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    MACHINE LEARNING CLASSIFICATION OR SCORING OF CLEANING OUTCOMES IN CLEANING MACHINES
    1.
    发明申请
    MACHINE LEARNING CLASSIFICATION OR SCORING OF CLEANING OUTCOMES IN CLEANING MACHINES 有权

    公开(公告)号：US20220095879A1

    公开(公告)日：2022-03-31

    申请号：US17193314

    申请日：2021-03-05

    申请人： Ecolab USA Inc.

    发明人： Alissa R. Ellingson

    IPC分类号： A47L15/00

    摘要： An automated cleaning machine includes a trained cleaning outcome classifier that automatically classifies or scores cleaning outcomes for a cleaning machine using machine learning techniques. The cleaning outcome classifier may be trained on training data comprising a plurality of training inputs and a known output for each of the plurality of training inputs. Each of the plurality of training inputs may include one or more cleaning process parameters corresponding to a cleaning process executed by a cleaning machine executed during a training phase. The known output for each training input may include a cleaning outcome classification or score. The cleaning outcome of a novel cleaning process may then be classified or scored with the trained cleaning outcome classifier based on one or more cleaning process parameters corresponding to the novel cleaning process.

    CHEMICAL PRODUCT DISPENSING USING A FLUID DRIVE AND RETURN HOME INTERFACE
    3.
    发明申请
    CHEMICAL PRODUCT DISPENSING USING A FLUID DRIVE AND RETURN HOME INTERFACE 审中-公开

    公开(公告)号：US20200002151A1

    公开(公告)日：2020-01-02

    申请号：US16453582

    申请日：2019-06-26

    申请人： Ecolab USA Inc.

    发明人： Paul R. Kraus ,  Eric A. Dean ,  Brock S. Mueggenborg ,  Alissa R. Ellingson

    IPC分类号： B67D3/00

    摘要： A fluid-driven chemical product dispensing system dispenses fluid chemical product concentrates. The dispensing system includes a fluid drive unit powered by flow of a fluid, such as a diluent, and a pump which delivers the fluid chemical product concentrate from a supply to a destination. Upon exit from the fluid drive unit, the diluent is also delivered to the destination, where it mixes with the dispensed fluid chemical product concentrate to form a use solution. The dilution ratio of the volume of fluid chemical product concentrate dispensed per unit time versus the volume of diluent exiting the drive unit per unit time is constant over a defined range of diluent flow rates.