WO2019051645A1 - 一种机器人动态学习方法、系统、机器人以及云端服务器 - Google Patents

一种机器人动态学习方法、系统、机器人以及云端服务器 Download PDF

Info

Publication number
WO2019051645A1
WO2019051645A1 PCT/CN2017/101414 CN2017101414W WO2019051645A1 WO 2019051645 A1 WO2019051645 A1 WO 2019051645A1 CN 2017101414 W CN2017101414 W CN 2017101414W WO 2019051645 A1 WO2019051645 A1 WO 2019051645A1
Authority
WO
WIPO (PCT)
Prior art keywords
rule
module
annotation
robot
new
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Ceased
Application number
PCT/CN2017/101414
Other languages
English (en)
French (fr)
Chinese (zh)
Inventor
张站朝
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Cloudminds Shenzhen Robotics Systems Co Ltd
Original Assignee
Cloudminds Shenzhen Robotics Systems Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Cloudminds Shenzhen Robotics Systems Co Ltd filed Critical Cloudminds Shenzhen Robotics Systems Co Ltd
Priority to EP17925262.2A priority Critical patent/EP3683730A4/en
Priority to CN201780003334.6A priority patent/CN108235697B/zh
Priority to PCT/CN2017/101414 priority patent/WO2019051645A1/zh
Priority to JP2020515011A priority patent/JP7085788B2/ja
Publication of WO2019051645A1 publication Critical patent/WO2019051645A1/zh
Priority to US16/815,840 priority patent/US11580454B2/en
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • G06N5/022Knowledge engineering; Knowledge acquisition
    • G06N5/025Extracting rules from data
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J11/00Manipulators not otherwise provided for
    • B25J11/0005Manipulators having means for high-level communication with users, e.g. speech generator, face recognition means
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Program-control systems
    • G05B19/02Program-control systems electric
    • G05B19/18Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of program data in numerical form
    • G05B19/4155Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of program data in numerical form characterised by program execution, i.e. part program or machine function execution, e.g. selection of a program
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/004Artificial life, i.e. computing arrangements simulating life
    • G06N3/008Artificial life, i.e. computing arrangements simulating life based on physical entities controlled by simulated intelligence so as to replicate intelligent life forms, e.g. based on robots replicating pets or humans in their appearance or behaviour
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • G06N5/022Knowledge engineering; Knowledge acquisition
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/39Robotics, robotics to robotics hand
    • G05B2219/39299Learn forward dynamics

Definitions

  • FIG. 1 is a system schematic diagram of a robot dynamic learning system provided by an embodiment of the present application.
  • robot behavior rules the robot user is responsible for performing the action or task, and the robot acts only as the performer of the person's behavior or action.
  • Each rule of the robot rule base further includes an element, that is, there is a priority distinction, wherein the default or implicit rule priority is generally greater than the behavior rule learned by the robot, for example, the default scene rule priority is greater than the learning rule.
  • the robot rule learning process is:
  • Step 204 When it is confirmed that the newly created annotation has no conflict with the annotation in the annotation library, update the new annotation to the annotation library.
  • the interrogation interaction process includes:
  • the storage medium may be a magnetic disk, an optical disk, a read-only memory (ROM), or a random access memory (RAM).

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Health & Medical Sciences (AREA)
  • Robotics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Mechanical Engineering (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Manufacturing & Machinery (AREA)
  • Automation & Control Theory (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Manipulator (AREA)
PCT/CN2017/101414 2017-09-12 2017-09-12 一种机器人动态学习方法、系统、机器人以及云端服务器 Ceased WO2019051645A1 (zh)

Priority Applications (5)

