leonardo, Ronfani, Luca, Rostamian, Morteza, Rumisha, Susan Fred, Rwegerera, Godfrey M., Sabour, Siamak, Sadeghi, Ehsan, Saeedi Moghaddam, Sahar, Sagar, Rajesh, Sahebkar, Amirhossein, Sahraian, Mohammad Ali, Sajadi, S. Mohammad, Salam, Nasir, Salem, Marwa Rashad, Kafil, Hossein Samadi, Santos, Itamar S., Santric-Milicevic, Milena M., Saraswathy, Sivan Yegnanarayana Iyer, Sarrafzadegan, Nizal, Sartorius, Benn, Sarveazad, Arash, Sathian, Brijesh, Sathish, Thirunavukkarasu, Saxena, Deepak, Sbarra, Alyssa N., Schwebel, David C., Senbeta, Anbissa Muleta, Sengupta, Debarka, Senthilkumaran, Subramanian, Sepanlou, Sadaf G., Seylani, Allen, Sha, Feng, Shafaat, Omid, Shahabi, Saeed, Shahbaz, Mohammad, Shahid, Izza, Shaikh, Masood Ali, Shaka, Mohammed Feyisso, Shalash, Ali S., Shamali, Mahdi, Shams-Beyranvand, Mehran, Shamsi, MohammadBagher, Shamsizadeh, Morteza, Shannawaz, Mohammed, Sharafi, Kiomars, Sharifi, Amrollah, Sheikh, Aziz, Sheikhtaheri, Abbas, Shetty, Ranjitha S., Shetty, B. Suresh Kumar, Shetty, Adithi, Shiferaw, Wondimeneh Shibabaw, Shigematsu, Mika, Il Shin, Jae, Shiri, Rahman, Shirkoohi, Reza, Shivarov, Velizar, Siabani, Soraya, Malleshappa, Sudeep K. Siddappa, Siddiqi, Tariq Jamal, Sidemo, Negussie Boti, Singh, Balbir Bagicha, Singh, Surya, Sintayehu, Yitagesu, Skryabin, Valentin Yurievich, Skryabina, Anna Aleksandrovna, Sobhiyeh, Mohammad Reza, Soheili, Amin, Soltani, Shahin, Sorrie, Muluken Bekele, Spurlock, Emma Elizabeth, Sreeramareddy, Chandrashekhar T., Sudaryanto, Agus, Sufiyan, Muawiyyah Babale, Sultan, Iyad, Tabares-Seisdedos, Rafael, Tabuchi, Takahiro, Taddele, Biruk Wogayehu, Tadesse, Eyayou Girma, Taherkhani, Amir, Tamir, Zemenu, Tamiru, Animut Tagele, Tareque, Md Ismail, Tbakhi, Abdelghani, Teame, Hirut, Tefera, Yonas Getaye, Tehrani-Banihashemi, Arash, Tekalegn, Yohannes, Tekle, Merhawi Gebremedhin, Teklehaimanot, Berhane Fseha, Temsah, Mohamad-Hani, Tesema, Getayeneh Antehunegn, Thankappan, Kavumpurathu Raman, Thomas, Nihal, Tiki, Takele, Tilahune, Asres Bedaso, Titova, Mariya Vladimirovna, Tovani-Palone, Marcos Roberto, Tran, Khanh Bao, Tran, Bach Xuan, Tripathi, Rajnish, Tripathy, Jaya Prasad, Truong, Phuong N., Uddin, Riaz, Ullah, Anayat, Umeokonkwo, Chukwuma David, Uneke, Chigozie Jesse, Unnikrishnan, Bhaskaran, Upadhyay, Era, Usman, Muhammad Shariq, Vacante, Marco, Vakilian, Alireza, Tahbaz, Sahel Valadan, Valdez, Pascual R., Vasseghian, Yasser, Verma, Madhur, Violante, Francesco S., Vo, Bay, Wado, Yohannes Dibaba, Waheed, Yasir, Wang, Yafeng, Wang, Yuan-Pang, Wangdi, Kinley, Weldesamuel, Girmay Teklay, Werdecker, Andrea, Wiangkham, Taweewat, Wickramasinghe, Nuwan Darshana, Wiysonge, Charles Shey, Wonde, Tewodros Eshete, Wu, Ai-Min, Wu, Chenkai, Xie, Yang, Yadollahpour, Ali, Jabbari, Seyed Hossein Yahyazadeh, Yamada, Tomohide, Yang, Mingyou, Yaya, Sanni, Yazdi-Feyzabadi, Vahid, Yeheyis, Tomas Y., Yeshaneh, Alex, Yeshaw, Yigizie, Yeshitila, Yordanos Gizachew, Yilma, Mekdes Tigistu, Yip, Paul, Young, Melissa F., Yousefi, Zabihollah, Yousefinezhadi, Taraneh, Yousof, Hebat-Allah Salah A., Yousuf, Abdilahi Yousuf, Yu, Chuanhua, Yu, Yong, Zafar, Shamsa, Zaidi, Syed Saoud, Zaidi, Zoubida, Zakzuk, Josefina, Bin Zaman, Sojib, Zamani, Mohammad, Zamanian, Maryam, Zandifar, Alireza, Zangeneh, Alireza, Zastrozhin, Mikhail Sergeevich, Zastrozhina, Anasthasia, Zewdie, Dejene Tesfaye, Zewdie, Kaleab Alemayehu, Zhang, Yunquan, Zhu, Cong, Ziapour, Arash, Kassebaum, Nicholas J., Hay, Simon I. | Land Use/Land Cover Classification | |
