1. Karna, S. and S Jayakumar (2026). Differential impact of fire on tree diversity, composition, structure and carbon stock in tropical savanna Next Sustainability 7, 100229. https://doi.org/10.1016/j.nxsust.2025.100229 Impact Factor: 6.0.

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2. Jaiswal, N., Chowdhury, A.R., Jayakumar, S. (2026). Urban Biodiversity: Threats and Conservation Strategies. In: Joshi, P., Mahato, S., Shkaruba, A. (eds) Geospatial Science for Urban Ecosystems. The Urban Book Series. Springer, Cham. https://doi.org/10.1007/978-3-032-07155-2_4 

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3. BH Diengdoh, S Jayakumar, (2025) A Comparative Study of Forest Cover and Land Use and Land Cover Change in and around, Sustaining Earth: Pathways to Resilience, 217.

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4. Zaki, ​AS,  Rosa, DL. and Jayakumar, S. (2025). Seasonal and Diurnal Dynamics of Urban Surfaces: Toward Nature-Supportive Strategies for SUHI Mitigation. Land 14 (12), 2412 https://doi.org/10.3390/land14122412 Impact Factor: 3.5.

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5. Borah, A., OM Hande, S Jayakumar, SP Devipriya (2024). Microplastic pollution in beach sediments in the Dapoli coast, Maharashtra, the western peninsular region of India, Regional Studies in Marine Science 77, 103640. https://doi.org/10.1016/j.rsma.2024.103640 Impact Factor: 2.7.

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6. Jaiswal, N. & S Jayakumar (2024) Elevation gradients and environmental variables shaping tree diversity and composition in Srivilliputhur Wildlife Sanctuary, Western Ghats, Geology, Ecology, and Landscapes, 1-21. https://doi.org/10.1080/24749508.2024.2430051  Impact Factor: 3.6.

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7. Jaiswal, N., & S Jayakumar, (2024). Biomass patterns in Srivilliputhur Wildlife Sanctuary: exploring factors and gradients with machine learning approach, Environmental Monitoring and Assessment 196 (5), 434. https://doi.org/10.1007/s10661-024-12591-5.  Impact Factor: 3.6.

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8. Khadanga, SS AA Dar, N Jaiswal, PK Dash, S Jayakumar, (2023) Elevation patterns of tree diversity, composition and stand structure in Mahendragiri Hill Forest, eastern Ghats of Odisha, India Journal of Asia-Pacific Biodiversity 16 (3), 391-405. https://doi.org/10.1016/j.japb.2023.04.004  Impact Factor: 0.8.

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9. Purswani, E., S Verma, S Jayakumar, ML Khan, B Pathak (2022) Examining and predicting land use change dynamics in Gandhinagar district, Gujarat, India, Journal of Urban Management, 11 (1), 82-96. https://doi.org/10.1016/j.jum.2021.09.003 Impact Factor: 0.8.

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10. Khan, SA, A Ramachandran, V Selvam, K Palanivelu, S Punitha, P Thirumurugan, S Jayakumar, P Malini (2021) Elevation Based Sea-Level Rise Impact Assessment for Sustainable Coastal Natural Resources Management and Coastal Adaptation Planning,  Sustainability in Natural Resources Management and Land Planning, 381-394, Springer, Cham. 

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11. Ghosh, S. Behera, D Jayakumar, S. Das, P, (2021) Comparison of Sentinel-2 Multispectral Imager (MSI) and Landsat 8 Operational Land Imager (OLI) for Vegetation Monitoring, Spatial Modeling in Forest Resources Management, 175-192, Springer Publication.

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12. Singh, AK., M Sathya, S Verma, A Kumar, S Jayakumar (2021) Assessment of Anthropogenic Pressure and Population Attitude for the Conservation of Kanwar Wetland, Begusarai, India: A Case Study, Pollutants and Water Management: Resources, Strategies and Scarcity, 22-46. Wiley Online.

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13. Arunkumar, P,   Kaushik D  Ahmed S, Manivannan P, Jayakumar, S Thirunavukkarasu, C. Devipriya, SP., (2021) Prevalence and characteristics of microplastics present in the street dust collected from Chennai metropolitan city, India, Chemosphere, 269, 128757.https://doi.org/10.1016/j.chemosphere.2020.128757 Impact Factor: 8.1.  

