IDEAS home Printed from https://ideas.repec.org/a/eee/agisys/v201y2022ics0308521x22000981.html
   My bibliography  Save this article

Towards automation of in-season crop type mapping using spatiotemporal crop information and remote sensing data

Author

Listed:
  • Zhang, Chen
  • Di, Liping
  • Lin, Li
  • Li, Hui
  • Guo, Liying
  • Yang, Zhengwei
  • Yu, Eugene G.
  • Di, Yahui
  • Yang, Anna

Abstract

Mapping crop types from satellite images is a promising application in agricultural systems. However, it is a challenge to automate in-season crop type mapping over a large area because of the insufficiency of ground truth and issues of scalability, reusability, and accessibility of the classification model. This study introduces a framework for automatic crop type mapping using spatiotemporal crop information and Sentinel-2 data based on Google Earth Engine (GEE). The main advantage of the framework is using the trusted pixels extracted from the historical Cropland Data Layer (CDL) to replace ground truth and label training samples in satellite images.

Suggested Citation

  • Zhang, Chen & Di, Liping & Lin, Li & Li, Hui & Guo, Liying & Yang, Zhengwei & Yu, Eugene G. & Di, Yahui & Yang, Anna, 2022. "Towards automation of in-season crop type mapping using spatiotemporal crop information and remote sensing data," Agricultural Systems, Elsevier, vol. 201(C).
    • Handle: RePEc:eee:agisys:v:201:y:2022:i:c:s0308521x22000981
    DOI: 10.1016/j.agsy.2022.103462
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308521X22000981
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.agsy.2022.103462?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. Rembold, Felix & Meroni, Michele & Urbano, Ferdinando & Csak, Gabor & Kerdiles, Hervé & Perez-Hoyos, Ana & Lemoine, Guido & Leo, Olivier & Negre, Thierry, 2019. "ASAP: A new global early warning system to detect anomaly hot spots of agricultural production for food security analysis," Agricultural Systems, Elsevier, vol. 168(C), pages 247-257.
    2. Nowak, Benjamin & Michaud, Audrey & Marliac, Gaëlle, 2022. "Assessment of the diversity of crop rotations based on network analysis indicators," Agricultural Systems, Elsevier, vol. 199(C).
    3. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    4. Verdouw, Cor & Tekinerdogan, Bedir & Beulens, Adrie & Wolfert, Sjaak, 2021. "Digital twins in smart farming," Agricultural Systems, Elsevier, vol. 189(C).
    5. Filippi, Patrick & Whelan, Brett M. & Vervoort, R. Willem & Bishop, Thomas F.A., 2020. "Mid-season empirical cotton yield forecasts at fine resolutions using large yield mapping datasets and diverse spatial covariates," Agricultural Systems, Elsevier, vol. 184(C).
    6. Wieme, Rachel A. & Carpenter-Boggs, Lynne A. & Crowder, David W. & Murphy, Kevin M. & Reganold, John P., 2020. "Agronomic and economic performance of organic forage, quinoa, and grain crop rotations in the Palouse region of the Pacific Northwest, USA," Agricultural Systems, Elsevier, vol. 177(C).
    7. Peltonen-Sainio, Pirjo & Jauhiainen, Lauri, 2019. "Unexploited potential to diversify monotonous crop sequencing at high latitudes," Agricultural Systems, Elsevier, vol. 174(C), pages 73-82.
    8. Piedelobo, Laura & Hernández-López, David & Ballesteros, Rocío & Chakhar, Amal & Del Pozo, Susana & González-Aguilera, Diego & Moreno, Miguel A., 2019. "Scalable pixel-based crop classification combining Sentinel-2 and Landsat-8 data time series: Case study of the Duero river basin," Agricultural Systems, Elsevier, vol. 171(C), pages 36-50.
    9. Brown, Jesslyn F. & Pervez, Md Shahriar, 2014. "Merging remote sensing data and national agricultural statistics to model change in irrigated agriculture," Agricultural Systems, Elsevier, vol. 127(C), pages 28-40.
    10. Osinga, Sjoukje A. & Paudel, Dilli & Mouzakitis, Spiros A. & Athanasiadis, Ioannis N., 2022. "Big data in agriculture: Between opportunity and solution," Agricultural Systems, Elsevier, vol. 195(C).
    11. Sietz, Diana & Conradt, Tobias & Krysanova, Valentina & Hattermann, Fred F. & Wechsung, Frank, 2021. "The Crop Generator: Implementing crop rotations to effectively advance eco-hydrological modelling," Agricultural Systems, Elsevier, vol. 193(C).
    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. Baccar, Mariem & Raynal, Hélène & Sekhar, Muddu & Bergez, Jacques-Eric & Willaume, Magali & Casel, Pierre & Giriraj, P. & Murthy, Sanjeeva & Ruiz, Laurent, 2023. "Dynamics of crop category choices reveal strategies and tactics used by smallholder farmers in India to cope with unreliable water availability," Agricultural Systems, Elsevier, vol. 211(C).
    2. Jing Tang & Xiaoyong Zhang & Zhengchao Chen & Yongqing Bai, 2022. "Crop Identification and Analysis in Typical Cultivated Areas of Inner Mongolia with Single-Phase Sentinel-2 Images," Sustainability, MDPI, vol. 14(19), pages 1-16, October.

