Empirical documentation and spatial systems engineering logs across championship golf facilities. Covering TDR dielectric soil calibration, sub-meter CAD topology conversion, Red-Edge drone NDVI, and autonomous irrigation reasoning.
Transitioned zkshizen Technology from private field trials to public production at zkshizen.com. Deployed our live interactive WebGIS showcase pairing sub-meter CAD boundaries with real-time agronomy telemetry.
Integrating generative reasoning with mathematical soil water balance models. How zkshizen translates evapotranspiration (ET0) and dielectric moisture feedback into automated valve run-times.
Field calibration of TDR dielectric sensors across variable sand-capped golf greens. Resolving organic matter interference and setting true field capacity thresholds.
Eliminating false-positive stress indicators caused by morning dew and mowing grain. Calibrating Red-Edge vegetative indices to pinpoint fungal pathogens 48 hours before visual necrosis.
Solving coordinate reference systems (CRS) translation from local construction plans to web-native spatial primitives. Polygon snapping, green/collar topology, and sub-meter precision.
Observing 18 championship greens under extreme tropical rainfall and heat index. Formulating the initial thesis: moving superintendents from reactive firefighting to predictive telemetry.