An agricultural data collection system may include a plurality of self-powered agricultural data collection devices disposed across an agricultural area. The agricultural data collection system may also include a plurality of self-powered agricultural output devices that control the distribution of one or more agricultural resources across at least a portion of the agricultural area. The plurality of self-powered agricultural data collection devices and the plurality of self-powered agricultural output devices may communicate wirelessly to selectively implement an agricultural management method that uses data collected by the self-powered agricultural data collection devices to provide agricultural resources where needed within localized agricultural areas within a larger agricultural area. At times, the agricultural management method may include an adaptive method that employs machine learning principles to optimize agricultural production within the agricultural area.