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14. Patchaiyappan, A, S ZakiAhmed, K Dowarah, SS Khadanga, T Singh, Jayakumar, S Thirunavukkarasu, C. Devipriya, SP., (2021), Prevalence of microplastics in the sediments of Odisha beaches, southeastern coast of India,  Marine Pollution Bulletin 167, https://doi.org/112265.10.1016/j.marpolbul.2021.112265 Impact Factor: 4.9.

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15. Shukla, A., Rajalakshmi, A. Subash, K, Jayakumar, S. Arul, N, Srivastava, PK, Eapen, A, Jayalakshmi K, (2020) Seasonal variations among dengue vector mosquitoes in rural settings of Thiruvarur district in Tamil Nadu, India, Journal of Vector Borne Diseases,  DOI: 10.4103/0972-9062.308803.  Impact Factor: 1.4.

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16. Singh, A.K., Sathya, M., Verma, S. Jayakumar, S. (2020). Spatiotemporal variation of water quality index in Kanwar wetland, Begusarai, India. Sustain. Water Resour. Manag. 6, 44. Springer Nature: https://doi.org/10.1007/s40899-020-00401-y. Impact Factor: 2.6.

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17. Arunkumar P, Ahmed SZ, Dowarah K, Jayakumar, S Suja P. Devipriya (2020). Occurrence, distribution and composition of microplastics in the sediments of South Andaman beaches, Marine Pollution Bulletin, 156 (2020) 1112272. https://doi.org/10.1016/j.marpolbul.2020.111227 (Impact Factor: 4.9).

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18. Kaushik Dowaraha, Arunkumar P, Thirunavukkarasu, C, Jayakumar, S, Suja P. Devipriya (2020). Quantification of microplastics using Nile Red in two bivalve species Perna viridis and Meretrix meretrix from three estuaries in Pondicherry, India and microplastic uptake by local communities through bivalve diet, Marine Pollution Bulletin, 153 (2020) 110982. https://doi.org/10.1016/j.marpolbul.2020.110982 (Impact Factor: 4.9).

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19. Dash, J., Behara, MD.,…. Jayakumar, S. (2020). India’s contribution to mitigating the impacts of climate change through vegetation management, Tropical Ecology, 61, 168–171. Springer Nature:  https://doi.org/10.1007/s42965-020-00075-9 (Impact Factor: 1.9).

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20. Khadanga, S.S. and Jayakmar, S. (2020). Tree Biomass and Carbon Stock: Understanding the role of species richness, elevation and disturbance, Tropical Ecology, 61, 128–141 https://doi.org/10.1007/s42965-020-00070-0 (Impact Factor: 1.9).

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21. Nohro C and Jayakumar, S. (2020)  Tree species diversity and composition of the Pala Wetland Reserve Forest, Mizoram, Indo - Burma hotspot, India, Biocatalysis and Agriculture Biotechnology, 23: 101474. https://doi.org/10.1016/j.bcab.2019.101474 (Impact Factor: 4.6).

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22. Boro RC and S. Jayakumar (2020). Studies on enzymes Superoxide dismutase and Catalase in midgut of Samia ricini under thermal stress condition Journal of Entomological Research, 44 (1) : 87-91. DOI:10.5958/0974-4576.2020.00016.x 

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23. Chhylai, S.N., SK Bera and Jayakmar, S. (2019) Modern pollen spectra from the Pala Wetland Reserve Forest, Siaha Distrdict, Southern Mizoram, Northeastern India. Journal of Palynology, https://doi.org/10.1080/01916122.2018.1557273. (Impact Factor: 1.383).

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24. Khadanga, S.S. and Jayakmar, S. (2018). Tree Diversity and Carbon Sequestration Potential of An Urban Forest Patch of Pondicherry, India, J Tree Science, 36 (1): 58-71. DOI: 10.5958/2455-7129.2018.00009.2  

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25. Singh, A.K., Sathya, M, Verma, S. and Jayakmar, S. (2018). Risk assessment of heavy metals in crop grains grown on open soils of Kanwar wetland, India, Euro-Mediterr J Environ Integr, 3: 29. https://doi.org/10.1007/s41207-018-0073-x Springer. Impact Factor: 2.4.

