Modified crop health monitoring and pesticide spraying system using NDVI and semantic segmentation: An AGROCOPTER based approach

Atharv Tendolkar, Amit Choraria, M. M.Manohara Pai, S. Girisha, Gavin Dsouza, K. S. Adithya

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

The technology in agriculture, can help farmers especially in the time of COVID pandemic, where there is shortage of labor and increasing demand for food. The technology solution can effectively and reliably improve crop yield through automated process and Agrocopter. The Agrocopter, an autonomous drone with modular systems and on-board image processing helps in holistic crop management throughout the farm. Agrocopter comes with targeted crop spraying, nutrient dropping and seed sowing modules, that can work in sync with the process of crop life cycle from sowing till harvesting. The drone with edge computing module performs periodic farm surveillance and plant health analysis using combination of NDVI (Normalized difference vegetation index) and semantic segmentation based classification to take targeted actions. It makes use of filter banks and SVM (Support Vector Machine) classifier algorithm to carry out pixel wise stitched image analysis to compute plant health indices in real time. Being very easy to operate and maintain, it can seamlessly be integrated into the farm systems and work along-side humans. It also has a completely modular design with plug and play architecture. What sets Agrocopter apart is its wide variety of applications, reliability and precision all at an affordable cost. Hence, Agrocopter is the perfect aerial farm assistant for today's farmer.

Original languageEnglish
Title of host publicationICAS 2021 - 2021 IEEE International Conference on Autonomous Systems, Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728172897
DOIs
Publication statusPublished - 11-08-2021
Event2021 IEEE International Conference on Autonomous Systems, ICAS 2021 - Virtual, Montreal, Canada
Duration: 11-08-202113-08-2021

Publication series

NameICAS 2021 - 2021 IEEE International Conference on Autonomous Systems, Proceedings

Conference

Conference2021 IEEE International Conference on Autonomous Systems, ICAS 2021
Country/TerritoryCanada
CityVirtual, Montreal
Period11-08-2113-08-21

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Science Applications
  • Computer Vision and Pattern Recognition
  • Control and Optimization

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