Application Number Priority Date Filing Date Title
EP17925262.2A EP3683730A4 (en) 2017-09-12 2017-09-12 DYNAMIC ROBOT, ROBOT AND CLOUD SERVER LEARNING PROCESS AND SYSTEM
CN201780003334.6A CN108235697B (zh) 2017-09-12 2017-09-12 一种机器人动态学习方法、系统、机器人以及云端服务器
PCT/CN2017/101414 WO2019051645A1 (zh) 2017-09-12 2017-09-12 一种机器人动态学习方法、系统、机器人以及云端服务器
JP2020515011A JP7085788B2 (ja) 2017-09-12 2017-09-12 ロボットの動的学習方法、システム、ロボット及びクラウドサーバ
US16/815,840 US11580454B2 (en) 2017-09-12 2020-03-11 Dynamic learning method and system for robot, robot and cloud server

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2017/101414 WO2019051645A1 (zh) 2017-09-12 2017-09-12 一种机器人动态学习方法、系统、机器人以及云端服务器

Related Child Applications (1)

Application Number Title Priority Date Filing Date
US16/815,840 Continuation US11580454B2 (en) 2017-09-12 2020-03-11 Dynamic learning method and system for robot, robot and cloud server

Publications (1)

Publication Number Publication Date
WO2019051645A1 true WO2019051645A1 (zh) 2019-03-21

Family

ID=62643307

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2017/101414 Ceased WO2019051645A1 (zh) 2017-09-12 2017-09-12 一种机器人动态学习方法、系统、机器人以及云端服务器

Country Status (5)

Country Link
US (1) US11580454B2 (https=)
EP (1) EP3683730A4 (https=)
JP (1) JP7085788B2 (https=)
CN (1) CN108235697B (https=)
WO (1) WO2019051645A1 (https=)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20200168094A1 (en) * 2017-07-18 2020-05-28 Pioneer Corporation Control device, control method, and program
CN111696209A (zh) * 2020-06-15 2020-09-22 广东红海湾发电有限公司 基于逆向工程的火电机组三维检修培训架构、方法及系统
CN113780560A (zh) * 2021-08-31 2021-12-10 同济大学 一种基于虚拟演示的机器人任务知识自生成系统

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110738304A (zh) * 2018-07-18 2020-01-31 科沃斯机器人股份有限公司 机器模型更新方法、设备及存储介质
CN109693244B (zh) * 2018-12-24 2020-06-12 零犀(北京)科技有限公司 优化对话机器人的方法及装置
CN111376248B (zh) * 2018-12-28 2022-04-15 深圳市优必选科技有限公司 机器人、机器人的决策方法及终端设备
CN110341047B (zh) * 2019-07-10 2021-03-19 广州市建筑集团混凝土有限公司 自动配料系统
JP6900058B2 (ja) * 2019-07-30 2021-07-07 株式会社リビングロボット パーソナルアシスタント制御システム
CN113591888B (zh) * 2020-04-30 2024-09-06 上海禾赛科技有限公司 用于激光雷达的点云数据标注网络系统及标注方法
US11685047B2 (en) 2020-05-21 2023-06-27 Intrinsic Innovation Llc Skill template distribution for robotic demonstration learning
US11679497B2 (en) * 2020-05-21 2023-06-20 Intrinsic Innovation Llc Distributed robotic demonstration learning
CN112668687B (zh) * 2020-12-01 2022-08-26 达闼机器人股份有限公司 云端机器人系统、云服务器、机器人控制模块和机器人
CN112884129B (zh) * 2021-03-10 2023-07-18 中国人民解放军军事科学院国防科技创新研究院 一种基于示教数据的多步规则提取方法、设备及存储介质
TWI825468B (zh) * 2021-08-25 2023-12-11 財團法人資訊工業策進會 導航裝置及方法
CN115193643B (zh) * 2022-03-30 2023-06-23 臻越智能装备(佛山)有限公司 一种基于机器视觉的汽车内饰喷胶设备