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26. Verma, S. and Jayakumar. S. (2018). Effect of recurrent fires on soil nutrient dynamics in a tropical dry deciduous forest of Western Ghats, India, Journal of Sustainable Forestry, 37(7) 668-690. https://doi.org/10.1080/10549811.2018.1453842  (Impact Factor: 1.2).  

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27. Saji, G. and Jayakumar. S. (2017). Modeling the Present and Future Desertification Risk State: A Case Study in Kolli Hill, Eastern Ghats of Tamil Nadu, India, Proceedings of the National Academy of Sciences, India Section A: Physical Sciences, 84(4):951-960. Springer. https://doi.org/10.1007/s40010-017-0462-6  (Impact Factor: 1.3).

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28. Verma, S., Singh, D., Mani, S. and Jayakumar. S. (2017). Effect of forest fire on tree diversity and regeneration potential in a tropical dry deciduous forest of Mudumalai Tiger Reserve, Western Ghats, India, Ecological Processes, 6: 32, https://doi.org/10.1186/s13717-017-0098-0 Springer Open. Impact Factor: 4.8.

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29. Sathya, M. and Jayakumar, S. (2017). Post-fire regeneration status of tree species in a tropical dry deciduous forest of Southern India, Journal of Tropical Forest Science, 29:305-317. DOI:10.26525/jtfs2017.29.3.305317 (Impact Factor: 0.9).

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30. Sathya, M. and Jayakumar, S. (2017). A Contemporary assessment of tree species in Sathyamangalam Tiger Reserve, Southern India, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 7(2): 30-46. ISSN 2220-8860. 

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31. Singh, A.K. and Jayakmar, S. (2017). Heavy metal contamination in sediments of Kanwarjheel wildlife sanctuary, Bihar, India, Pollution Research, 36(1): 48-58. 

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32. Vashum, K.T. and Jayakumar, S. (2016). Soil organic status and sustainability of slash-and-burn agriculture in India, Journal of Sustainable Forestry, 35(8):591-603.  https://doi.org/10.1080/10549811.2016.1236278  (Impact Factor: 1.2).  

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33. Singh, D., Verma, S. and Jayakumar, S. (2016). Tree inventory along the altitudinal gradients in Singara range, Western Ghats, India, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 6(4): 97-109.  

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34. Ramachandran, A., Radhapriya, P., Jayakumar, S. Dhanya, P. and Geetha, R. (2016). Critical analysis of forest degradation in the southern Eastern ghats of India: Comparison of Satellite imagery and soil quality index. Plos One, DOI:10.1371/journal.pone.0147541. (Impact Factor: 3.234).  

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35. Dar, T.H., Ramalingam, N., Jayakumar, S. and Jambulingam, P. (2016). Mosquitoes (Diptera: Culicidae) of Jammu division of Jammu and Kashmir State, India, with new records, Journal of Entomology and Zoology Studies, 4: 388-393. Impact Factor: 0.8.

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36. Vashum, K.T., Kasomwoshi, T. and Jayakumar, S. (2016). Soil organic carbon sequestration potential of primary and secondary forests in Northeast India, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 6: 67-74. 

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37. Singh, A.K. and Jayakmar, S. (2016). Water quality assessment of Kanwar lake, Begusarai, Bihar, India, Imperial Journal of Interdisciplinary Research, 2: 793-803. April ISSN: 2454-1362 

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38. Singh, A.K. and Jayakmar, S. (2015). A Review on Methods to Estimate CH4 and N2 O fluxes in Terrestrial Ecosystem, Climate Change and Environmental Sustainability, 3 (2), 104-113. 

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39. Verma, S., Vashum, K.T., Mani, S. Jayakumar, S., (2015). Monitoring changes in forest fire pattern in Mudumalai Tiger Reserve, Western Ghats India, using Remote sensing and GIS, Global Journal of Science Frontier Research: H Environment & Earth Sciences, 15(4), 13-19.

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40. Remya, K., Ramachandran, A., Jayakumar, S. (2015). Predicting the current and future suitable habitat distribution of Myristica dactyloides Gaertn. using MaxEnt model in the Eastern Ghats, India, Ecological Engineering, 82:184-188. https://doi.org/10.1016/j.ecoleng.2015.04.053 (Impact Factor: 4.1).

