The need for a cost-effective and efficient solution for precision agriculture
Research gap analysis derived from 10 agriculture papers in our local library.
The gap
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 w
Evidence profile
Sourced from the recommendations and stated research gap and limitations section and abstract of the source papers, classified as general, drawn from work published between 2024 and 2026, spanning 7 journals. Those papers have been cited 12 times in total.
Research trend
Established — well-defined area with open sub-problems.
Supporting evidence — 8 representative gaps
- Comparative Statistical Analysis of Major Crop Productivity in Maharashtra (2026) · International Journal of Mathematics And Computer Research · doi
Based on the findings, the following recommendations are suggested: 1. Focus on technology-driven productivity — Adoption of high-yielding seed varieties and mechanization should be expanded. 2. Enhance irrigation infrastructure — Targeted water resource management can reduce yield variability. 3. Promote balanced crop diversification — Encourage both food and cash crops to maintain economic stability.
generalrecommendationsKeywords: based following recommendations focus technology driven productivity adoption high yielding seed varieties mechanization expanded enhance - Effectiveness of the Khamari Mobile App in Enhancing Fertilizer Efficiency, Crop Yield and Economic Returns in Bangladesh (2026) · American Journal of Agricultural Science, Engineering, and Technology · doi
Numerous studies have demonstrated that decision- support systems enhance agricultural productivity by enabling site-specific crop selection, improving fertilizer- use efficiency, reducing production costs and promoting environmentally sustainable farming practices. to are farming redefining applications
generalrecommendationsKeywords: farming numerous decision support systems enhance agricultural productivity enabling site specific crop selection improving fertilizer - 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 5/5Keywords: need cost-effective efficient solution precision agriculture system enable - Emerging insights into silicon-mediated defence systems against insect pests in sugarcane (2026) · Discover Plants · doi
Adoption in commercial farming is limited by several challenges, including acidic, highly weathered soils with frequent rainfall and intensive cropping. Plant uptake is unpredictable, as fertilizer content does not guarantee availability, and responses vary with soil pH, organic matter, and mineral composition.
generallimitations sectionevidence 5/5Keywords: adoption commercial farming limited several challenges including acidic - AI-Driven Crop Rotation Planning System (2026) · International Journal for Research in Applied Science and Engineering Technology · doi
Traditional farming practices often result in soil nutrient depletion, reduced crop productivity, and increased dependence on chemical fertilizers. There is a need for an intelligent and adaptive crop recommendation system for precision agriculture and sustainable farming practices.
generalstated research gapevidence 5/5Keywords: traditional farming practices often result soil nutrient depletion - Bundled Sustainable Agricultural Practice Adoption and Fertilizer-Use Intensity: Agroecological and Household Decision-Making Heterogeneity among Smallholder Maize Farmers in Zambia (2026) · African Quarterly Social Science Review · doi
Sustainable Agricultural Practices are promoted to improve productivity and environmental sustainability in smallholder farming systems, yet evidence remains limited on how bundled SAP adoption shapes fertilizer-use intensity across agroecological and household decision-making contexts.
generalabstractevidence 5/5Keywords: sustainable agricultural practices promoted improve productivity environmental sustainability smallholder farming systems evidence remains limited bundled - Integrating agronomy into the framework of Sustainable Development Goals: a review (2026) · Frontiers in Sustainable Food Systems · cited 2× · doi
Precision agriculture is highly efficient, but its adoption remains limited because it is expensive and requires strong digital connectivity and technical skills, - Agroecological methods are more sustainable, but adoption is limited by weak policies, slow yield responses and market systems that favor input-intensive agriculture, - The success of biofortified crops depends on cultural acceptance, seed availability and regulatory support
generallimitations sectionevidence 5/5Keywords: precision agriculture highly efficient adoption remains limited because - Modeling the growth, yield and N dynamics of wheat for decoding the tillage and nitrogen nexus in 8-years long-term conservation agriculture based maize-wheat system (2024) · Frontiers in Sustainable Food Systems · cited 10× · doi
Agricultural field experiments are costly and time-consuming, limiting their ability to capture spatial and temporal variability. There is a need for accurate estimates of the benefits and risks of alternative crop and nutrient management options for effective decision-making in agriculture.
generalstated research gapevidence 5/5Keywords: agricultural field experiments costly time-consuming limiting ability capture
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