IDEAS home Printed from https://ideas.repec.org/a/spr/endesu/v16y2014i6p1209-1222.html
   My bibliography  Save this article

Sensitivity analysis assessment of remotely based vegetation indices to improve water resources management

Author

Listed:
  • Mohamed Elhag

Abstract

Normalized Difference Vegetation Index (NDVI) is estimated from Landsat 8 sensor acquired in June 2013 to drive four different water-related indices calculated as NDVI derivatives. Different vegetation indices (VIs) have been extracted exclusively in estimation of different VIs: Leaf Area Index, Water Supply Vegetation Index, Crop Water Shortage Index, and Drought Severity Index in addition to estimation of daily evapotranspiration (ET). Sensitivity analysis assesses the contributions of the inputs to the total uncertainty in the analysis outcomes. Vegetation indices are complex and intercepted, therefore the interceptions of the five different vegetation indices are considered in the current study. A comparative analysis of Gaussian process emulators for performing global sensitivity analysis was used to conduct a variance-based sensitivity analysis to identify which uncertain inputs are driving the output uncertainty. The results showed that the interconnections between different VIs vary, but the extent of the features sensitivity is uncertain. Findings from the current work conducted are anticipated to contribute decisively toward an inclusive VIs assessment of its overall verification. Daily ET is the less sensitive and more certain index followed by Drought Vegetation Index. Copyright Springer Science+Business Media Dordrecht 2014

