CN105408920B - 用于教导学习设备的信号传输设备 - Google Patents

用于教导学习设备的信号传输设备 Download PDF

Info

Publication number
CN105408920B
CN105408920B CN201480038147.8A CN201480038147A CN105408920B CN 105408920 B CN105408920 B CN 105408920B CN 201480038147 A CN201480038147 A CN 201480038147A CN 105408920 B CN105408920 B CN 105408920B
Authority
CN
China
Prior art keywords
learning
teach
event
teaching
model
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.)
Expired - Fee Related
Application number
CN201480038147.8A
Other languages
English (en)
Chinese (zh)
Other versions
CN105408920A (zh
Inventor
M-D·N·卡诺伊
A·K·科纳茨
K·T·周
S·莫汉
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.)
Qualcomm Inc
Original Assignee
Qualcomm Inc
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 Qualcomm Inc filed Critical Qualcomm Inc
Publication of CN105408920A publication Critical patent/CN105408920A/zh
Application granted granted Critical
Publication of CN105408920B publication Critical patent/CN105408920B/zh
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09BEDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B5/00Electrically-operated educational appliances
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Educational Technology (AREA)
  • Educational Administration (AREA)
  • Business, Economics & Management (AREA)
  • Selective Calling Equipment (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
CN201480038147.8A 2013-05-24 2014-05-24 用于教导学习设备的信号传输设备 Expired - Fee Related CN105408920B (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201361827141P 2013-05-24 2013-05-24
US61/827,141 2013-05-24
US14/286,602 US9679491B2 (en) 2013-05-24 2014-05-23 Signaling device for teaching learning devices
US14/286,602 2014-05-23
PCT/US2014/039467 WO2014190338A2 (en) 2013-05-24 2014-05-24 Signaling device for teaching learning devices

Publications (2)

Publication Number Publication Date
CN105408920A CN105408920A (zh) 2016-03-16
CN105408920B true CN105408920B (zh) 2018-01-09

Family

ID=51062925

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201480038147.8A Expired - Fee Related CN105408920B (zh) 2013-05-24 2014-05-24 用于教导学习设备的信号传输设备

Country Status (6)

Country Link
US (1) US9679491B2 (enExample)
EP (1) EP3005250B1 (enExample)
JP (1) JP2016526221A (enExample)
KR (1) KR20160013107A (enExample)
CN (1) CN105408920B (enExample)
WO (1) WO2014190338A2 (enExample)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI820731B (zh) * 2021-10-29 2023-11-01 美商萬國商業機器公司 電子系統、電腦實施方法及電腦程式產品