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20060155436A1 (en) * 2004-12-14 2006-07-13 Honda Motor Co., Ltd. Route generating system for an autonomous mobile robot
JP2008299135A (ja) * 2007-05-31 2008-12-11 Nec Corp 音声合成装置、音声合成方法、および音声合成用プログラム
CN101354587A (zh) * 2008-09-04 2009-01-28 湖南大学 一种未知环境下移动机器人多行为融合自动导航方法
CN106101621A (zh) * 2016-06-23 2016-11-09 深圳先进技术研究院 一种基于导航机器人的室内街景绘制系统及方法

Family Cites Families (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3682533B2 (ja) * 2002-05-30 2005-08-10 独立行政法人情報通信研究機構 画像識別方法及び画像認識モデル
US7299110B2 (en) * 2004-01-06 2007-11-20 Honda Motor Co., Ltd. Systems and methods for using statistical techniques to reason with noisy data
JP4635486B2 (ja) * 2004-06-29 2011-02-23 ソニー株式会社 概念獲得装置及びその方法、並びにロボット装置及びその行動制御方法
JP5386692B2 (ja) * 2007-08-31 2014-01-15 独立行政法人情報通信研究機構 対話型学習装置
KR20090024423A (ko) * 2007-09-04 2009-03-09 한국전자통신연구원 지능형 시스템의 학습 장치 및 방법
JP2009140348A (ja) * 2007-12-07 2009-06-25 Toyota Motor Corp 行動決定装置、行動学習装置、及びロボット装置
CN101833333B (zh) * 2009-12-23 2011-09-14 湖南大学 水下清洗作业机器人未知环境路径规划方法
US8380349B1 (en) * 2011-05-06 2013-02-19 Google Inc. Methods and systems for providing instructions to a robotic device
US8958912B2 (en) * 2012-06-21 2015-02-17 Rethink Robotics, Inc. Training and operating industrial robots
US9463571B2 (en) * 2013-11-01 2016-10-11 Brian Corporation Apparatus and methods for online training of robots
US9358685B2 (en) * 2014-02-03 2016-06-07 Brain Corporation Apparatus and methods for control of robot actions based on corrective user inputs
JP6053847B2 (ja) * 2014-06-05 2016-12-27 Cocoro Sb株式会社 行動制御システム、システム及びプログラム
US9465796B2 (en) * 2014-12-01 2016-10-11 Symbol Technologies, Llc Apparatus and method for dynamically updating landmarks in a space during execution of natural language instructions
US9704043B2 (en) * 2014-12-16 2017-07-11 Irobot Corporation Systems and methods for capturing images and annotating the captured images with information
US9792531B2 (en) * 2015-09-16 2017-10-17 Siemens Healthcare Gmbh Intelligent multi-scale medical image landmark detection
JP2017130171A (ja) * 2016-01-20 2017-07-27 洋彰 宮崎 ブラックボックスでない人工知能装置
US11301775B2 (en) * 2016-08-29 2022-04-12 Cloudminds Robotics Co., Ltd. Data annotation method and apparatus for enhanced machine learning
CN106547884A (zh) * 2016-11-03 2017-03-29 深圳量旌科技有限公司 一种替身机器人的行为模式学习系统
CN106313079A (zh) 2016-11-05 2017-01-11 杭州畅动智能科技有限公司 机器人人机交互方法及系统

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20060155436A1 (en) * 2004-12-14 2006-07-13 Honda Motor Co., Ltd. Route generating system for an autonomous mobile robot
JP2008299135A (ja) * 2007-05-31 2008-12-11 Nec Corp 音声合成装置、音声合成方法、および音声合成用プログラム
CN101354587A (zh) * 2008-09-04 2009-01-28 湖南大学 一种未知环境下移动机器人多行为融合自动导航方法
CN106101621A (zh) * 2016-06-23 2016-11-09 深圳先进技术研究院 一种基于导航机器人的室内街景绘制系统及方法

