JP6463572B1 - 対象システムの内部状態を推定する支援システム - Google Patents

対象システムの内部状態を推定する支援システム Download PDF

Info

Publication number
JP6463572B1
JP6463572B1 JP2018557944A JP2018557944A JP6463572B1 JP 6463572 B1 JP6463572 B1 JP 6463572B1 JP 2018557944 A JP2018557944 A JP 2018557944A JP 2018557944 A JP2018557944 A JP 2018557944A JP 6463572 B1 JP6463572 B1 JP 6463572B1
Authority
JP
Japan
Prior art keywords
module
state
replica
data
estimated
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.)
Active
Application number
JP2018557944A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2019022085A1 (ja
Inventor
佐藤 友美
友美 佐藤
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.)
Axion Research Inc
Original Assignee
Axion Research 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 Axion Research Inc filed Critical Axion Research Inc
Application granted granted Critical
Publication of JP6463572B1 publication Critical patent/JP6463572B1/ja
Publication of JPWO2019022085A1 publication Critical patent/JPWO2019022085A1/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • 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
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • 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
    • G06N3/006Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00Computing arrangements based on specific mathematical models
    • G06N7/01Probabilistic graphical models, e.g. probabilistic networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/22Social work or social welfare, e.g. community support activities or counselling services
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/12Computing arrangements based on biological models using genetic models
    • G06N3/126Evolutionary algorithms, e.g. genetic algorithms or genetic programming
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • G06N5/041Abduction

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Public Health (AREA)
  • General Physics & Mathematics (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Databases & Information Systems (AREA)
  • Computational Linguistics (AREA)
  • Pathology (AREA)
  • Business, Economics & Management (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Tourism & Hospitality (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Child & Adolescent Psychology (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Marketing (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
JP2018557944A 2017-07-24 2018-07-24 対象システムの内部状態を推定する支援システム Active JP6463572B1 (ja)

Applications Claiming Priority (7)

Application Number Priority Date Filing Date Title
JP2017143065 2017-07-24
JP2017143065 2017-07-24
JP2018021518 2018-02-09
JP2018021518 2018-02-09
JP2018094644 2018-05-16
JP2018094644 2018-05-16
PCT/JP2018/027735 WO2019022085A1 (ja) 2017-07-24 2018-07-24 対象システムの内部状態を推定する支援システム

Related Child Applications (1)

Application Number Title Priority Date Filing Date
JP2018247561A Division JP7278571B2 (ja) 2017-07-24 2018-12-28 対象システムの内部状態を推定する支援システム

Publications (2)

Publication Number Publication Date
JP6463572B1 true JP6463572B1 (ja) 2019-02-06
JPWO2019022085A1 JPWO2019022085A1 (ja) 2019-07-25

Family

ID=65039677

Family Applications (3)

Application Number Title Priority Date Filing Date
JP2018557944A Active JP6463572B1 (ja) 2017-07-24 2018-07-24 対象システムの内部状態を推定する支援システム
JP2018247561A Active JP7278571B2 (ja) 2017-07-24 2018-12-28 対象システムの内部状態を推定する支援システム
JP2023073916A Pending JP2023100777A (ja) 2017-07-24 2023-04-28 対象システムの内部状態を推定する支援システム

Family Applications After (2)

Application Number Title Priority Date Filing Date
JP2018247561A Active JP7278571B2 (ja) 2017-07-24 2018-12-28 対象システムの内部状態を推定する支援システム
JP2023073916A Pending JP2023100777A (ja) 2017-07-24 2023-04-28 対象システムの内部状態を推定する支援システム

Country Status (4)

Country Link
US (1) US20200126664A1 (enExample)
EP (1) EP3660752A4 (enExample)
JP (3) JP6463572B1 (enExample)
WO (1) WO2019022085A1 (enExample)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2021089655A (ja) * 2019-12-05 2021-06-10 学校法人明治大学 学習モデル構築装置、学習モデル構築方法及びコンピュータプログラム

