公开(公告)号：US11300603B2

公开(公告)日：2022-04-12

申请号：US17178521

申请日：2021-02-18

Applicant: ABB Schweiz AG

Inventor： Jiayang Ruan ,  Niya Chen ,  Rongrong Yu ,  Kai Hencken ,  Joerg Lehmann

IPC: G01R31/12

Abstract: A method and system for condition monitoring electrical equipment includes detecting partial discharge impulses generated in the electrical equipment for at least one power cycle; obtaining first data representing the detected partial discharge impulses for the at least one power cycle; obtaining second data by phase-resolving the first data; obtaining third data by regularizing the second data; analyzing the third data into a first component and at least one second component; obtaining phase information of the first component; shifting the first component and the at least one second component in consideration of the obtained phase information; and generating a signal indicating a health state of the electrical equipment by comparing the shifted first and second components of the third data with their counterparts associated with an unhealthy electrical equipment.

公开(公告)号：US12255033B2

公开(公告)日：2025-03-18

申请号：US16521976

申请日：2019-07-25

Applicant: ABB Schweiz AG

Inventor： Niya Chen ,  Xin Zhang ,  Jiayang Ruan ,  Rongrong Yu

IPC: H01H71/04 ,  G01R31/327

Abstract: A method for monitoring a circuit breaker and an apparatus and an internet of things using the same. The method includes: obtaining a first data set representing force applied to a fixed point of an element of an actuating mechanism of the circuit breaker in present operation cycle, judging a health condition of the circuit breaker in consideration of normal operating condition related parameters of the element according to a history profile when the circuit breaker operated normally and current operating condition related parameters of the element in the present operation cycle extracted from the force represented by the first data set, and generating a signal indicating the health condition of the actuating mechanism of the circuit breaker. The force applied to the fixed point of the actuating mechanism of the circuit breaker, which corresponds to a health condition of mechanical parts of the circuit breaker as a whole, is selected as an indicator for condition monitoring of the mechanical parts of the circuit breaker. The operating condition related parameters derived from the measurements of the force are considered giving a relatively high accurate judgement of the whole mechanical parts of the circuit breaker.

公开(公告)号：US20170074250A1

公开(公告)日：2017-03-16

申请号：US15359976

申请日：2016-11-23

Applicant: ABB Schweiz AG

Inventor： Rongrong Yu ,  Niya Chen ,  Yao Chen

IPC: F03D17/00 ,  G06N99/00

CPC classification number: F03D17/00 ,  F05B2260/80 ,  F05B2260/83 ,  F05B2260/84 ,  G06N99/005

Abstract: The present application includes wind turbine condition monitoring method and system. The method comprises: acquiring historical SCADA data, and wind turbine reports corresponding to the historical SCADA data; training an overall model for overall diagnosing the wind turbine, and training different individual models for analyzing different components of the wind turbine based on the historical SCADA data and the corresponding wind turbine report, by establishing relationship between the historical SCADA data and the wind turbine report; acquiring real time SCADA data, inputting the real time SCADA data to the trained overall model, obtaining the health condition of the wind turbine from the trained overall model, and performing individual diagnosing step if the trained overall model determines wind turbine as defective status; inputting the real time SCADA data to the trained individual model corresponding to the defective component, and obtaining the fault details of the defective component from the trained individual model corresponding to the defective component.

Abstract translation: 本申请包括风力发电机状况监测方法和系统。 该方法包括：获取与历史SCADA数据相对应的历史SCADA数据和风力发电机报告; 培训风力发电机整体诊断总体模型，并根据历史SCADA数据和相应的风力发电机报告，通过建立历史SCADA数据与风力发电机报告之间的关系，对不同的风力发电机组件进行不同的模型分析 ; 获取实时SCADA数据，将实时SCADA数据输入到经过训练的总体模型，从训练有素的整体模型中获取风力涡轮机的健康状况，并且如果训练有素的整体模型将风力涡轮机确定为缺陷状态，则执行个体诊断步骤; 将实时SCADA数据输入到与故障部件相对应的经过训练的单独模型，并且从与缺陷部件对应的经过训练的单独模型中获得缺陷部件的故障细节。

公开(公告)号：US11867763B2

公开(公告)日：2024-01-09

申请号：US17136116

申请日：2020-12-29

Applicant: ABB Schweiz AG

Inventor： Jiayang Ruan ,  Niya Chen ,  Rongrong Yu

IPC: G01R31/327

CPC classification number: G01R31/3275

Abstract: A method and system for monitoring condition of a fleet of circuit breakers includes: measuring at least one type of operating condition related signal for the respective circuit breakers during their operation; obtaining a set of feature data representing the respective measurements of operating condition related signal; performing cluster analysis of the set of feature data based on a similarity threshold; and generating a signal indicating the condition of the fleet of circuit breakers based on the resulting cluster number. Rather than comparing the data representing the measurements of operating condition related signal to a reference model built on CB's normal data, the method includes applying cluster analysis of the set of feature data representing the respective measurements of operating condition related signal. The method does not need a reference “normal” database for comparison.

