CPC G06Q 20/22 (2013.01) [G06Q 40/08 (2013.01)] | 20 Claims |
1. A method to measure or calculate the restoration or resilience from a quantifiable pollution, quantifiable water, air or soil quality or quantity event, or quantifiable loss or damage; or to measure or calculate a prevention or reduction of either a quantifiable damage, a quantifiable loss, a likelihood of quantifiable damage or a predetermined quantifiable damage associated with a mitigation or improvement from a real-world event for a land, watershed or airshed comprising:
automatically detecting and measuring, using one or more episodic sensors, including acute or chronic event detectors in the land, watershed or airshed, a condition of the land, watershed or airshed comprising one or more of a quantifiable air, water, or soil quality or quantity change from the mitigation or improvement;
housing data regarding predicted loss or damage on one or more digital storage databases, the data comprising one or more respective real-world events or detecting attainment, partial attainment or non-attainment of mitigation or improvement to reduce or prevent loss or damage;
analyzing performance of the mitigation or improvement for the land, watershed or airshed by analyzing the data from the one or more episodic sensors and the data regarding the one or more real world events, the analysis comprising the detecting and attainment, partial attainment or non-attainment of loss or damage prevention or loss or damage reduction for the land, watershed or airshed, the analysis occurring by evaluating data or by means of one or more of machine learning, artificial intelligence, stochastic modeling, and deterministic modelling;
upon modeling or occurrence of the one or more real-world events, informing the attainment, partial attainment or non-attainment of the loss or damage reduction or loss or damage prevention of the mitigation or improvement,
wherein the one or more episodic sensors is fixed, probe mounted, fixed on a satellite, or mounted to an airborne, floating or submarine drone;
wherein a mitigation or improvement project associated with such one or more real world events include a program, a structure, an infrastructure, a device, a machine, a tool, an equipment, or any physical, chemical, biological intervention for air or water pollution reduction or flood, wind, or earthquake management;
wherein the one or more episodic sensors are configured to detect the occurrence of the one or more real-world events or to model whether the mitigation or improvement performs adequately or inadequately to prevent damage or the reduction of damage; and
wherein the one or more real world events is:
a flow, chlorophyll, water clarity or other water quality, water quantity, wind speed, wind velocity, air quality, soil quality target, earthquake, flood, power outage, storm, hurricane, automobile accident, or heat wave.
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