Company Filing History:
Years Active: 2023-2025
Title: Innovations by John A. McEntire
Introduction
John A. McEntire is a notable inventor based in Park City, UT (US). He has made significant contributions to the field of soil science and agricultural technology. With a total of 5 patents, McEntire's work focuses on optimizing soil sampling and predicting soil chemistry for improved agricultural practices.
Latest Patents
One of McEntire's latest patents is titled "Optimal sampling with soil stratification." This innovative system and method determine optimal sampling parameters by gathering soil data from a source associated with a soil organic carbon (SOC) project area. The crop prediction engine identifies when the soil data is less than optimal but sufficient to generate an optimal sampling plan. The method employs a Monte Carlo simulation to create an empirical sampling distribution. The optimal sampling plan is defined by a margin of error, which allows for deviations from predictive analyses of measured soil chemistry across multiple collected soil samples. This plan aims to achieve the lowest sampling density while including one or more sampling locations.
Another significant patent is "Estimating soil chemistry at different crop field locations." This system and method interpolate soil chemistry variables across various plots of land. It utilizes a first interpolation training model that incorporates a machine learning model receiving soil composition information. A distance field training model generates spatial predictors applied to the machine learning model, prioritizing spatial smoothing over accuracy. Additionally, a second interpolation training model is employed, which includes a distance weighting training model that emphasizes interpolated soil composition information closer to the point of interpolation. This model prioritizes accuracy over spatial smoothing, allowing the crop prediction engine to estimate soil chemistry values effectively.
Career Highlights
John A. McEntire is currently associated with Arva Intelligence Corp., where he continues to innovate in the field of soil science. His work has garnered attention for its practical applications in agriculture, particularly in enhancing crop yield through better soil management.
Collaborations
McEntire collaborates with notable colleagues, including Thomas A. Dye and Elijah Benjamin Hoffman. Their combined expertise contributes to the advancement of agricultural technologies and soil science.
Conclusion
John A. McEntire's contributions to soil science and agricultural technology through his innovative patents demonstrate his commitment to improving agricultural practices. His work continues to influence the field positively, paving the way for future advancements.