Narrow band based and broadband derived vegetation indices using Sentinel-2 Imagery to estimate vegetation biomass

Publish Year: 1398
نوع سند: مقاله ژورنالی
زبان: English
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شناسه ملی سند علمی:

JR_GJESM-6-1_008

تاریخ نمایه سازی: 21 آبان 1398

Abstract:

Forest’s ecosystem is one of the most important carbon sink of the terrestrial ecosystem. Remote sensing technology provides robust techniques to estimate biomass and solve challenges in forest resource assessment. The present study explored the potential of Sentinel-2 bands to estimate biomass and comparatively analyzed of red-edge band based and broadband derived vegetation indices. Broadband indices include normalized difference vegetation index, modified simple ratio and atmospherically resistant VI. Whereas, red-edge band indices include two red-edge normalized difference vegetation index and sentinel-2 red-edge position. Results showed that red-edge band derived spectral indices have performed better than the Broadband indices. The coefficient of correlation for normalized difference vegetation index, modified simple ratio and atmospherically resistant-VI was 0.51, 0.44 and 0.31 respectively, On the other hand, red-edge band indices showed higher correlation of R2 0.62, 0.64 and 0.55, respectively. Similarly, in stepwise regression red-edge normalized difference vegetation index (using band 6) was selected in final model (as overall R2 of the model was 0.60) while all other indices were removed because they have non-significant relationship with the biomass. Accuracy assessment shown the red-edge index has highest R2 (0.64) and least error of (31.29 t/ha) and therefore the study concluded that narrowband indices performed better to estimate biomass and thus final model contained only red-edge index to predict biomass over the study area. The study suggests that more in-depth research should be conducted to explore further properties of red-edge indices for vegetation parameters prediction.

Keywords:

Red-edge (RE) , Red-edge normalized difference vegetation index (RENDVI) , Sentien-2 , Sentinel-2 red-edge position (S2REP)

Authors

A.B. Imran

Department of Forestry and Range Management, PMAS Arid Agriculture University, Rawalpindi, Pakistan

K. Khan

Institute of Environmental Science and Engineering, National University of Science and Technology, Pakistan