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41. Remya, K., Ramachandran, A., Jayakumar, S., Divya Subash Kumar, Radhapriya, P., Malini, P. (2015). Rainfall trend analysis of Kolli hill, Tamil nadu, India. Mausam, 66:151-154. (Impact Factor: 0.14).

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42. Verma, S., and Jayakumar, S. (2015). Post-fire regeneration dynamics of tree species in a tropical dry deciduous forest, Western Ghats, India, Forest Ecology & Management, 341: 75-82. https://doi.org/110.1016/j.foreco.2015.01.005 (Impact Factor: 4.2).

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43. Selvalakshmi, S., Jayakumar, S., Ramachandran, V.S. (2014). Are the sensitive zones degrading? A modeling approach using GIS and remote sensing, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 4: 7-17.

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44. Jung, J., Kim, C., Jayakumar, S., Kim, S., Han, S., Kim, D.H., Heo, J. (2013). Forest fire risk mapping of Kolli Hills, India, considering subjectivity and inconsistency issues. Natural Hazards, 66:3:2129-2146 https://doi.org/10.1007/s11069-012-0465-1 (Impact Factor: 4.5).

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45. Vashum, K.T., and Jayakumar, S. (2012). Methods to estimate above-ground biomass and carbon stock in natural forests – a review. J Ecosyst Ecogr 2:116. doi:10.4172/2157-7625.1000116. 

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46. Verma, S. and Jayakumar, S. (2012). Impact of forest fire on physical, chemical and biological properties of soil: A review, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 2: 168-176.   

                         

47. Kim, C., Heo, J., Lee, J.B., Han, S, Jung, J.H. and Jayakumar, S. (2011). A Synergetic Approach to Estimating Timber Age Using Integrated Remotely-Sensed Optical Image and InSAR Height Data,  International Journal of Remote Sensing (Taylor & Francis),  33: 243-260. 

https://doi.org/10.1080/01431161.2011.591443  [Impact Factor: 2.6]

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48. Jayakumar, S.,Kim, S.S., Heo, J. (2011) Floristic Inventory and Diversity Assessment – a critical review, Proceedings of the International Academy of Ecology and Environmental Sciences, IAEES, 1: 151-168.

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49. Jayakumar, S.,Heo, J., Kim, J.H., Kim, S.S., Jung, J.H., (2010). Forest fire risk assessment using AHP analysis, Journal of the Korean Society for Geospatial Information System,18: 39-40. 

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50. Jayakumar, S. Ramachandran, A., JoonHeo, (2009).  Comparison of floristic diversity of evergreen forest inferred from different sampling approaches in the Eastern Ghats of Tamil Nadu, India, Current Science, 96:575-581. [Impact Factor: 0.935].

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51. Jayakumar, S., Ramachandran, A., Bhaskaran, G., JoonHeo, (2009). Forest dynamics in the Eastern Ghats of Tamil Nadu, Environmental Management, 43: 326-345. [Impact Factor: 1.744].

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52. LkhagvaEnkhbaatar, Jayakumar, S.,JoonHeo, (2009). Support vector machine and Spectral angle mapper classifications of High resolution Hyper spectral aerial image.  Korean Journal of Remote Sensing, 25: 233-242. https://doi.org/10.7780/kjrs.2009.25.3.233

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53. Jayakumar, S., Ramachandran, A., Jung Bin Lee. And JoonHeo, (2009). Soil resource inventory and mapping using geospatial technique. Journal of the Korean Society for Geospatial Information System, 17: 3-12. https://koreascience.kr/article/JAKO200929535568356.pub

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54. Jung-Bin Lee, Jayakumar, S. and JoonHeo, 2008.  Basal Area Mapping using remote sensing and ecological data.  Korean Journal of Remote Sensing, 24: 621-629. https://doi.org/10.7780/kjrs.2008.24.6.621

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55. Jayakumar, S.,LkhagvaEnkhbaatar, JoonHeo, (2008).  Urban sprawl and its impact on the land cover – a geospatial study, Journal of the Korean Society for Geospatial Information System, 12: 73-78. https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART001302583

