基本信息:
- 专利标题： A METHOD AND A SYSTEM FOR APPLYING MACHINE LEARNING TO AN APPLICATION
- 申请号：PCT/EP2018/084140 申请日：2018-12-10
- 公开(公告)号：WO2020098962A1 公开(公告)日：2020-05-22
- 发明人： CLEVER, Debora , DAI, Fan , DIX, Marcel , KLÖPPER, Benjamin , KOTRIWALA, Arzam Muzaffar , RODRIGUEZ, Pablo
- 申请人： ABB SCHWEIZ AG
- 申请人地址： Brown Boveri Strasse 6 5400 Baden CH
- 专利权人： ABB SCHWEIZ AG
- 当前专利权人： ABB SCHWEIZ AG
- 当前专利权人地址： Brown Boveri Strasse 6 5400 Baden CH
- 代理机构： MAIWALD PATENTANWALTS- UND RECHTSANWALTSGESELLSCHAFT MBH
- 优先权： EPPCT/EP2018/081037 20181113
- 主分类号： G05B13/02
- IPC分类号： G05B13/02 ; G05B17/02 ; B25J9/16 ; G06N3/00
摘要：
A method for applying machine learning, in particular state based machine learning, to an application, comprising the steps: a) Generating a candidate policy (P) by a learner (20); b) Executing a program (80) in at least one simulated application (51, 52) based on a set of candidate parameters (PC1, PC2) provided based on the candidate policy (P) and a state (S) of the simulated application (51, 52), the execution of the program providing interim results (R1, R2) of tested sets of candidate parameters (PC1, PC2) based on a measured performance information of the execution of the program (80); c) Collecting a predetermined number of interim results (R1, R2) and providing an end result (R) based on a combination of the candidate parameters (PC) and/or the state (S) with the measured performances information by a trainer (30); and d) Generating a new candidate policy (P) by the learner (20) based on the end result (R).
IPC结构图谱:
| G | 物理 |
| --G05 | 控制；调节 |
| ----G05B | 一般的控制或调节系统；这种系统的功能单元；用于这种系统或单元的监视或测试装置 |
| ------G05B13/00 | 自适应控制系统，即系统按照一些预定的准则自动调整自己使之具有最佳性能的系统 |
| --------G05B13/02 | .电的 |