Families Citing this family (47)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9679491B2 (en) * 2013-05-24 2017-06-13 Qualcomm Incorporated Signaling device for teaching learning devices
US9509763B2 (en) 2013-05-24 2016-11-29 Qualcomm Incorporated Delayed actions for a decentralized system of learning devices
US20140351182A1 (en) * 2013-05-24 2014-11-27 Qualcomm Incorporated Modifying Learning Capabilities of Learning Devices
US9747554B2 (en) 2013-05-24 2017-08-29 Qualcomm Incorporated Learning device with continuous configuration capability
KR102202660B1 (ko) * 2013-09-23 2021-01-13 삼성전자주식회사 스마트 홈 서비스를 위한 기기들을 제어하는 방법 및 장치
US20150288764A1 (en) * 2014-04-08 2015-10-08 Xiaomi Inc. Method and apparatus for controlling smart terminal
EP3136249B1 (en) * 2014-06-06 2018-12-19 Nippon Telegraph and Telephone Corporation Log analysis device, attack detection device, attack detection method and program
US20160042563A1 (en) * 2014-08-11 2016-02-11 Empire Technology Development Llc Augmented reality information management
CN104181886B (zh) * 2014-08-13 2017-08-08 惠州Tcl移动通信有限公司 一种智能家居系统及控制方法
JP6507556B2 (ja) * 2014-10-16 2019-05-08 ソニー株式会社 情報処理装置、通信システム、情報処理方法およびプログラム
SG10201407100PA (en) 2014-10-30 2016-05-30 Nec Asia Pacific Pte Ltd System For Monitoring Event Related Data
US10031722B1 (en) * 2015-03-17 2018-07-24 Amazon Technologies, Inc. Grouping devices for voice control
DE102015104218B4 (de) * 2015-03-20 2019-08-14 Bury Sp.Z.O.O Bedieneinrichtung, Verfahren zur elektrischen Bedienung wenigstens eines elektrischen Geräts sowie Computerprogramm
CN207096983U (zh) * 2015-06-16 2018-03-13 米沃奇电动工具公司 包括电动工具和外部设备的系统、包括外部设备和服务器的系统和服务器
US10655951B1 (en) 2015-06-25 2020-05-19 Amazon Technologies, Inc. Determining relative positions of user devices
US10365620B1 (en) 2015-06-30 2019-07-30 Amazon Technologies, Inc. Interoperability of secondary-device hubs
US10118696B1 (en) 2016-03-31 2018-11-06 Steven M. Hoffberg Steerable rotating projectile
US10142196B1 (en) * 2016-04-15 2018-11-27 Senseware, Inc. System, method, and apparatus for bridge interface communication
JP6968602B2 (ja) * 2016-07-14 2021-11-17 株式会社半導体エネルギー研究所 半導体装置、表示システム及び電子機器
EP3500985B1 (en) 2016-08-19 2024-11-27 Movidius Limited Systems and methods for distributed training of deep learning models
US10530809B1 (en) * 2016-09-15 2020-01-07 Symantec Corporation Systems and methods for remediating computer stability issues
US11146933B2 (en) * 2016-09-20 2021-10-12 Samsung Electronics Co., Ltd. Activity driven smart home system
US10503303B2 (en) * 2016-10-13 2019-12-10 Equalearning Corp. System and method for uninterrupted learning using a touch screen display device
TWI586051B (zh) * 2016-10-26 2017-06-01 勝德國際研發股份有限公司 掛吊式插座裝置
WO2018089800A1 (en) * 2016-11-10 2018-05-17 Ronald Scott Visscher System with a unique and versatile evaluation method
US10339308B1 (en) 2016-11-10 2019-07-02 Symantec Corporation Systems and methods for remediating computer reliability issues
US11687223B2 (en) * 2017-01-13 2023-06-27 Lutron Technology Company, LLC Configuring a load control system
US11763143B2 (en) * 2017-04-19 2023-09-19 AIBrain Corporation Adding deep learning based AI control
US11507172B2 (en) 2017-12-29 2022-11-22 Google Llc Smart context subsampling on-device system
US11712637B1 (en) 2018-03-23 2023-08-01 Steven M. Hoffberg Steerable disk or ball
CN112954067B (zh) * 2018-08-03 2022-06-24 中国有色金属长沙勘察设计研究院有限公司 一种数据终端
US10846604B2 (en) * 2018-09-11 2020-11-24 ZineOne, Inc. Session monitoring for selective intervention
US12205052B2 (en) 2018-09-11 2025-01-21 ZineOne, Inc. Network computer system using sequence invariant model to predict user actions
US12348591B2 (en) 2018-09-11 2025-07-01 Session Ai, Inc. Network computer system to selectively engage users based on friction analysis
JP7373499B2 (ja) 2018-10-02 2023-11-02 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカ 情報提供方法、音響機器の制御方法及び情報処理装置
KR102758953B1 (ko) * 2019-01-17 2025-01-24 삼성전자주식회사 사물 인터넷(IoT) 기반 서비스를 제공하는 전자 장치, 시스템 및 그 방법
CN109813954B (zh) * 2019-02-22 2021-11-19 深兰科技(上海)有限公司 一种移动机器人的电流监控的方法及装置
CN109828597A (zh) * 2019-03-02 2019-05-31 哈尔滨理工大学 一种基于事件触发的航天器姿态控制系统
US11128987B2 (en) * 2019-03-07 2021-09-21 Roar for Good Bluetooth mesh for identifying and reporting the location of an event
CN112347065B (zh) * 2019-08-07 2023-08-18 中国船舶工业系统工程研究院 一种警用预案制定过程记录重演方法及系统
CN111092795B (zh) * 2019-11-18 2022-04-01 北京小米移动软件有限公司 功能控制方法、功能控制装置及计算机可读存储介质
US11846749B2 (en) 2020-01-14 2023-12-19 ZineOne, Inc. Network weather intelligence system
US11762960B2 (en) * 2020-03-27 2023-09-19 Lenovo (Singapore) Pte. Ltd. Secure file distribution
WO2022097774A1 (ko) * 2020-11-05 2022-05-12 엘지전자 주식회사 무선 통신 시스템에서 단말 및 기지국의 피드백 수행 방법 및 장치
CN112506197A (zh) * 2020-12-09 2021-03-16 深圳市优必选科技股份有限公司 一种导览机器人的控制方法、装置、电子设备及存储介质
CN113920800B (zh) * 2021-08-27 2024-05-07 北京鸿合爱学教育科技有限公司 数据交互方法、装置及系统
CN114048086A (zh) * 2021-11-09 2022-02-15 北京字节跳动网络技术有限公司 一种分析器性能分析方法、装置、设备、介质和程序产品

