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Articles

Unmanned aerial vehicle-based remote sensing in monitoring smallholder, heterogeneous crop fields in Tanzania

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Pages 5453-5471 | Received 11 Oct 2017, Accepted 15 Mar 2018, Published online: 02 Apr 2018

References

  • Bareth, G., J. Bendig, N. Tilly, D. Hoffmeister, H. Aasen, and A. Bolten. 2016. “A Comparison of UAV- and TLS-derived Plant Height for Crop Monitoring: Using Polygon Grids for the Analysis of Crop Surface Models (CSMS).” Photogrammetrie - Fernerkundung - Geoinformation 2016 (2): 85–94. doi:10.1127/pfg/2016/0289.
  • Bauer, P. J., K. C. Stone, J. G. Andrae, W. J. Busscher, J. A. Millen, E. E. Strickland, and D. E. Evans. 2015. “Water Deficit and Nitrogen Fertilizer Effects on NDVI of “Tifton 85” Bermuda Grass During Regrowth.” Applied Engineering in Agriculture 31 (1): 97–102. doi:10.13031/aea.31.10731.
  • Bernard, G. M., A. Edward, E. A. Cloutis, and P. Mann. 2017. “Leaf Reflectance and Transmission Properties (350–2500 Nm): Implications for Vegetation Indices.” Journal of near Infrared Spectroscopy 25 (2): 138–144. doi:10.1177/0967033516686043.
  • Blaes, X., G. Chomé, M.-J. Lambert, P. S. Traoré, A. G. T. Schut, and P. Defourny. 2016. “Quantifying Fertilizer Application Response Variability with VHR Satellite NDVI Time Series in a Rainfed Smallholder Cropping System of Mali.” Remote Sensing 8 (6): 531. doi:10.3390/rs8060531.
  • Boegh, E., R. Houborg, J. Bienkowski, C. F. Braban, T. Dalgaard, N. V. Dijk, U. Dragosits, et al. 2013. “Remote Sensing of LAI, Chlorophyll and Leaf Nitrogen Pools of Crop and Grasslands in Five European Landscapes.” Biogeosciences 10 (10): 6279–6307. doi:10.5194/bg-10-6279-2013.
  • Burke, M., and D. B. Lobell. 2017. “Satellite-Based Assessment of Yield Variation and Its Determinants in Smallholder African Systems.” PNAS 114 (9): 2189–2194. doi:10.1073/pnas.1616919114.
  • Candiago, S., F. Remondino, M. De Giglio, M. Dubbini, and M. Gattelli. 2015. “Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images.” Remote Sensing 7 (4): 4026–4047. doi:10.3390/rs70404026.
  • Confalonieri, R., C. Francone, and M. Foi. 2014. “The PocketLAI smartphone app: An alternative method for Leaf area index estimation”. In The 7th International Congress of the International Environmental Modeling and Software Society Proceedings, edited by Ames, D. P., N. W. T. Quinn, and A. E. Rizzoli. San Diego, CA: Inrenational Environmental Modeling and Software. Accessed on 12 July 2016. www.iemss.org/society/index.php/iemss-2014-proceedings.
  • Din, M., W. Zheng, M. Rashid, S. Wang, and Z. Shi. 2017. “Evaluating Hyperspectral Vegetation Indices for Leaf Area Index Estimation of Oryza sativa L. At Diverse Phenological Stages.” Frontiers in Plant Science. doi:10.3389/fpls.2017.00820.
  • Economic Commission for Africa 2011. “Enhancing the Effectiveness of Food Security Information Systems in SADC.” Issues Paper. https://www.uneca.org/sites/default/files/PublicationFiles/enhancing-the-effectiveness-of-food-security-information-systems-in-sadc_issues-paper.pdf.
  • Emel, J., J. Plisinski, and J. Rogan. 2014. “Monitoring Geomorphic and Hydrologic Change at Mine Sites Using Satellite Imagery: The Geita Gold Mine in Tanzania.” Applied Geography 54: 243–249. doi:10.1016/j.apgeog.2014.07.009.
