agriculture4 papersavg year 2026weak evidence

Manual monitoring and maintenance of agricultural fields

Research gap analysis derived from 4 agriculture papers in our local library.

The gap

Manual monitoring and maintenance of agricultural fields. Inefficient irrigation systems. Limited access to real-time environmental data.

Evidence profile

Sourced from the stated research gap and stated challenges of the source papers, classified as general, spanning 4 journals.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 5 representative gaps

  • AI Based Automated Fertilizer Dispenser System (2026) · International Research Journal on Advanced Engineering Hub (IRJAEH) · doi

    The lack of accessible precision agricultural tools for farmers. The need for a cost-effective and automated fertilizer dispenser system.

    generalstated research gap
    Keywords: lack accessible precision agricultural tools farmers need cost-effective
  • NDVI-Based Machine Learning System for Precision Agriculture (2026) · DMPedia Lecture Notes in Computer Science & Engineering · doi

    Traditional methods of managing land are no longer effective, and there is a need for tools built on live data. There is a need for a scalable and sustainable solution for precision agriculture.

    generalstated research gapevidence 5/5
    Keywords: traditional methods managing land longer effective there need
  • IOT BASED SMART AGRICULTURE MONITORING AND IRRIGATION SYSTEM (2026) · INTERNATIONAL JOURNAL OF AGRICULTURAL SCIENCE AND TECHNOLOGY · doi

    The need for a cost-effective and efficient solution for precision agriculture. The need for a system that can enable real-time monitoring and automated irrigation. The need for a system that can improve irrigation efficiency and optimize water utilization.

    generalstated research gapevidence 5/5
    Keywords: need cost-effective efficient solution precision agriculture system enable
  • IoT-Driven Smart Crop Health Monitoring and Advisory System (2026) · International Journal for Research in Applied Science and Engineering Technology · doi

    The lack of integration of data-driven solutions in Indian agriculture.- The need for a system that provides real-time monitoring and decision-making for farmers.

    generalstated research gapevidence 5/5
    Keywords: lack integration data-driven solutions indian agriculture need system
  • IOT BASED SMART AGRICULTURE MONITORING AND IRRIGATION SYSTEM (2026) · INTERNATIONAL JOURNAL OF AGRICULTURAL SCIENCE AND TECHNOLOGY · doi

    Manual monitoring and maintenance of agricultural fields. Inefficient irrigation systems. Limited access to real-time environmental data.

    generalstated challengesevidence 4/5
    Keywords: manual monitoring maintenance agricultural fields inefficient irrigation systems

Questions about this gap

Manual monitoring and maintenance of agricultural fields. Inefficient irrigation systems. Limited access to real-time environmental data. This is supported by 5 representative gap statements extracted from 4 papers, rated weak evidence.

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