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2004080025A1 (en) * 2003-03-07 2004-09-16 Brylton Software Limited Media source selection and presentation system and method
CN102113771A (zh) * 2009-12-31 2011-07-06 上海京城高新技术开发有限公司 互动教学系统平躺电子显示屏控制台
CN105243146A (zh) * 2015-10-21 2016-01-13 南京伯索网络科技有限公司 基于移动终端的智能教学方法及系统

Family Cites Families (67)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4750118A (en) 1985-10-29 1988-06-07 Chamberlain Manufacturing Corporation Coding system for multiple transmitters and a single receiver for a garage door opener
US5398302A (en) 1990-02-07 1995-03-14 Thrift; Philip Method and apparatus for adaptive learning in neural networks
US6400996B1 (en) 1999-02-01 2002-06-04 Steven M. Hoffberg Adaptive pattern recognition based control system and method
GB9304638D0 (en) 1993-03-06 1993-04-21 Ncr Int Inc Wireless data communication system having power saving function
US5925115A (en) 1997-03-10 1999-07-20 Vlsi Technology, Inc. Method and system for extending interrupt sources and implementing hardware based and software based prioritization of interrupts for an embedded processor
US6608453B2 (en) 1997-08-26 2003-08-19 Color Kinetics Incorporated Methods and apparatus for controlling devices in a networked lighting system
US7133729B1 (en) 1999-08-17 2006-11-07 Microsoft Corporation Pattern-and model-based power line monitoring
US6834208B2 (en) * 1999-12-30 2004-12-21 Microsoft Corporation Method and apparatus for providing distributed control of a home automation and control system
US20010032777A1 (en) 1999-12-30 2001-10-25 Finch Marshall A. Air-gap slide switch
US6453687B2 (en) 2000-01-07 2002-09-24 Robertshaw Controls Company Refrigeration monitor unit
US7301474B2 (en) 2001-11-28 2007-11-27 Schlumberger Technology Corporation Wireless communication system and method
FR2834147B1 (fr) 2001-12-21 2004-03-05 Somfy Procede d'appariement de transmetteurs et de recepteur
US6859644B2 (en) 2002-03-13 2005-02-22 Koninklijke Philips Electronics N.V. Initialization of wireless-controlled lighting systems
US20030216139A1 (en) 2002-05-16 2003-11-20 Johnson Controls Technology Company System and method for wireless control of remote electronic systems based on timing information
US20040111699A1 (en) * 2002-10-16 2004-06-10 Xerox Corporation Integrated server platform for the autonomous provisioning of device services
US20040215816A1 (en) 2002-12-16 2004-10-28 Hayes Stephen T Apparatus and methods for communication among devices
DE60312561T2 (de) 2002-12-19 2008-04-30 Koninklijke Philips Electronics N.V. Konfigurationsverfahren für ein drahtlos gesteuertes beleuchtungssystem
US7113773B2 (en) * 2003-05-16 2006-09-26 Qualcomm Incorporated Reliable reception of broadcast/multicast content
US6957544B2 (en) 2003-07-18 2005-10-25 Hewlett-Packard Development Company, L.P. Method and apparatus for regulating the operating temperature of electronic devices
US7039397B2 (en) 2003-07-30 2006-05-02 Lear Corporation User-assisted programmable appliance control
WO2005083531A1 (ja) 2004-02-27 2005-09-09 Matsushita Electric Industrial Co., Ltd. 機器制御方法および機器制御装置
WO2005091240A2 (en) 2004-03-16 2005-09-29 Johnson Controls Technology Company System and method of training in a transmit/receive system
US8136738B1 (en) 2004-04-27 2012-03-20 Energy Eye, Inc. Control system for electrical appliances
CN1954303B (zh) 2004-05-17 2010-05-05 智行科技有限公司 通过模式匹配的自适应学习方法
US7673244B2 (en) 2004-06-06 2010-03-02 Pitney Bowes Inc. Responsive environment sensor systems with delayed activation
EP1784805B1 (en) * 2004-08-24 2014-06-11 Philips Intellectual Property & Standards GmbH Method for locating an object associated with a device to be controlled and a method for controlling the device
US8156500B2 (en) * 2005-07-01 2012-04-10 Microsoft Corporation Real-time self tuning of planned actions in a distributed environment
US7765033B2 (en) 2007-06-22 2010-07-27 Dsa, Inc. Intelligent device control system
EP2329687B1 (en) 2008-08-19 2015-10-14 EldoLAB Holding B.V. Configurable light fixture, configurable lighting system and method for configuring a lighting system
US8417481B2 (en) 2008-09-11 2013-04-09 Diane J. Cook Systems and methods for adaptive smart environment automation
WO2010045272A1 (en) 2008-10-14 2010-04-22 Honda Motor Co., Ltd. Smoothed sarsa: reinforcement learning for robot delivery tasks