Suggested Citation

  • Mohamed Elhag, 2014. "Sensitivity analysis assessment of remotely based vegetation indices to improve water resources management," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 16(6), pages 1209-1222, December.
    • Handle: RePEc:spr:endesu:v:16:y:2014:i:6:p:1209-1222
    DOI: 10.1007/s10668-014-9522-0
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s10668-014-9522-0
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s10668-014-9522-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gregory, Robin & Wellman, Katharine, 2001. "Bringing stakeholder values into environmental policy choices: a community-based estuary case study," Ecological Economics, Elsevier, vol. 39(1), pages 37-52, October.
    2. Mohamed Elhag & Aris Psilovikos & Ioannis Manakos & Kostas Perakis, 2011. "Application of the Sebs Water Balance Model in Estimating Daily Evapotranspiration and Evaporative Fraction from Remote Sensing Data Over the Nile Delta," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 25(11), pages 2731-2742, September.
    3. Bouman, B. A. M. & Tuong, T. P., 2001. "Field water management to save water and increase its productivity in irrigated lowland rice," Agricultural Water Management, Elsevier, vol. 49(1), pages 11-30, July.
    4. Petropoulos, G. & Wooster, M.J. & Carlson, T.N. & Kennedy, M.C. & Scholze, M., 2009. "A global Bayesian sensitivity analysis of the 1d SimSphere soil–vegetation–atmospheric transfer (SVAT) model using Gaussian model emulation," Ecological Modelling, Elsevier, vol. 220(19), pages 2427-2440.
    5. Mohamed Elhag & Aris Psilovikos & Maria Sakellariou-Makrantonaki, 2013. "Land use changes and its impacts on water resources in Nile Delta region using remote sensing techniques," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 15(5), pages 1189-1204, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sadhan Malik & Subodh Chandra Pal & Biswajit Das & Rabin Chakrabortty, 2020. "Assessment of vegetation status of Sali River basin, a tributary of Damodar River in Bankura District, West Bengal, using satellite data," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(6), pages 5651-5685, August.
    2. Riska Ayu Purnamasari & Tofael Ahamed & Ryozo Noguchi, 2019. "Land suitability assessment for cassava production in Indonesia using GIS, remote sensing and multi-criteria analysis," Asia-Pacific Journal of Regional Science, Springer, vol. 3(1), pages 1-32, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Brinkhoff, James & Houborg, Rasmus & Dunn, Brian W., 2022. "Rice ponding date detection in Australia using Sentinel-2 and Planet Fusion imagery," Agricultural Water Management, Elsevier, vol. 273(C).
    2. Kriti Poudel & Ram Hari Timilsina & Anish Bhattarai, 2020. "Effect Of Crop Establishment Methods On Yield Of Spring Rice At Khairahani, Chitwan, Nepal," Big Data In Agriculture (BDA), Zibeline International Publishing, vol. 3(1), pages 6-11, November.
    3. Manel Ben Hassen & Federica Monaco & Arianna Facchi & Marco Romani & Giampiero Valè & Guido Sali, 2017. "Economic Performance of Traditional and Modern Rice Varieties under Different Water Management Systems," Sustainability, MDPI, vol. 9(3), pages 1-10, February.
    4. Ehsan Moradi & Jesús Rodrigo-Comino & Enric Terol & Gaspar Mora-Navarro & Alexandre Marco da Silva & Ioannis N. Daliakopoulos & Hassan Khosravi & Manuel Pulido Fernández & Artemi Cerdà, 2020. "Quantifying Soil Compaction in Persimmon Orchards Using ISUM (Improved Stock Unearthing Method) and Core Sampling Methods," Agriculture, MDPI, vol. 10(7), pages 1-18, July.
    5. Senthilkumar, K. & Bindraban, P.S. & Thiyagarajan, T.M. & de Ridder, N. & Giller, K.E., 2008. "Modified rice cultivation in Tamil Nadu, India: Yield gains and farmers' (lack of) acceptance," Agricultural Systems, Elsevier, vol. 98(2), pages 82-94, September.
    6. Cao, Jingjing & Tan, Junwei & Cui, Yuanlai & Luo, Yufeng, 2019. "Irrigation scheduling of paddy rice using short-term weather forecast data," Agricultural Water Management, Elsevier, vol. 213(C), pages 714-723.
    7. Alhaj Hamoud, Yousef & Guo, Xiangping & Wang, Zhenchang & Shaghaleh, Hiba & Chen, Sheng & Hassan, Alfadil & Bakour, Ahmad, 2019. "Effects of irrigation regime and soil clay content and their interaction on the biological yield, nitrogen uptake and nitrogen-use efficiency of rice grown in southern China," Agricultural Water Management, Elsevier, vol. 213(C), pages 934-946.
    8. Choudhury, B.U. & Singh, Anil Kumar & Pradhan, S., 2013. "Estimation of crop coefficients of dry-seeded irrigated rice–wheat rotation on raised beds by field water balance method in the Indo-Gangetic plains, India," Agricultural Water Management, Elsevier, vol. 123(C), pages 20-31.
    9. Liang, Kaiming & Zhong, Xuhua & Huang, Nongrong & Lampayan, Rubenito M. & Pan, Junfeng & Tian, Ka & Liu, Yanzhuo, 2016. "Grain yield, water productivity and CH4 emission of irrigated rice in response to water management in south China," Agricultural Water Management, Elsevier, vol. 163(C), pages 319-331.
    10. Cameron A. MacKenzie & Kristy A. Bryden & Anna A. Prisacari, 2020. "Integrating narratives into decision making for complex systems engineering design issues," Systems Engineering, John Wiley & Sons, vol. 23(1), pages 65-81, January.
    11. Dasgupta, Pragna & Das, Bhabani S. & Sen, Soumitra K., 2015. "Soil water potential and recoverable water stress in drought tolerant and susceptible rice varieties," Agricultural Water Management, Elsevier, vol. 152(C), pages 110-118.
    12. Abokersh, Mohamed Hany & Vallès, Manel & Cabeza, Luisa F. & Boer, Dieter, 2020. "A framework for the optimal integration of solar assisted district heating in different urban sized communities: A robust machine learning approach incorporating global sensitivity analysis," Applied Energy, Elsevier, vol. 267(C).
    13. Luis Santos Pereira, 2017. "Water, Agriculture and Food: Challenges and Issues," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 31(10), pages 2985-2999, August.
    14. Alberto, Ma. Carmelita R. & Quilty, James R. & Buresh, Roland J. & Wassmann, Reiner & Haidar, Sam & Correa, Teodoro Q. & Sandro, Joseph M., 2014. "Actual evapotranspiration and dual crop coefficients for dry-seeded rice and hybrid maize grown with overhead sprinkler irrigation," Agricultural Water Management, Elsevier, vol. 136(C), pages 1-12.
    15. Hellegers, Petra J.G.J. & Rodgers, Charles, 2005. "Water pricing and valuation in Indonesia: case study of the Brantas River Basin," EPTD discussion papers 141, International Food Policy Research Institute (IFPRI).
    16. Duxbury, Jane & Dickinson, Sarah, 2007. "Principles for sustainable governance of the coastal zone: In the context of coastal disasters," Ecological Economics, Elsevier, vol. 63(2-3), pages 319-330, August.
    17. Lo, Alex Y. & Spash, Clive L., 2011. "Articulation of Plural Values in Deliberative Monetary Valuation: Beyond Preference Economisation and Moralisation," MPRA Paper 30002, University Library of Munich, Germany.
    18. Hamidreza Qane'ei Kenarsari & Narges Banaeian & Mahdi Khani, 2024. "Selecting a sustainable array of machinery by integrating analytic hierarchy process with gray relational analysis," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 34(2), pages 109-119.
    19. Bouman, B.A.M. & Peng, S. & Castaneda, A.R. & Visperas, R.M., 2005. "Yield and water use of irrigated tropical aerobic rice systems," Agricultural Water Management, Elsevier, vol. 74(2), pages 87-105, June.
    20. Hafeez, Mohsin & Bundschuh, Jochen & Mushtaq, Shahbaz, 2014. "Exploring synergies and tradeoffs: Energy, water, and economic implications of water reuse in rice-based irrigation systems," Applied Energy, Elsevier, vol. 114(C), pages 889-900.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:endesu:v:16:y:2014:i:6:p:1209-1222. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.