System and method for forecasting impact of climate change
OwnerChristian Klose, Shelly Kloseinventors
Life of this patent
Estimating the term…
Abstract
A system and method designed to assess the future socio-economic impacts of weather events relative to variable climatic conditions is described. The techniques described include a complex data aggregation process pulling data from a heterogeneous set of sources and formats. The aggregation is followed by translating, pruning and pre-processing image data. A neural network is then trained on the pre-processed image data. The trained neural network is then designed to provide an output relative to a prompt, including estimations of economic impacts of peril severity and frequency; estimations on impact of future settlement, and probabilistic layers of future climate events.
Claims20
A method for predictive climate based analytics, comprising:
- aggregating climate event data images, climate model images and environmental data images;
- normalizing the climate event data images, climate model images and environmental data images with an equal geolocation value and resolution value;
- pre-processing the climate event data images, climate model images and environmental data images;
- training a machine learning model with the pre-processed climate event data images, climate model images and environmental data images;
- generating relationship information gleaned from the machine learning model trained with the pre-processed climate event data images, climate model images and environmental data images;
- and
- producing a visual representation of a predictive climate event based on the relationship information gleaned from the machine learning model.
A system for predictive climate based analytics, the system comprising:
- a processor;
- and
- a memory comprising instructions that, when executed, cause the processor to:
- aggregate climate event data images, climate model images and environmental data images;
- normalize the climate event data images, climate model images and environmental data images with an equal geolocation value and resolution value;
- pre-process the climate event data images, climate model images and environmental data images;
- train a machine learning model with the pre-processed climate event data images, climate model images and environmental data images;
- generate relationship information gleaned from the machine learning model trained with the pre-processed climate event data images, climate model images and environmental data images;
- and
- produce a visual representation of a predictive climate event based on the relationship information gleaned from the machine learning model.
Dependencies are inferred from the claim text.