JP5330138B2 (ja) * 2008-11-04 2013-10-30 本田技研工業株式会社 強化学習システム
US20110046805A1 (en) 2009-08-18 2011-02-24 Honeywell International Inc. Context-aware smart home energy manager
CA2714523A1 (en) * 2009-09-02 2011-03-02 Sophia Learning, Llc Teaching and learning system
US8849462B2 (en) 2009-12-02 2014-09-30 Velvetwire Llc Method and apparatus for automation of a programmable device
US8249117B2 (en) * 2009-12-21 2012-08-21 Qualcomm Incorporated Dynamic adjustment of reordering release timer
EP2365416A1 (en) 2010-02-02 2011-09-14 Samsung Electronics Co., Ltd. Method and apparatus for controlling operations of devices based on information about power consumption of the devices
US9106348B2 (en) 2010-03-15 2015-08-11 Cisco Technology, Inc. Using unscheduled automatic power save delivery to achieve coexistence with interfering sources
US20120209796A1 (en) 2010-08-12 2012-08-16 Telcordia Technologies, Inc. Attention focusing model for nexting based on learning and reasoning
CN102378394B (zh) * 2010-08-12 2015-04-15 华为技术有限公司 一种网络连接方法和系统
US8768865B2 (en) 2011-01-19 2014-07-01 Qualcomm Incorporated Learning situations via pattern matching
EP2501127B1 (en) 2011-03-14 2017-06-14 EchoStar Technologies L.L.C. Timing uninterruptible processes
US9251463B2 (en) 2011-06-30 2016-02-02 Wsu Research Foundation Knowledge transfer in smart environments
CN103890679B (zh) * 2011-10-21 2016-08-24 谷歌公司 智能控制器
US8622314B2 (en) 2011-10-21 2014-01-07 Nest Labs, Inc. Smart-home device that self-qualifies for away-state functionality
US9247549B2 (en) * 2012-01-25 2016-01-26 Electronics And Telecommunications Research Institute Apparatus and method for SHF/EHF band wireless transmission on multi-level cell configuration
US9143402B2 (en) * 2012-02-24 2015-09-22 Qualcomm Incorporated Sensor based configuration and control of network devices
CN102665335A (zh) 2012-04-20 2012-09-12 天津工业大学 智能家居灯光控制系统
US8577392B1 (en) 2012-06-13 2013-11-05 Apple Inc. System and method of determining location of wireless communication devices/persons for controlling/adjusting operation of devices based on the location
US9361730B2 (en) 2012-07-26 2016-06-07 Qualcomm Incorporated Interactions of tangible and augmented reality objects
EP2885956A1 (en) 2012-08-16 2015-06-24 Koninklijke Philips N.V. Controlling a system comprising one or more controllable device
US9357385B2 (en) * 2012-08-20 2016-05-31 Qualcomm Incorporated Configuration of a new enrollee device for use in a communication network
US8620841B1 (en) * 2012-08-31 2013-12-31 Nest Labs, Inc. Dynamic distributed-sensor thermostat network for forecasting external events
CN102890465A (zh) 2012-09-21 2013-01-23 兴泓昇(福州)智能科技有限公司 自学习型场景智能家居系统
US9747554B2 (en) * 2013-05-24 2017-08-29 Qualcomm Incorporated Learning device with continuous configuration capability
US9679491B2 (en) * 2013-05-24 2017-06-13 Qualcomm Incorporated Signaling device for teaching learning devices
US9509763B2 (en) * 2013-05-24 2016-11-29 Qualcomm Incorporated Delayed actions for a decentralized system of learning devices
US20140351181A1 (en) * 2013-05-24 2014-11-27 Qualcomm Incorporated Requesting proximate resources by learning devices
US20140351182A1 (en) 2013-05-24 2014-11-27 Qualcomm Incorporated Modifying Learning Capabilities of Learning Devices
US9438440B2 (en) * 2013-07-29 2016-09-06 Qualcomm Incorporated Proximity detection of internet of things (IoT) devices using sound chirps
US9313320B2 (en) * 2014-02-19 2016-04-12 Qualcomm Incorporated Automatic switching of modes and mode control capabilities on a wireless communication device
US9313863B2 (en) * 2014-06-02 2016-04-12 Qualcomm Incorporated Methods, devices, and systems for controlling smart lighting objects to establish a lighting condition
US20160121487A1 (en) * 2014-11-03 2016-05-05 Qualcomm Incorporated Communicating Configurable Instruction Sets to Robots for Controlling Robot Behavior
US9377525B1 (en) * 2014-12-12 2016-06-28 Qualcomm Incorporated Methods and systems for assisting positioning determination of a mobile device
US9501061B2 (en) * 2015-02-24 2016-11-22 Qualcomm Incorporated Near-flight testing maneuvers for autonomous aircraft
US10250403B2 (en) * 2015-11-23 2019-04-02 International Business Machines Corporation Dynamic control of smart home using wearable device
US9473514B1 (en) * 2016-02-04 2016-10-18 International Business Machines Corporation Efficient sensor data delivery