Families Citing this family (40)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11354590B2 (en) * 2017-11-14 2022-06-07 Adobe Inc. Rule determination for black-box machine-learning models
US12089930B2 (en) 2018-03-05 2024-09-17 Marquette University Method and apparatus for non-invasive hemoglobin level prediction
US11107115B2 (en) 2018-08-07 2021-08-31 Adobe Inc. Machine-learning based multi-step engagement strategy modification
US10609434B2 (en) 2018-08-07 2020-03-31 Adobe Inc. Machine-learning based multi-step engagement strategy generation and visualization
GB201813561D0 (en) * 2018-08-21 2018-10-03 Shapecast Ltd Machine learning optimisation method
US10931659B2 (en) * 2018-08-24 2021-02-23 Bank Of America Corporation Federated authentication for information sharing artificial intelligence systems
GB2576917B (en) * 2018-09-06 2021-04-07 Samsung Electronics Co Ltd Improvements in and relating to intelligent systems
JP6860602B2 (ja) * 2019-02-26 2021-04-14 三菱Ufj信託銀行株式会社 汎用人工知能装置及び汎用人工知能プログラム
JP7338858B2 (ja) * 2019-08-06 2023-09-05 Necソリューションイノベータ株式会社 行動学習装置、行動学習方法、行動決定装置及び行動決定方法
EP4047609A4 (en) * 2019-10-15 2022-12-07 Sony Group Corporation INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD AND PROGRAM
US12203924B2 (en) * 2019-10-23 2025-01-21 The Johns Hopkins University Offset illumination capillaroscope
TR201916791A1 (tr) * 2019-10-31 2021-05-21 Muhammed Kutub Abdurrahman Bi̇r hasta deneyi̇m ölçüm si̇stemi̇
JP7426068B2 (ja) * 2019-11-07 2024-02-01 株式会社Bhy 未病識別システム
KR102301792B1 (ko) * 2019-11-15 2021-09-14 한국전자기술연구원 지능형 컴포넌트를 통한 양방향 연속적 정보 전달 서비스 지원 방법
JP7451156B2 (ja) * 2019-12-04 2024-03-18 キヤノンメディカルシステムズ株式会社 診療支援装置
WO2021140670A1 (ja) * 2020-01-10 2021-07-15 オリンパス株式会社 情報伝達装置および情報伝達方法
JP2021135941A (ja) * 2020-02-28 2021-09-13 Aiスクリーニング株式会社 癌罹患リスク判定評価システム及び癌罹患リスク判定評価方法
JP7388250B2 (ja) * 2020-03-06 2023-11-29 富士通株式会社 出力プログラム,情報処理装置及び出力方法
JP7523231B2 (ja) * 2020-03-19 2024-07-26 三菱電機株式会社 電力用半導体モジュールの製造方法、電力用半導体モジュールの製造装置、学習装置、および推論装置
JP7443109B2 (ja) * 2020-03-19 2024-03-05 キヤノンメディカルシステムズ株式会社 医用情報処理装置、医用情報処理方法及びプログラム
EP4131282A4 (en) * 2020-03-25 2024-04-17 Hiroshima University Method and system for determining event class by ai
JP7489059B2 (ja) * 2020-04-21 2024-05-23 国立大学法人横浜国立大学 画像生成装置、表示装置、画像生成方法、提示方法およびプログラム
US11436579B2 (en) 2020-05-04 2022-09-06 Bank Of America Corporation Performing enhanced deposit item processing using cognitive automation tools
WO2021245925A1 (ja) * 2020-06-05 2021-12-09 日本電信電話株式会社 劣化推定装置及び劣化推定方法
CN116114031A (zh) * 2020-09-17 2023-05-12 松下电器(美国)知识产权公司 信息处理方法、信息处理装置以及程序
JP7623120B2 (ja) * 2020-10-01 2025-01-28 キヤノンメディカルシステムズ株式会社 診療支援システム
JP7491403B2 (ja) 2020-11-25 2024-05-28 日本電気株式会社 情報処理装置、情報処理方法、及び、プログラム
WO2022115356A1 (en) * 2020-11-26 2022-06-02 F. Hoffmann-La Roche Ag Techniques for generating predictive outcomes relating to spinal muscular atrophy using artificial intelligence
US20220262524A1 (en) * 2021-02-09 2022-08-18 Innovative Emergency Management, Inc. Parameter-estimation of predictor model using parallel processing
JP7244120B2 (ja) * 2021-02-25 2023-03-22 株式会社ミヤワキ 測定データ送信システム及びサーバ
KR102570064B1 (ko) * 2021-02-26 2023-08-24 (주)커넥슨 통합형 의료 검진 장치
US12046374B2 (en) * 2021-05-23 2024-07-23 Zhiqing Cheng Digital twin
US12283144B2 (en) * 2021-11-22 2025-04-22 Tyco Fire & Security Gmbh System to evaluate and manage people entering a building based on infection risk data, environmental data, and building entrant health data
JP7365736B1 (ja) * 2022-05-17 2023-10-20 Edgewater株式会社 免疫状態予測提供システム、免疫状態データ予測方法及びプログラム
US12111740B2 (en) 2022-11-29 2024-10-08 International Business Machines Corporation System level testing of artificial intelligence primitives
US12468444B2 (en) 2022-11-29 2025-11-11 International Business Machines Corporation System level testing of artificial intelligence primitives
JP7752844B2 (ja) * 2023-01-30 2025-10-14 株式会社シンクメディカル ヘルスケア情報ネットワーク
TWI849794B (zh) * 2023-03-14 2024-07-21 國立虎尾科技大學 工具機之即時監測方法及系統
KR20250044957A (ko) * 2023-09-25 2025-04-01 주식회사 스타캣 딥러닝 기반의 체외진단 판독 모델을 활용하여 진단 결과를 제공하는 방법 및 이를 위한 장치
JP7727958B1 (ja) * 2025-06-10 2025-08-22 AI inside株式会社 プログラム、方法、情報処理装置、及びシステム