  • Food and Agriculture Organization of the United Nations. 2000. Handbook for Defining and Setting up a Food Security Information and Early Warning System (FSIEWS). Rome: FAO.
  • Gamon, J. A., C. B. Field, M. L. Goulden, K. L. Griffin, A. E. Hartley, G. Joel, J. Penuelas, and R. Valentin. 1995. “Relationships between NDVI, Canopy Structure, and Photosynthesis in Three Californian Vegetation Types.” Ecological Applications 5 (1): 28–41. doi:10.2307/1942049.
  • Gitelson, A. A. 2004. “Wide Dynamic Range Vegetation Index for Remote Quantification of Biophysical Characteristics of Vegetation.” Journal of Plant Physiology 161: 165–173. doi:10.1078/0176-1617-01176.
  • Gitelson, A. A., A. Vina, V. Ciganda, D. C. Rundquist, and T. J. Arkebauer. 2005. “Remote Estimation of Canopy Chlorophyll Content in Crops.” Geophysical Research Letters 32 (8). doi:10.1029/2005GL022688.
  • Guyot, G. 1990. “Optical Properties of Vegetation Canopies.” In Applications of Remote Sensing in Agriculture, edited by M. D. Steven and J. A. Clarck, 19–43. London: Butterworths.
  • Han, W., L. Zhou, S. Jia, B. Yang, W. Ren, and K. Ren. 2013. “UAV Remote Sensing Image Fusion Based on POS System.” Remote Sensing Information 28 (3): 80–84.
  • Inglada, J., M. Arias, B. Tardy, O. Hagolle, S. Valero, D. Morin, G. Dedieu, et al. 2015. “Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery.” Remote Sensing 7 (9): 12356–12379. doi:10.3390/rs70912356.
  • Kuria, D., G. Menz, S. Misana, E. Mwita, H. Thamm, M. Alvarez, N. Mogha, M. Becker, and H. Oyieke. 2014. “Seasonal Vegetation Changes in the Malinda Wetland Using Bi-Temporal, Multi-Sensor, Very High Resolution Remote Sensing Data Sets.” Advances in Remote Sensing 3: 33–48. doi:10.4236/ars.2014.31004.
  • Lancashire, P. D., H. Bleiholder, T. V. D. Boom, P. Langelüddeke, R. Stauss, E. Weber, and A. Witzenberger. 1991. “A Uniform Decimal Code for Growth Stages of Crops and Weeds.” Annals of Applied Biology 119: 561–601. doi:10.1111/j.1744-7348.1991.tb04895.x.
  • Matese, A., P. Toscano, S. F. Di Gennaro, L. Genesio, F. P. Vaccari, J. Primicerio, C. Belli, A. Zaldei, R. Bianconi, and B. Gioli. 2015. “Intercomparison of UAV, Aircraft and Satellite Remote Sensing Platforms for Precision Viticulture.” Remote Sensing 7 (3): 2971–2990. doi:10.3390/rs70302971.
  • Msanya, B. M., A. K. Kaaya, S. Araki, H. Otsuka, and G. I. Nyadzi. 2003. “Pedological Characteristics, General Fertility and Classification of Some Benchmark Soils of Morogoro District, Tanzania.” African Journal of Science and Technology 4 (2): 101–112. doi:10.4314/ajst.v4i2.15309.
  • Mutanga, O., and A. K. Skidmore. 2004. “Narrow Band Vegetation Indices Overcome the Saturation Problem in Biomass Estimation.” International Journal of Remote Sensing 25 (19): 3999–4014. doi:10.1080/01431160310001654923.
  • Nguy-Robertson, A., Y. Peng, T. Arkebauer, D. Scoby, J. Schepers, and A. Gitelson. 2015. “Using a Simple Leaf Colour Chart to Estimate Leaf and Canopy Chlorophyll a Content in Maize (Zea Mays).” Communications in Soil Science and Plant Analysis 46 (21): 2734–2745. doi:10.1080/00103624.2015.1093639.
  • Pulwarty, R. S., and M. V. K. Sivakumar. 2014. “Information Systems in a Changing Climate: Early Warnings and Drought Risk Management.” Weather and Climate Extremes 3: 14–21. doi:10.1016/j.wace.2014.03.005.