| Application of the regression-augmented regionalization approach for btop model in ungauged basins | Zhu, Ying, Liu, Lingxue, Qin, Fangling, Zhou, Li, Zhang, Xing, Chen, Ting, Li, Xiaodong, Ao, Tianqi | Land Use/Land Cover Classification | |
| Artificial light at night advances spring phenology in the united states | Zheng, Qiming, Teo, Hoong Chen, Koh, Lian Pin | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Vegetation Index, Normalized Difference Vegetation Index (NDVI) | |
| ASCAT IB: A radar-based vegetation optical depth retrieved from the | Liu, Xiangzhuo, Wigneron, Jean-Pierre, Fan, Lei, Frappart, Frederic, Ciais, Philippe, Baghdadi, Nicolas, Zribi, Mehrez, Jagdhuber, Thomas, Li, Xiaojun, Wang, Mengjia, Bai, Xiaojing, Moisy, Christophe | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthetically Active Radiation | |
| An updated MODIS global urban extent product (MGUP) from 2001 to 2018 based on an automated mapping approach | Huang, Xin, Huang, Jiongyi, Wen, Dawei, Li, Jiayi | Land Use/Land Cover Classification | |
| Analogy-Based Crop Yield Forecasts Based on Temporal Similarity of Leaf | Liu, Yadong, Kim, Junhwan, Fleisher, David H., Kim, Kwang-Soo | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| Analysing the day/night seasonal and annual changes and trends in land surface temperature and surface urban heat island intensity (SUHII) for Indian cities | Siddiqui, Asfa, Kushwaha, Gautami, Nikam, Bhaskar, Srivastav, S.K., Shelar, Ankita, Kumar, Pramod | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Addressing biases in Arcticboreal carbon cycling in the Community Land Model Version 5 | Birch, Leah, Schwalm, Christopher R., Natali, Sue, Lombardozzi, Danica, Keppel-Aleks, Gretchen, Watts, Jennifer, Lin, Xin, Zona, Donatella, Oechel, Walter, Sachs, Torsten, Black, Thomas Andrew, Rogers, Brendan M. | Land Use/Land Cover Classification | |
| Adequacy of near real-time satellite precipitation products in driving flood discharge simulation in the fuji river basin, Japan | Zhou, Li, Rasmy, Mohamed, Takeuchi, Kuniyoshi, Koike, Toshio, Selvarajah, Hemakanth, Ao, Tianqi | Land Use/Land Cover Classification, RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM) | |
| Aerodynamic resistance and Bowen ratio explain the biophysical effects of forest cover on understory air and soil temperatures at the global scale | Su, Yongxian, Zhang, Chaoqun, Chen, Xiuzhi, Liu, Liyang, Ciais, Philippe, Peng, Jian, Wu, Shengbiao, Wu, Jianping, Shang, Jiali, Wang, Yingping, Yuan, Wenping, Yang, Yuanzhi, Wu, Zhifeng, Lafortezza, Raffaele | Evapotranspiration, Latent Heat Flux, Emissivity, Land Surface Temperature, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Albedo, Anisotropy, Land Use/Land Cover Classification, Sea Ice Concentration, Snow Cover | |
