Invention Grant
US07958062B2 Method and system of creating health operating envelope for dynamic systems by unsupervised learning of a sequence of discrete event codes
有权
通过离散事件代码序列的无监督学习,为动态系统创建健康操作包络的方法和系统
- Patent Title: Method and system of creating health operating envelope for dynamic systems by unsupervised learning of a sequence of discrete event codes
- Patent Title (中): 通过离散事件代码序列的无监督学习,为动态系统创建健康操作包络的方法和系统
-
Application No.: US11755898Application Date: 2007-05-31
-
Publication No.: US07958062B2Publication Date: 2011-06-07
- Inventor: Weizhong Yan , Anil Varma , Piero Patrone Bonissone
- Applicant: Weizhong Yan , Anil Varma , Piero Patrone Bonissone
- Applicant Address: US MD Bethesda
- Assignee: Lockheed Martin Corporation
- Current Assignee: Lockheed Martin Corporation
- Current Assignee Address: US MD Bethesda
- Agency: Bracewell & Giuliani LLP
- Main IPC: G06N5/00
- IPC: G06N5/00

Abstract:
A method and system for creating healthy operating envelope from only data samples obtained during normal operation/behavior of dynamic systems is provided. This method determines healthy operating envelope by clustering a stream of discrete event code sequences from the underlying system under normal operation condition only. The method is unsupervised, that is, requiring no prior knowledge of event code patterns corresponding to different operation conditions. Such created envelope can be used for fault detection and health monitoring of dynamic systems.
Public/Granted literature
Information query
IPC分类:
G | 物理 |
G06 | 计算;推算或计数 |
G06N | 基于特定计算模型的计算机系统 |
G06N5/00 | 利用基于知识的模式的计算机系统 |