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002133390A (ja) * 2000-10-18 2002-05-10 Matsushita Electric Ind Co Ltd 学習装置および記録媒体
JP2013165780A (ja) * 2012-02-14 2013-08-29 Canon Inc 診断支援装置及びその制御方法

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU1837495A (en) * 1994-10-13 1996-05-06 Horus Therapeutics, Inc. Computer assisted methods for diagnosing diseases
JPH08303210A (ja) * 1995-05-11 1996-11-19 Hitachi Ltd 火力発電プラントの自律適応最適化制御システム
US7801591B1 (en) * 2000-05-30 2010-09-21 Vladimir Shusterman Digital healthcare information management
EP2245568A4 (en) * 2008-02-20 2012-12-05 Univ Mcmaster EXPERT SYSTEM FOR DETERMINING A PATIENT'S RESPONSE TO A TREATMENT
US8977959B2 (en) * 2009-03-25 2015-03-10 International Business Machines Corporation Visualization of medical conditions in a virtual universe
JP5668090B2 (ja) * 2013-01-09 2015-02-12 キヤノン株式会社 医療診断支援装置及び医療診断支援方法
WO2015060511A1 (ko) * 2013-10-22 2015-04-30 주식회사 바이오이즈 생체분자와 핵산의 결합정보를 생성하기 위한 마커, 이의 제조방법, 이를 이용한 생체분자 분석방법 및 장치
CN106170558B (zh) * 2013-10-21 2021-10-29 金圣千 利用寡核苷酸的生物分子的分析方法及装置
JP6110281B2 (ja) * 2013-11-19 2017-04-05 日本電信電話株式会社 移動手段予測モデル生成装置、移動手段予測モデル生成方法及び移動手段予測モデル生成プログラム
US10417388B2 (en) * 2014-04-07 2019-09-17 Chung Ang University Industry Academic Cooperation Foundation Apparatus and method for providing virtual treatment experience
EP3242587A1 (en) * 2015-01-06 2017-11-15 David Burton Mobile wearable monitoring systems
US11144825B2 (en) * 2016-12-01 2021-10-12 University Of Southern California Interpretable deep learning framework for mining and predictive modeling of health care data
WO2018128927A1 (en) * 2017-01-05 2018-07-12 The Trustees Of Princeton University Hierarchical health decision support system and method
JP2017091586A (ja) 2017-02-13 2017-05-25 株式会社FiNC 健康管理サーバおよび健康管理サーバ制御方法並びに健康管理プログラム