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2004080025A1 (en) * 2003-03-07 2004-09-16 Brylton Software Limited Media source selection and presentation system and method
CN102113771A (zh) * 2009-12-31 2011-07-06 上海京城高新技术开发有限公司 互动教学系统平躺电子显示屏控制台
CN105243146A (zh) * 2015-10-21 2016-01-13 南京伯索网络科技有限公司 基于移动终端的智能教学方法及系统

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Keeping the Resident in the Loop: Adapting the Smart Home to the User;P Rashidi,DJ Cook;《Systems Man & Cybernetics Part A Systems & Humman ieee transactions on 》;20090901;全文 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI820731B (zh) * 2021-10-29 2023-11-01 美商萬國商業機器公司 電子系統、電腦實施方法及電腦程式產品
US12093872B2 (en) 2021-10-29 2024-09-17 International Business Machines Corporation Evaluating effects of an artificial intelligence model on enterprise performance objectives

Also Published As

Publication number Publication date
WO2014190338A3 (en) 2015-04-09
WO2014190338A2 (en) 2014-11-27
US20140349269A1 (en) 2014-11-27
EP3005250B1 (en) 2018-09-05
US9679491B2 (en) 2017-06-13
EP3005250A2 (en) 2016-04-13
KR20160013107A (ko) 2016-02-03
CN105408920A (zh) 2016-03-16
JP2016526221A (ja) 2016-09-01

Similar Documents

Publication Publication Date Title
CN105408920B (zh) 用于教导学习设备的信号传输设备
US10571877B2 (en) Systems and methods for programming and controlling devices with sensor data and learning
US9838830B2 (en) Methods and apparatus for using smart environment devices via application program interfaces
US9933177B2 (en) Enhanced automated environmental control system scheduling using a preference function
US10031727B1 (en) Home device application programming interface
US9772116B2 (en) Enhanced automated control scheduling
US20200105126A1 (en) Systems and Methods for Presenting Security Questions via Connected Security System
KR20230110452A (ko) 데이터 학습 서버 및 이의 학습 모델 생성 및 이용방법
US20180323996A1 (en) Automatic generation of scenes using an assistant device
US20160132031A1 (en) Data Processing Systems and Methods for Smart Hub Devices
US20170270760A1 (en) Systems, Devices, and Methods for Providing Heat-Source Alerts
TWI633502B (zh) 用於學習裝置之連續組態及/或非集中訓練之方法,其非暫時性處理器可讀儲存媒體,計算裝置及學習系統
US9524635B2 (en) Smart-home household policy implementations for facilitating occupant progress toward a goal
CN114166351A (zh) 家庭自动化系统
US10605470B1 (en) Controlling connected devices using an optimization function
JP2016503539A (ja) 論理センサー・プラットフォーム用の論理センサー・サーバー
CN105359170A (zh) 修改学习设备的学习能力
EP3266189A1 (en) Generation and implementation of household policies for the smart home
WO2015003377A1 (zh) 智能住宅系统及其运作方法
US11785303B2 (en) Automation and recommendation based on device control protocols
WO2016073312A1 (en) Enhanced automated control scheduling
US20250063615A1 (en) Home device interoperability
US20250167561A1 (en) Battery Management and Optimization Using Voice Integration Systems
CN120353144A (zh) 智能家居强化学习交互方法、系统、终端设备及存储介质
WO2025038497A1 (en) Home device interoperability

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20180109

Termination date: 20190524

CF01 Termination of patent right due to non-payment of annual fee