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56. Woo Sun Kim, Kong Hyun Yun, JoonHeo and Jayakumar, S. (2008).  The expectation of the land use and land cover using CLUE-S model and Landsat Images, Journal of the Korean Society for Geospatial Information System, 3: 1-9. https://koreascience.kr/article/JAKO200831235452644.pub

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​57. Ramachandran, A., Jayakumar, S., Haroon, R. M., Bhaskaran, A. and Samy, I.A. (2007). Carbon sequestration: estimation of carbon stock in natural forests using geospatial technology in the Eastern Ghats of Tamil Nadu, India, Current Science, 92(3): 323 – 331. https://www.currentscience.ac.in/Volumes/92/03/0323.pdf  [Impact Factor:1.2] 

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58. Jayakumar, S. Ramachandran, A., Bhaskaran, G., Jung Bin Lee (2007).   Forest cover change detection analysis in the Eastern Ghats of Tamil Nadu, India – a remote sensing and GIS approach,  Journal of the Korean Society for Geospatial Information System, 12: 51-58. https://koreascience.kr/article/JAKO200733338472356.pub

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59. Jayakumar, S., Ramachandran, A., Bhaskaran, G., Woo Sun Kim, and JoonHeo, (2007). Site suitability assessment for Joint Forest Management (JFM) – a Geospatial approach, Korean Journal of Remote Sensing, 23: 473 – 481. https://doi.org/10.7780/kjrs.2007.23.5.473

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60. Jayakumar, S., Ramachandran, A., Jung Bin Lee, and JoonHeo, (2007).  Object-oriented classification and QuickBird multi-spectral Imagery in forest density mapping, Korean Journal of Remote Sensing, 23: 153 – 160. https://doi.org/10.7780/kjrs.2007.23.3.153

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61. Kee-Tae Kim, Jung Hwan Kim,  Jayakumar, S., Hong GyooSohn (2007).  An Assessment of Urbanization using historic Satellite photography: Columbus Metropolitan Area, Ohio, 1965, Korean Journal of Remote Sensing, 23: 221-227. https://doi.org/10.7780/kjrs.2007.23.3.221

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62. Ramachandran, A., Jayakumar, S., Haroon, A. R. M. and Bhaskaran, A. (2007). Carbon management in Forest Floor – An agenda of 21st century in Indian forestry scenario, Indian Forester, 133: 25-40. https://www.currentscience.ac.in/Volumes/92/03/0323.pdf 

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63. Sridhar, R., Thangaradjou, T., Kannan, L., Ramachandran, A. and Jayakumar, S., (2006).  Rapid Assessment on the impact of Tsunami on Mangrove vegetation of the Great Nicobar Island. Journal of Indian Society of Remote Sensing, 34 (1): 89 – 93.[Impact Factor: 0.764] https://link.springer.com/content/pdf/10.1007/BF02990750.pdf

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64. Ramachandran, A., S. Soosairaj, and Jayakumar, S., (2006).  Distribution and description of Indigofera trita, L.F. Spp. Subulata (Vahl EX Poir) Ali – A rare plant in the Kolli of Tamil Nadu, Indian Forester, 132 (4): 507 – 508. https://doi.org/10.36808/if/2006/v132i4/3974

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65. Ramachandran, A., S. Soosairaj, and Jayakumar, S., (2006).  A new report of Geophilarepens (L.) I.M. Johnston – A species rare to the Eastern Ghats of Tamil Nadu, Indian Forester, 132 (1): 118-120. https://doi.org/10.36808/if/2006/v132i1/4266

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66. Ramachandran, A., Jayakumar, S. and Samy, I,A., (2005).  Need for reclassification of forest types in India using high-resolution satellite data and field study for better management, Indian Forester, 131 (1): 3-13.  https://doi.org/10.36808/if/2005/v131i1/1655

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67. Jayakumar, S. and Samy, I,A., (2003).  Land use/Land cover mapping and change detection in part of Eastern Ghats of Tamil Nadu using Remote sensing and GIS, Journal of the Indian society of Remote Sensing, 31 (4): 251 - 260.[Impact Factor: 0.764]  https://doi.org/10.1007/BF03007345

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68. Jayakumar, S.,Samy, I,A. and John Britto, S., (2002).  Conserving forests in the Eastern ghats through remote sensing and GIS – A case study in Kolli hills, Current Science, 82 (10): 1259 – 1267. https://www.currentscience.ac.in/Volumes/82/10/1259.pdf [Impact Factor:1.2] 