N. Ali

Department of Forestry and Wildlife Management, University of Haripur, Pakistan

N. Ahmad

Ministry of Forestry, Environment and Wildlife, Khyber Pukhtunkhwa, Pakistan

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  • Adan, M.S. (2017). Integrating Sentinel-2A derived indices and terrestrial laser ...
  • Adam, E.; Mutanga, O.; Rugege, D., (2010). Multispectral and hyperspectral ...
  • Ahmad, A.; Mirza, S. N.; Nizami, S.M., (2014). Assessment of ...
  • Ali, A.; Ullah, S.; Bushra, S.; Ahmad, N.; Ali, A.; ...
  • Asadzadeh, S.; de Souza Filho, C.R., (2016). Investigating the capability ...
  • Calvão, T.; Palmeirim, J.M., (2011). A comparative evaluation of spectral ...
  • Chang, J.;  Shoshany, M., (2016). Red-edge ratio Normalized Vegetation Index ...
  • Chen, J.-C.; Yang, C.-M.; Wu, S.-T.; Chung, Y.-L.; Charles, A. ...
  • Chen, J. M., (1996). Evaluation of vegetation indices and a ...
  • Cho, M.A.; Skidmore, A.K., (2006). A new technique for extracting ...
  • Cho, M.A.; Skidmore, A.K.; Atzberger, C., (2008). Towards red-edge positions ...
  • Chrysafis, I.; Mallinis, G.; Siachalou, S.; Patias, P., (2017). Assessing ...
  • Clevers, J.G.W.; Gitelson, A.A., (2013). Remote estimation of crop and ...
  • Delegido, J.; Verrelst, J.; Meza, C.M.; Rivera, J.P.; Alonso, L.; ...
  • ERRA, (2007). Muzaffarabad Earthquake Reconstruction and Rehabilitation Authority. District Profile. ...
  • Drusch, M.; Del Bello, U.; Carlier, S.; Colin, O.; Fernandez, ...
  • Dusseux, P.; Hubert-Moy, L.; Corpetti, T.; Vertès, F., (2015). Evaluation ...
  • Egbers, R., (2016). Sentinel-2 data processing and identifying glacial features ...
  • Foody, G.M.; Cutler, M.E.; Mcmorrow, J.; Pelz, D.; Tangki, H.; ...
  • Frampton, W.J.; Dash, J.; Watmough, G.; Milton, E.J., (2013). Evaluating ...
  • Fukuda, M.;  Lehara, T.; Matsumoto, M., (2003). Carbon stock estimates ...
  • Gara, T.W.; Murwira, A.; Dube, T.; Sibanda, M.; Rwasoka, D.T.; ...
  • Gascon, F.; Berger, M., (2007). GMES Sentinel-2 mission requirements document. Rapport ...
  • Gholizadeh, A.; Mišurec, J.; Kopačková, V.; Mielke, C.; Rogass, C., ...
  • Heiskanen, J. (2006). Estimating aboveground tree biomass and leaf area ...
  • Huete, A.; Didan, K.; Miura, T.; Rodriguez, E. P.; Gao, ...
  • Kaufman, Y.J.; Tanre, D., (1992). Atmospherically resistant vegetation index (ARVI) ...
  • Karakoç, A.; Karabulut, M., (2019). Ratio-Based vegetation indices for biomass ...
  • Karlson, M.; Ostwald, M.; Reese, H.; Bazié, H.R.; Tankoano, B., ...
  • Kross, A.; McNairn, H.; Lapen, D.; Sunohara, M.; Champagne, C., ...
  • May, A.M.B.; Pinder, J.E.; Kroh, G.C., (2010). A comparison of ...
  • Martins, V.S.; Barbosa, C.C.; de Carvalho, L.A.; Jorge, D.S.; Lobo, ...
  • Mohren, G.M.J.; Hasenauer, H.; Köhl, M.; Nabuurs, G.J., (2012). Forest ...
  • Molto, Q.; Rossi, V.; Blanc, L. (2013). Error propagation in ...
  • Mundava, C.; Helmholtz, P.; Schut, A.G.T.; Stovold, R.; Corner, R., ...
  • Mutanga, O.; Skidmore, A.K., (2004a). Hyperspectral band depth analysis for ...
  • Mutanga, O.; Adam, E.; Cho, M.A., (2012). High density biomass ...
  • Paustian, K.; Ravindranath, N. H.; van Amstel, A. R., (2006). IPCC ...
  • Richter, K.; Hank, T.B.; Vuolo, F.; Mauser, W.; D’Urso, G., ...
  • Louis, J.; Debaecker, V.; Pflug, B.; Main-Knorn, M.; Bieniarz, J.; ...
  • Rouse, J.W.; Haas, R.H.; Schell, J.A.; Deering, D.W., (1973).  Monitoring ...
  • Roy, D.P.; Li, J.; Zhang, H.K.; Yan, L., (2016). Best ...
  • Shaheen, H.; Khan, R. W. A.; Hussain, K.; Ullah, T. ...
  • Schoene, D., (2002). Terminology in assessing and reporting forest carbon ...
  • Slonecker, T.; Haack, B.; Price, S., (2009). Spectroscopic analysis of ...
  • Verrelst, J.; Munoz, J.; Alonso, L.; Delegido, J.; Rivera, J.P.; ...
  • Wang, C.; Feng, M.-C.; Yang, W.-D.; Ding, G.-W.; Sun, H.; ...
  • Wang, J.; Liu, Z.; Yu, H.; Li, F., (2017). Mapping ...
  • Xie, Q.; Dash, J.; Huang, W.; Peng, D.; Qin, Q.; ...
  • Zhao, D.; Huang, L.; Li, J.; Qi, J., (2007). A ...
  • HOW TO CITE THIS ARTICLE: ...
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