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002133390A (ja) * 2000-10-18 2002-05-10 Matsushita Electric Ind Co Ltd 学習装置および記録媒体
JP2013165780A (ja) * 2012-02-14 2013-08-29 Canon Inc 診断支援装置及びその制御方法

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2021089655A (ja) * 2019-12-05 2021-06-10 学校法人明治大学 学習モデル構築装置、学習モデル構築方法及びコンピュータプログラム
JP7382633B2 (ja) 2019-12-05 2023-11-17 学校法人明治大学 学習モデル構築装置、学習モデル構築方法及びコンピュータプログラム

Also Published As

Publication number Publication date
EP3660752A1 (en) 2020-06-03
JP2019204484A (ja) 2019-11-28
JP2023100777A (ja) 2023-07-19
JP7278571B2 (ja) 2023-05-22
WO2019022085A1 (ja) 2019-01-31
JPWO2019022085A1 (ja) 2019-07-25
US20200126664A1 (en) 2020-04-23
EP3660752A4 (en) 2021-04-14

Similar Documents

Publication Publication Date Title
JP6463572B1 (ja) 対象システムの内部状態を推定する支援システム
Jiwani et al. Machine learning approaches for analysis in smart healthcare informatics
Thirugnanam et al. PIRAP: Medical cancer rehabilitation healthcare center data maintenance based on IoT-based deep federated collaborative learning
Arefin Chronic disease management through an AI-powered application
JP7398155B2 (ja) 人体の健康状態を推定するシステム
Orfanoudaki et al. Algorithm, human, or the centaur: How to enhance clinical care?
Ambilwade et al. Medical expert systems for diabetes diagnosis: A survey
Nel et al. A novel screening tool to predict severe acute malnutrition through automated monitoring of weight‐for‐age growth curves
Dong et al. Readmission prediction of diabetic patients based on AdaBoost-RandomForest mixed model
Al Sukar et al. Identifying a drug addict person using artificial neural networks
CN117012380A (zh) 事件预估方法、装置、设备、存储介质及程序产品
Allahverdi Applications of fuzzy approach in medicine. problems and perspectives
Jibinsingh et al. FL-WOSP: Federated Learning with Walrus Optimization for Sepsis Prediction Using MIMIC-III Physiological and Clinical Data
Moreira Performance Evaluation of Smart Decision Support Systems on Healthcare
Nino et al. Wearable devices and decision theory in the emergency triage process
Khalaf Machine learning approaches and web-based system to the application of disease modifying therapy for sickle cell
Sharma et al. Fuzzy Systems in Medicine and Healthcare: Need, Challenges and Applications
KR102510347B1 (ko) 위암 수술 이후 제2형 당뇨병 예후의 예측 방법
Adugnaw et al. Developing a Knowledge-Based System for Diagnosis and Treatment Recommendation of Selected Acute Abdominal Diseases by Collaborating Data Mining Results with Expert Knowledge: The Case of Debre Berhan Referral Hospital
Ghori A Health Diagnostic Tool for Tracking and Predicting Diseases from Blood Examination Report
Su Personalized Treatment Response Prediction under Dynamic and Time-Varying Treatment Strategies for Sepsis Patients
Swan Improving patient outcomes through data driven medical decision making
Sakri et al. Fusing Deep Learning Algorithms to Predict COVID-19 Vaccination Adverse Events of Recovered, Hospitalized or Died
Poonguzhali et al. Transforming Mental Health Care through Clinical Decision Support System Surface Technology
Kumar et al. The Role of Personalized Medicine and Internet of Things in Shaping Precision Healthcare

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20181112

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20181112

A871 Explanation of circumstances concerning accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A871

Effective date: 20181112

A975 Report on accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A971005

Effective date: 20181129

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20181210

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20181228

R150 Certificate of patent or registration of utility model

Ref document number: 6463572

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250