    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. Paulina Schiappacasse & Bernhard Müller & Le Thuy Linh, 2019. "Towards Responsible Aggregate Mining in Vietnam," Resources, MDPI, vol. 8(3), pages 1-15, August.
    2. Pina Puntillo, 2023. "Circular economy business models: Towards achieving sustainable development goals in the waste management sector—Empirical evidence and theoretical implications," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(2), pages 941-954, March.
    3. Jeroen Ooge & Katrien Verbert, 2022. "Visually Explaining Uncertain Price Predictions in Agrifood: A User-Centred Case-Study," Agriculture, MDPI, vol. 12(7), pages 1-25, July.
    4. Schlör, Holger & Venghaus, Sandra & Hake, Jürgen-Friedrich, 2018. "The FEW-Nexus city index – Measuring urban resilience," Applied Energy, Elsevier, vol. 210(C), pages 382-392.
    5. Jean-Louis Combes & Alexandru Minea & Pegdéwendé Nestor Sawadogo, 2019. "Assessing the effects of combating illicit financial flows on domestic tax revenue mobilization in developing countries," CERDI Working papers halshs-02019073, HAL.
    6. Tsega Y. Melesse & Chiara Franciosi & Valentina Di Pasquale & Stefano Riemma, 2023. "Analyzing the Implementation of Digital Twins in the Agri-Food Supply Chain," Logistics, MDPI, vol. 7(2), pages 1-17, June.
    7. Nelson, Ewan & Warren, Peter, 2020. "UK transport decoupling: On track for clean growth in transport?," Transport Policy, Elsevier, vol. 90(C), pages 39-51.
    8. Ibrahim Ari & Muammer Koc, 2018. "Sustainable Financing for Sustainable Development: Understanding the Interrelations between Public Investment and Sovereign Debt," Sustainability, MDPI, vol. 10(11), pages 1-25, October.
    9. R. Ebrahimi & S. Choobchian & H. Farhadian & I. Goli & E. Farmandeh & H. Azadi, 2022. "Investigating the effect of vocational education and training on rural women’s empowerment," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-11, December.
    10. Benjamin Nölting & Bettina König & Anne B. Zimmermann & Antonietta Di Giulio & Martina Schäfer & Flurina Schneider, 2022. "Dealing with the COVID-19 pandemic: an opportunity to reflect on sustainability research," NachhaltigkeitsManagementForum | Sustainability Management Forum, Springer, vol. 30(1), pages 11-27, December.
    11. Rashmi Jaipal, 2017. "Psychology at the Crossroads," Psychology and Developing Societies, , vol. 29(2), pages 125-159, September.
    12. Bárbara Galleli & Elder Semprebon & Joyce Aparecida Ramos dos Santos & Noah Emanuel Brito Teles & Mateus Santos de Freitas-Martins & Raquel Teodoro da Silva Onevetch, 2021. "Institutional Pressures, Sustainable Development Goals and COVID-19: How Are Organisations Engaging?," Sustainability, MDPI, vol. 13(21), pages 1-21, November.
    13. Sagarika Dey & Priyanka Devi, 2019. "Impact of TVET on Labour Market Outcomes and Women’s Empowerment in Rural Areas: A Case Study from Cachar District, Assam," Indian Journal of Human Development, , vol. 13(3), pages 357-371, December.
    14. Rostami-Tabar, Bahman & Ali, Mohammad M. & Hong, Tao & Hyndman, Rob J. & Porter, Michael D. & Syntetos, Aris, 2022. "Forecasting for social good," International Journal of Forecasting, Elsevier, vol. 38(3), pages 1245-1257.
    15. Maria Sassi, 2020. "A SEM Approach to the Direct and Indirect Links between WaSH Services and Access to Food in Countries in Protracted Crises: The Case of Western Bahr-el-Ghazal State, South Sudan," Sustainability, MDPI, vol. 12(22), pages 1-13, November.
    16. Christina Tsouti & Christina Papadaskalopoulou & Angeliki Konsta & Panagiotis Andrikopoulos & Margarita Panagiotopoulou & Sofia Papadaki & Christos Boukouvalas & Magdalini Krokida & Katerina Valta, 2023. "Investigating the Environmental Benefits of Novel Films for the Packaging of Fresh Tomatoes Enriched with Antimicrobial and Antioxidant Compounds through Life Cycle Assessment," Sustainability, MDPI, vol. 15(10), pages 1-22, May.
    17. Olga Stepanova & Magdalena Romanov, 2021. "Urban Planning as a Strategy to Implement Social Sustainability Policy Goals? The Case of Temporary Housing for Immigrants in Gothenburg, Sweden," Sustainability, MDPI, vol. 13(4), pages 1-17, February.
    18. Hsing-Hsiang Huang & Michael R. Moore, 2018. "Farming under Weather Risk: Adaptation, Moral Hazard, and Selection on Moral Hazard," NBER Chapters, in: Agricultural Productivity and Producer Behavior, pages 77-124, National Bureau of Economic Research, Inc.
    19. Alberto Bertossi & Stefania Troiano & Francesco Marangon, 2022. "Where is sustainability? An assessment of vending products," RIVISTA DI STUDI SULLA SOSTENIBILITA', FrancoAngeli Editore, vol. 0(1), pages 155-180.
    20. Michel, Hanno, 2020. "From local to global: The role of knowledge, transfer, and capacity building for successful energy transitions," Discussion Papers, Research Group Digital Mobility and Social Differentiation SP III 2020-603, WZB Berlin Social Science Center.

    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:eee:agisys:v:201:y:2022:i:c:s0308521x22000981. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/agsy .

    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.