公开(公告)号：US10288043B2

公开(公告)日：2019-05-14

申请号：US15359976

申请日：2016-11-23

Applicant: ABB Schweiz AG

Inventor： Rongrong Yu ,  Niya Chen ,  Yao Chen

IPC: F03D17/00 ,  G06N99/00

Abstract: The present application includes wind turbine condition monitoring method and system. The method includes: acquiring historical SCADA data, and wind turbine reports corresponding to the historical SCADA data; training an overall model for overall diagnosing the wind turbine, and training different individual models for analyzing different components of the wind turbine based on the historical SCADA data and the corresponding wind turbine report, by establishing relationship between the historical SCADA data and the wind turbine report; acquiring real time SCADA data, inputting the real time SCADA data to the trained overall model, obtaining the health condition of the wind turbine from the trained overall model, and performing individual diagnosing step if the trained overall model determines wind turbine as defective status; inputting the real time SCADA data to the trained individual model corresponding to the defective component, and obtaining the fault details of the defective component from the trained individual model corresponding to the defective component.

公开(公告)号：US11168669B2

公开(公告)日：2021-11-09

申请号：US16737982

申请日：2020-01-09

Applicant: ABB Schweiz AG

Inventor： Rongrong Yu ,  Niya Chen ,  Hailian Xie ,  Jiayang Ruan ,  Antti Vinko

IPC: F03D9/00 ,  H02P9/04 ,  F03D17/00 ,  F03D7/04 ,  F03D7/02

Abstract: A method for wind converter management, first and second data associated with a group of first measurements and a second measurement of the wind converter may be collected respectively. An association between the group of first measurements and the second measurement of the wind converter may be obtained. A condition of the wind converter may be determined based on a comparison of the collected first and second data and the obtained association. Also, the apparatuses, systems, computer readable media and IoT systems for wind converter management.

公开(公告)号：US20210199707A1

公开(公告)日：2021-07-01

申请号：US17178521

申请日：2021-02-18

Applicant: ABB Schweiz AG

Inventor： Jiayang Ruan ,  Niya Chen ,  Rongrong Yu ,  Kai Hencken ,  Joerg Lehmann

IPC: G01R31/12

Abstract: A method and system for condition monitoring electrical equipment includes detecting partial discharge impulses generated in the electrical equipment for at least one power cycle; obtaining first data representing the detected partial discharge impulses for the at least one power cycle; obtaining second data by phase-resolving the first data; obtaining third data by regularizing the second data; analyzing the third data into a first component and at least one second component; obtaining phase information of the first component; shifting the first component and the at least one second component in consideration of the obtained phase information; and generating a signal indicating a health state of the electrical equipment by comparing the shifted first and second components of the third data with their counterparts associated with an unhealthy electrical equipment.

公开(公告)号：US20210116504A1

公开(公告)日：2021-04-22

申请号：US17136116

申请日：2020-12-29

Applicant: ABB Schweiz AG

Inventor： Jiayang Ruan ,  Niya Chen ,  Rongrong Yu

IPC: G01R31/327

Abstract: It provides a method for monitoring condition of a fleet of circuit breakers and a system and an internet of things using the same. The method includes: (a) measuring at least one type of operating condition related signal for the respective circuit breakers during their operation; (b) obtaining a set of feature data representing the respective measurements of operating condition related signal; (c) performing cluster analysis of the set of feature data based on a similarity threshold; and (d) generating a signal indicating the condition of the fleet of circuit breakers based on the cluster number resulted from the step (c). Rather than comparing the data representing the measurements of operating condition related signal to a reference model built on CB's normal data, the embodiment according to present invention applies cluster analysis of the set of feature data representing the respective measurements of operating condition related signal. The method does not need a reference “normal” database for comparison.

公开(公告)号：US20220018707A1

公开(公告)日：2022-01-20

申请号：US17299358

申请日：2018-12-24

Applicant: ABB Schweiz AG

Inventor： Niya Chen ,  Jiayang Ruan

IPC: G01H1/06 ,  G01R31/327

Abstract: Methods for monitoring a circuit breaker include detecting at least one operation of a circuit breaker to obtain at least one vibration signal of the circuit breaker. Each vibration signal is represented as one-dimensional data of a vibration amplitude over time during the operation of the circuit breaker. The vibration signal is transformed to two-dimensional frequency-time data. The transformed frequency-time data is compared with benchmark data characterizing the at least one operation of the circuit breaker. A health condition is determined of the circuit breaker at least in part based on the comparison. Both the frequency component and the time component in the detected test vibration signals are considered in condition determination of the circuit breaker. The condition can be determined with high accuracy.

公开(公告)号：US20200271095A1

公开(公告)日：2020-08-27

申请号：US15930760

申请日：2020-05-13

Applicant: ABB Schweiz AG

Inventor： Rongrong Yu ,  Niya Chen ,  Hailian Xie ,  Jiayang Ruan ,  Olli Alkkiomaki

IPC: F03D7/04 ,  G05B17/02 ,  F03D7/02

Abstract: A method for wind converter management, data of a first set of measurements may be collected from respective wind converters in a group of wind converters. Data distributions for the respective wind converters may be obtained based on the collected data. A condition of a first wind converter in the group of wind converters may be determined based on the obtained data distributions.