  • Rokhmana, C. A. 2015. “The Potential of UAV-based Remote Sensing for Supporting Precision Agriculture in Indonesia.” Procedia Environmental Sciences 24: 245–253. doi:10.1016/j.proenv.2015.03.032.
  • Rouse, J. W., R. H. Haas, J. A. Schell, and D. W. Deering. 1974. “Monitoring Vegetation Systems in the Great Plains with ERTS.” In Third Earth Resources Technology Satellite-1 Symposium, Vol. 1: Technical Presentations, edited by S. C. Freden, E. P. Mercanti, and M. Becker. Washington, DC: National Aeronautics and Space Administration.
  • Schlemmer, M., A. Gitelson, J. Schepers, R. Ferguson, Y. Peng, J. Shanahan, and D. Rundquist. 2013. “Remote Estimation of Nitrogen and Chlorophyll Contents in Maize at Leaf and Canopy Levels.” International Journal of Applied Earth Observation and Geoinformation 25: 47–54. doi:10.1016/j.jag.2013.04.003.
  • Sibley, M. A., P. Grassini, E. N. Thomas, G. K. Cassman, and B. D. Lobell. 2014. “Testing Remote Sensing Approaches for Assessing Yield Variability among Maize Fields.” Agronomy Journal 106: 24–32. doi:10.2134/agronj2013.0314.
  • Tadesse, M. A., B. A. Shiferaw, and O. Erenstein. 2015. “Weather Index Insurance for Managing Drought Risk in Smallholder Agriculture: Lessons and Policy Implications for Sub-Saharan Africa.” Agricultural and Food Economics 3: 26. doi:10.1186/s40100-015-0044-3.
  • Tucker, C. J. 1979. “Red and Photographic Infrared Linear Combinations for Monitoring Vegetation.” Remote Sensing of Environment 8: 127–150. doi:10.1016/0034-4257(79)90013-0.
  • Vanlauwe, B., D. Coyne, J. Gockowski, S. Hauser, J. Huising, C. Masso, G. Nziguheba, M. Schut, and P. Van Asten. 2014. “Sustainable Intensification and the African Smallholder Farmer.” Current Opinion in Environmental Sustainability 8: 15–22. doi:10.1016/j.cosust.2014.06.001.
  • Verhulst, N., R. Cox, and B. Govaerts. 2013. “Yield and Yield Components: A Practical Guide for Comparing Crop Management Practices.” International Maize and Wheat Improvement Center (CIMMYT). http://libcatalog.cimmyt.org/download/cim/98391.pdf
  • Viña, A., and A. A. Gitelson. 2005. “New Developments in the Remote Estimation of the Fraction of Absorbed Photosynthetically Active Radiation in Crops.” Geophysical Research Letters 32 (17). doi:10.1029/2005GL023647.
  • Viña, A., A. A. Gitelson, L. A. Nguy-Robertson, and Y. Peng. 2011. “Comparison of Different Vegetation Indices for the Remote Assessment of Green Leaf Area Index of Crops.” Journal Remote Sensing of Environment 115: 3468–3478. doi:10.1016/j.rse.2011.08.010.
  • Wang, R., K. Cherkauer, and L. Bowling. 2016. “Corn Response to Climate Stress Detected with Satellite-Based NDVI Time Series.” Remote Sensing 8 (4): 269. doi:10.3390/rs8040269.
  • Wasige, J. E., T. A. Groen, E. Smalling, and V. Jetten. 2013. “Monitoring Basin-Scale Land Cover Changes in Kagera Basin of Lake Victoria Using Ancillary Data and Remote Sensing.” International Journal of Applied Earth Observation and Geoinformation 21: 32–42. doi:10.1016/j.jag.2012.08.005.
  • Yin, X., A. H. C. M. Schapendonk, M. J. Kropff, M. van Oijen, and P. S. Binraban. 2000. “A Generic Equation for Nitrogen-Limited Leaf Area Index and Its Application in Crop Growth Models for Predicting Leaf Senescence.” Annals of Botany 85: 579–585. doi:10.1006/anbo.1999.1104.

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