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
See also references of EP3683730A4
YU , JINSHAN ET AL.: "Semantic Database Design and Semantic Map Construction of Robots Based on the Cloud", ROBOT, vol. 38, no. 4, 1 July 2016 (2016-07-01), pages 410 - 419, XP055678998, DOI: 10.13973/j.cnki.robot.2016.0410 *

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20200168094A1 (en) * 2017-07-18 2020-05-28 Pioneer Corporation Control device, control method, and program
CN111696209A (zh) * 2020-06-15 2020-09-22 广东红海湾发电有限公司 基于逆向工程的火电机组三维检修培训架构、方法及系统
CN111696209B (zh) * 2020-06-15 2023-05-26 广东红海湾发电有限公司 基于逆向工程的火电机组三维检修培训架构、方法及系统
CN113780560A (zh) * 2021-08-31 2021-12-10 同济大学 一种基于虚拟演示的机器人任务知识自生成系统
CN113780560B (zh) * 2021-08-31 2024-02-27 同济大学 一种基于虚拟演示的机器人任务知识自生成系统

Also Published As

Publication number Publication date
JP7085788B2 (ja) 2022-06-17
EP3683730A4 (en) 2020-09-23
US11580454B2 (en) 2023-02-14
CN108235697B (zh) 2020-03-31
EP3683730A1 (en) 2020-07-22
US20200210901A1 (en) 2020-07-02
JP2020533708A (ja) 2020-11-19
CN108235697A (zh) 2018-06-29

Similar Documents

Publication Publication Date Title
WO2019051645A1 (zh) 一种机器人动态学习方法、系统、机器人以及云端服务器
US11151992B2 (en) Context aware interactive robot
CN112668687B (zh) 云端机器人系统、云服务器、机器人控制模块和机器人
US10810371B2 (en) Adaptive, interactive, and cognitive reasoner of an autonomous robotic system
US20210334474A1 (en) Natural Language System and Methods
US20220207872A1 (en) Apparatus and method for processing prompt information
US8996429B1 (en) Methods and systems for robot personality development
US20190378019A1 (en) Systems and methods enabling online one-shot learning and generalization by intelligent systems of task-relevant features and transfer to a cohort of intelligent systems
CN112528004B (zh) 语音交互方法、装置、电子设备、介质和计算机程序产品
CN106845624A (zh) 与智能机器人的应用程序有关的多模态交互方法及系统
WO2020221142A1 (zh) 一种基于绘本的问答交互方法及电子设备
CN105354180B (zh) 一种实现开放式语义交互服务的方法及系统
WO2019164484A1 (en) Response based on hierarchical models
CN120516701A (zh) 一种人形机器人多模态指令解析系统
WO2025067144A1 (zh) 机器人及其语音控制方法、装置和存储介质
CN120952159A (zh) 一种基于语义图的语言模型提示构造与智能体任务规划方法
CN118657216A (zh) 融合多模态信息和本体知识的机器人任务推理方法及系统
CN116205294B (zh) 一种用于机器人社交的知识库自更新方法、装置及机器人
CN117021114A (zh) 机器人的控制方法及装置
US12397416B2 (en) Robot control method, storage medium and electronic device
Ferreira et al. Users’ belief awareness in reinforcement learning-based situated human–robot dialogue management
CN104751564A (zh) 基于语义理解和回答集编程的服务机器人自主售货方法
CN117035088A (zh) 基于ChatGPT交互与本体知识的家庭机器人动作生成方法及系统
Xu et al. Social Robot Navigation and Comfortable Following: A Novel Knowledge-Based Robot-Pedestrian Interaction Model with Self Learning Strategy
TWI639997B (zh) 基於機率規則之對話理解方法

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 17925262

Country of ref document: EP

Kind code of ref document: A1

ENP Entry into the national phase

Ref document number: 2020515011

Country of ref document: JP

Kind code of ref document: A

NENP Non-entry into the national phase

Ref country code: DE

ENP Entry into the national phase

Ref document number: 2017925262

Country of ref document: EP

Effective date: 20200414