AI-based modeling and data-driven evaluation for smart farming-oriented big data architecture using IoT with energy harvesting capabilities

An Enhanced Automation Analysis for Structural Algorithm in Agro-Industries Using IoT

“…Without proper internet connections and reliable digital equipment, the reliability of these systems could be compromised, leading to a reduced yield and potential financial losses. The automated agriculture technology has been an incredible advancement for many aspects of the agricultural industry; there are some significant problems that also accompany its use [12]. The use of automated machinery in farming has resulted in an increase in soil erosion and disruption of the natural environment.…”

Micro energy harvesting for IoT platform: Review analysis toward future research opportunities

“… Generated power is low and depends upon sun light availability Solar-power charged supercapacitor as energy source for LPWAN IoT device Energy efficient system [ 157 ] Energy management in IoT devices Wireless abundant energy harvesting A switching strategy is adopted with which the sensor nodes perform task with low power consumption Transmission of sensors collected data with low power. Balance between the network performance and life time of the IoT network Efficiently reduces the network transmission delay with low power consumption [ 158 ] AI based energy harvesting Bio fuel cells energy harvesting Addressed primary technological challenges, including a process for ensuring data quality, a way to model the farm's data using business logic, and a comparison of machine learning algorithms. Processing small files without affecting the performance of the calculation in a large data environment.…”

Harvesting the Future: AI and IoT in Agriculture

“…It's transforming how farmers interact with their crops and livestock, leading to optimized resource use and improved crop and livestock quality. These technologies, once considered futuristic, are rapidly becoming indispensable tools for modern farmers [1][2][3]. IoT networks, with their web of interconnected sensors and devices, are revolutionizing the way farming operations are monitored and managed.…”