| Annual radial growth and climatic response of Quercus crassifolia bonpl. in northwestern Durango, Mexico | Villanueva-Diaz, Jose, Martinez-Sifuentes, Aldo R., Quinonez-Barraza, Geronimo, Estrada-Avalos, Perez-Evangelista, Emilia R., del Rocio Reyes-Camarillo, Fatima, Reyes-Camarillo, Rocio | Land Use/Land Cover Classification | |
| Analysis on the Spatio-Temporal Changes of LST and Its Influencing Factors Based on VIC Model in the Arid Region from 1960 to 2017: An Example of the Ebinur ... | Amantai, Nigenare, Ding, Jianli | Land Use/Land Cover Classification | |
| Analytical guidelines to increase the value of community science data: | Johnston, Alison, Hochachka, Wesley M., StrimasMackey, Matthew E., Ruiz Gutierrez, Viviana, Robinson, Orin J., Miller, Eliot T., Auer, Tom, Kelling, Steve T., Fink, Daniel | Land Use/Land Cover Classification | |
| Advances in Land Surface Modelling | Blyth, Eleanor M., Arora, Vivek K., Clark, Douglas B., Dadson, Simon J., De Kauwe, Martin G., Lawrence, David M., Melton, Joe R., Pongratz, Julia, Turton, Rachael H., Yoshimura, Kei, Yuan, Hua | Land Use/Land Cover Classification | |
| Abiotic disturbances affect forest short-term vegetation cover and phenology in Southwest China | Deng, Ying, Wang, Ming, Yousefpour, Rasoul, Hanewinkel, Marc | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES | |
| An alternative AMSR2 vegetation optical depth for monitoring vegetation at large scales | Wang, Mengjia, Fan, Lei, Frappart, Frederic, Ciais, Philippe, Sun, Rui, Liu, Yi, Li, Xiaojun, Liu, Xiangzhuo, Moisy, Christophe, Wigneron, Jean-Pierre | Land Use/Land Cover Classification | |
| An approach for soil moisture estimation using urban and vegetation fraction cover from coarse resolution Scatsat-1 data | Maurya, Ajay Kumar, Murugan, Deepak, Singh, Dharmendra | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| An Approach to Land Productivity Dynamics Assessment: A Case Study of Rajasthan Region, India | Gupta, Ujjwal K., Oza, Markand P. | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| An adaptive-parameter pixel unmixing method for mapping evergreen forest fractions based on time-series ndviA case study of southern china | Yang, Yingying, Wu, Taixia, Zeng, Yuhui, Wang, Shudong | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Air pollution scenario over Pakistan: Characterization and ranking of extremely polluted cities using long-term concentrations of aerosols and trace gases | Bilal, Muhammad, Mhawish, Alaa, Nichol, Janet E., Qiu, Zhongfeng, Nazeer, Majid, Ali, Md. Arfan, de Leeuw, Gerrit, Levy, Robert C., Wang, Yu, Chen, Yang, Wang, Lunche, Shi, Yuan, Bleiweiss, Max P., Mazhar, Usman, Atique, Luqman, Ke, Song | Land Use/Land Cover Classification, Aerosol Extinction, Aerosol Optical Depth/Thickness, Sulfur Dioxide | |
| A tale of two citiesThe influence of urban meteorological network design on the nocturnal surface versus canopy heat island relationship in Oklahoma City,OK,and Birmingham,UK | Feng, JiaLi, Cai, XiaoMing, Chapman, Lee | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity, Land Use/Land Cover Classification |