Rapid Deep Learning-Based Flood Losses/Risk Prediction Tool, Methods of Making and Uses Thereof

    公开(公告)号:US20250060512A1

    公开(公告)日:2025-02-20

    申请号:US18807318

    申请日:2024-08-16

    Abstract: In some cases, flood risk quantification computing systems and methods are computationally intensive and in some cases are inaccurate. A flood risk computing system and method are provided that quantifies a flood vulnerability within a specified area of interest, irrespective of flood event characteristics; estimates and maps a flood hazard probability; integrates the flood vulnerability and the flood hazard probability to quantify a flood risk; and develops a rapid flood risk software tool, stored in the memory, to directly quantify flood risk characteristics using deep learning. The rapid flood risk took using a plurality of hierarchical deep neural networks.

    Data processing system for generating weather reports and related methods

    公开(公告)号:US12216241B2

    公开(公告)日:2025-02-04

    申请号:US17938691

    申请日:2022-10-07

    Inventor: Robert L. Wright

    Abstract: A data processing system is for producing a weather report. The data processing system may include external weather event databases, each external weather event database having a different weather event data set, and a server in communication with the external weather event databases. The server may be configured to import the different weather event data sets from the external weather event databases, perform a filtering process on the different weather event data sets from the external weather event databases, and generate the weather report based upon the filtered different weather event data sets from the external weather event databases and a geolocation.

    Using mobile data to improve weather information

    公开(公告)号:US12189083B2

    公开(公告)日:2025-01-07

    申请号:US17938147

    申请日:2022-10-05

    Applicant: GOOGLE LLC

    Inventor: William B. Gail

    Abstract: A system for using mobile data to improve weather information is provided. The system includes a weather prediction station configured to receive stationary observation data provided by a plurality of stationary weather stations along with data from a plurality of input weather models and generate unified weather model estimates based on the stationary observation data, the input weather model data, and a processor. The processor is configured to aggregate mobile observation data provided by a plurality of non-stationary sensors and use the aggregated mobile observation data to adjust the weather model estimates.

    Home utility management system
    4.
    发明授权

    公开(公告)号:US12182887B2

    公开(公告)日:2024-12-31

    申请号:US17442250

    申请日:2020-03-25

    Abstract: A utility management system and method including a water collection apparatus; a water storage apparatus in fluid communication with the water collection apparatus; a water storage quantity sensor; one or more water usage sensors; an energy generation apparatus; an energy storage apparatus coupled to the energy generation apparatus; an energy storage quantity sensor; one or more energy usage sensors; a processor with one or more channels to receive at least weather forecast data, water usage data, and energy usage data, and one or more channels to send at least a request for weather forecast data, wherein the processor is coupled to the one or more water usage sensors and energy usage sensors, and wherein the processor is programmed to use the received data to project water collection, water storage, energy generation, and energy storage and to formulate recommendations for water and energy usage; a control interface; and a data display.

    METHOD AND DEVICE FOR PREDICTING A WEATHER CONDITION ON A ROAD NETWORK

    公开(公告)号:US20240426630A1

    公开(公告)日:2024-12-26

    申请号:US18824332

    申请日:2024-09-04

    Abstract: A method for predicting a weather condition at a particular location in a road network extending over at least one weather area divided into a plurality of weather cells, the method including steps of obtaining, from a weather forecast provider, a first data item relating to a general weather forecast for the weather area, and receiving, from a first vehicle travelling in a first weather cell, a second data item relating to an alteration of a weather condition detected by at least one sensor of the vehicle. The prediction method is remarkable in that it further includes steps of predicting a probability of a weather condition for at least one target weather cell by applying a prediction model associated with the target cell to at least the first data item and the second data item, and of transmitting the predicted weather condition to at least one second vehicle.

    PROACTIVE RECOMMENDATION METHOD FOR EFFICIENTLY PERFORMING ROAD CONSTRUCTION PROJECTS IN RESPONSE TO FORECASTED WEATHER EVENTS

    公开(公告)号:US20240420059A1

    公开(公告)日:2024-12-19

    申请号:US18334252

    申请日:2023-06-13

    Applicant: Pavewise, Inc.

    Inventor: Bryce Wuori

    Abstract: A computer implemented method, implemented on a computing device for modifying one or more productivity variables associated with a road construction project in response to forecasted weather events includes receiving, a particular geographic location subject of a road construction project; receiving weather forecast data for the particular geographic location; parsing the received weather forecast data to determine a predicted weather condition change; determining the impact of the predicted weather condition change on one or more productivity variables associated with the road construction project; modifying the one or more productivity variables associated with the road construction project to address the impact of the received weather forecast data; generating one or more notifications specifying the one or more modified productivity variables associated with the road construction project and communicating the one or more notifications.

    Integrated Weather Projection Systems, Methods, and Apparatuses

    公开(公告)号:US20240402387A1

    公开(公告)日:2024-12-05

    申请号:US18535462

    申请日:2023-12-11

    Inventor: Le JIANG

    Abstract: The systems, methods, and apparatuses described herein provide integrated weather forecast products designed to assist operations managers with operational decision-making related to a designated event or set of events. The present disclosure provides a way to process weather data from various sources and in diverse data formats containing varying spatial resolutions and temporal resolutions, in order to generate an integrated and cohesive weather projection product such that the weather projection product is continuous in both. spatial and temporal domains, subject to data availability, relative to a designated event or set of events.

    MULTI-DIMENSIONAL FEATURE IDENTIFICATION METHOD AND SYSTEM OF DISASTER-CAUSING CYCLONES

    公开(公告)号:US20240393499A1

    公开(公告)日:2024-11-28

    申请号:US18668265

    申请日:2024-05-20

    Abstract: A multi-dimensional feature identification method of a disaster-causing cyclone includes: determining a disaster-causing range based on a path of the disaster-causing cyclone, dividing the disaster-causing range into multiple grid points, obtaining meteorological data including wind speeds and rainfall amounts of the grid points within the disaster-causing range; determining, based on historical typhoon data, disaster-causing thresholds including a wind speed disaster-causing threshold and a rainfall disaster-causing threshold for the meteorological data; constructing a multi-dimensional feature database for disaster-causing events; and performing multi-dimensional feature identification on the disaster-causing cyclone based on the multi-dimensional feature database for disaster-causing events. The method can identify features of the disaster-causing cyclone at each moment and in multiple dimensions, which provides technical support for further accurate evaluation of socio-economic exposure and vulnerability of the disaster-causing cyclone.

    WATER VAPOR OBSERVATION METHOD
    10.
    发明申请

    公开(公告)号:US20240393264A1

    公开(公告)日:2024-11-28

    申请号:US18657969

    申请日:2024-05-08

    Inventor: Michihiko YUSA

    Abstract: A water vapor observation apparatus includes: a determining unit that determines whether or not to use a GNSS (Global Navigation Satellite System) signal received by a receiving apparatus mounted on a mobile object and receiving the GNSS signal for estimation of precipitable water in accordance with a positional relation between the receiving apparatus and a GNSS satellite transmitting the GNSS signal at time of reception of the GNSS signal by the receiving apparatus; and an estimating unit that estimates precipitable water representing a water vapor content in atmosphere based on the GNSS signal received by the receiving apparatus or discards the estimated precipitable water in accordance with a result of the determining.

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