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69. Jayakumar, S.,Samy, I.A. and John Britto, S., (2002).  Forest type mapping and vegetation analysis in part of Kolli hills, eastern ghats of Tamil Nadu, Tropical Ecology, 43(2): 345-349 [Impact Factor:0.768] 

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70. Jayakumar, S.,Samy, I,A. and John Britto, S., (2000).  Estimates of Current Status of Forest Types in Kolli Hills Using Remote Sensing, Journal of the Indian Society of Remote Sensing, 28 (2&3): 141-151. https://link.springer.com/article/10.1007/BF02989898 [Impact Factor: 0.764].

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Publications in Proceedings

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1. Jayakumar, S., JoonHeo, Il-Hong Seo and Hyoung Sig Cho, (2009).  Rapid assessment of influential factors on Pallikaranai wetland of Tamil Nadu, India. In Proceeding of Conference of The Korean Society for GeoSpatial Information System, April 24, 2009, Seoul, Korea, pp 329-331.

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2. LkhagvaEnkhbaatar, S. Jayakumar, SeongsuJeong and JoonHeo, (2009).  Fuzzy logic system applied in satellite image classification, In Proceedings of Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, April 23, 2009, Seoul, Korea, pp 365-368.

JoonHeo, Jayakumar, S. and Jung Bin Lee, (2007). Mapping of Eucalyptus plantations through temporal satellite data in China, In Proceedings of the International Symposium on Remote Sensing 2007, Jeju, Korea, Oct 31 – Nov 2 2007, pp 471 - 474.

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3. Jayakumar, S.,Jung Bin Lee, LkhagvaEngkbaatar and JoonHeo (2008).  Identification of erosion prone forest area – A remote sensing and GIS approach, In Proceedings of the National Spatial Data Infrastructure (NSDI), A Joint Conference of The Korean Society of Geospatial Information System, Korea Spatial Information System Society and Geographic Information System Association, Seoul, Korea, Oct 10 2008, pp 251 -253.

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4. Ramachandran, A., Jayakumar, S.,HeoJoon, Kim Woo Sun, (2007).  Estimation of carbon sequestration in natural forests – a geospatial approach,In Proceedings of the conference of GIS Korea 2007, Seoul, Korea, June 15, 2007, pp 359 – 362.

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5. Jayakumar, S.,JoonHeo, Sonh, Hong Gyoo, Jung Bin Lee, Jong Suk Kim, (2007).  Comparison of object oriented and pixel based classification of satellite data for effective management of natural resources, In Proceedings of the Conference of Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Jeju, Korea April 19 – 21, 2007, pp 215 – 218.

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6. Jayakumar, S., Jung Bin Lee and JoonHeo, (2007).  Mapping of land cover using QuickBird satellite data based on object oriented and ISODATA classification methods – A comparison for micro level planning, In Proceedings of the Spring Conference of Korean Society of Remote Sensing, Daejon, Korea, March 20 – 30, 2007. pp: 113 – 119.

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7. Jayakumar, S., Ramachandran, A., Bhaskaran, G., Hyoung-Sig Cho and JoonHeo, (2007). Soil organic carbon appraisal in a semi-evergreen forest, Eastern Ghats of India as a result of degradation – a geospatial study, In Proceedings of the International Symposium on Remote Sensing 2007, Jeju, Korea, Oct 31 – Nov 2 2007, pp 98 – 100.

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8. Jung-Bin Lee, Sung Hoon Kim, Jayakumar, S. and JoonHeo (2007). Timber age estimation of commercial timberland in Tennessee, USA using remotely sensed data, In Proceedings of the International Symposium on Remote Sensing 2007, Jeju, Korea, Oct 31 – Nov 2 2007, pp 449 – 451.

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9. Jayakumar, S.,Samy, I,A. and John Britto, S., (2000).  Identification of Sensitive Forest Region prone to Degradation Using Remote Sensing and GIS. Proceedings of the ISRS Symposium on Spatial Technologies for Natural Hazards Management organized by Indian Institute of Technology, Kanpur, India, November 21 – 22, 2000, pp. 441-448.

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