JP6842466B2 - コンピュータシステム、ニューラルネットワークシステム、方法、コンピュータ実行可能プログラム及び車両 - Google Patents

コンピュータシステム、ニューラルネットワークシステム、方法、コンピュータ実行可能プログラム及び車両 Download PDF

Info

Publication number
JP6842466B2
JP6842466B2 JP2018536523A JP2018536523A JP6842466B2 JP 6842466 B2 JP6842466 B2 JP 6842466B2 JP 2018536523 A JP2018536523 A JP 2018536523A JP 2018536523 A JP2018536523 A JP 2018536523A JP 6842466 B2 JP6842466 B2 JP 6842466B2
Authority
JP
Japan
Prior art keywords
time
neural network
series data
data
information
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
JP2018536523A
Other languages
English (en)
Japanese (ja)
Other versions
JP2019502212A5 (enExample
JP2019502212A (ja
Inventor
ビー ジャスティン クレイトン
ビー ジャスティン クレイトン
大輔 岡野原
大輔 岡野原
将平 比戸
将平 比戸
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.)
Preferred Networks Inc
Original Assignee
Preferred Networks 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 Preferred Networks Inc filed Critical Preferred Networks Inc
Publication of JP2019502212A publication Critical patent/JP2019502212A/ja
Publication of JP2019502212A5 publication Critical patent/JP2019502212A5/ja
Application granted granted Critical
Publication of JP6842466B2 publication Critical patent/JP6842466B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • G06N3/0442Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • G06N3/0455Auto-encoder networks; Encoder-decoder networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0475Generative networks
    • 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
    • G06N3/0895Weakly supervised learning, e.g. semi-supervised or self-supervised learning
    • 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
    • G06N3/09Supervised learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Traffic Control Systems (AREA)
JP2018536523A 2016-01-14 2017-01-13 コンピュータシステム、ニューラルネットワークシステム、方法、コンピュータ実行可能プログラム及び車両 Active JP6842466B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US14/995,688 US10410113B2 (en) 2016-01-14 2016-01-14 Time series data adaptation and sensor fusion systems, methods, and apparatus
US14/995,688 2016-01-14
PCT/JP2017/001033 WO2017122784A1 (en) 2016-01-14 2017-01-13 Time series data adaptation and sensor fusion systems, methods, and apparatus

Publications (3)

Publication Number Publication Date
JP2019502212A JP2019502212A (ja) 2019-01-24
JP2019502212A5 JP2019502212A5 (enExample) 2020-02-06
JP6842466B2 true JP6842466B2 (ja) 2021-03-17

Family

ID=59311253

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2018536523A Active JP6842466B2 (ja) 2016-01-14 2017-01-13 コンピュータシステム、ニューラルネットワークシステム、方法、コンピュータ実行可能プログラム及び車両

Country Status (3)

Country Link
US (1) US10410113B2 (enExample)
JP (1) JP6842466B2 (enExample)
WO (1) WO2017122784A1 (enExample)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4553709A1 (en) 2023-11-08 2025-05-14 Cumulocity GmbH A method for training a machine learning model and a method for healing and/or completing and/or accuracy-increasing of sensor data

Families Citing this family (150)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10891558B2 (en) * 2015-01-21 2021-01-12 Anodot Ltd. Creation of metric relationship graph based on windowed time series data for anomaly detection
US20220014555A1 (en) 2015-10-28 2022-01-13 Qomplx, Inc. Distributed automated planning and execution platform for designing and running complex processes
US10204147B2 (en) * 2016-04-05 2019-02-12 Fractal Industries, Inc. System for capture, analysis and storage of time series data from sensors with heterogeneous report interval profiles
US11570209B2 (en) 2015-10-28 2023-01-31 Qomplx, Inc. Detecting and mitigating attacks using forged authentication objects within a domain
US10410113B2 (en) * 2016-01-14 2019-09-10 Preferred Networks, Inc. Time series data adaptation and sensor fusion systems, methods, and apparatus
EP3432228A4 (en) * 2016-03-14 2019-04-10 Omron Corporation HOLDING DEVICE WITH EXPANDABILITY
US11009865B2 (en) 2016-05-09 2021-05-18 Strong Force Iot Portfolio 2016, Llc Methods and systems for a noise pattern data marketplace in an industrial internet of things environment
US10983507B2 (en) 2016-05-09 2021-04-20 Strong Force Iot Portfolio 2016, Llc Method for data collection and frequency analysis with self-organization functionality
US11327475B2 (en) 2016-05-09 2022-05-10 Strong Force Iot Portfolio 2016, Llc Methods and systems for intelligent collection and analysis of vehicle data
US11774944B2 (en) 2016-05-09 2023-10-03 Strong Force Iot Portfolio 2016, Llc Methods and systems for the industrial internet of things
US10303166B2 (en) * 2016-05-23 2019-05-28 nuTonomy Inc. Supervisory control of vehicles
GB2551172B (en) * 2016-06-08 2019-02-20 Sts Defence Ltd Predicting temperature rise event
US11237546B2 (en) 2016-06-15 2022-02-01 Strong Force loT Portfolio 2016, LLC Method and system of modifying a data collection trajectory for vehicles
US10460255B2 (en) * 2016-07-29 2019-10-29 Splunk Inc. Machine learning in edge analytics
US10536351B2 (en) 2016-07-29 2020-01-14 Splunk Inc. Analytics for edge devices
US11087236B2 (en) 2016-07-29 2021-08-10 Splunk Inc. Transmitting machine learning models to edge devices for edge analytics
US10929674B2 (en) * 2016-08-29 2021-02-23 Nec Corporation Dual stage attention based recurrent neural network for time series prediction
JP2018072968A (ja) * 2016-10-26 2018-05-10 セイコーエプソン株式会社 データ処理装置およびデータ処理方法
US10372132B2 (en) * 2016-12-12 2019-08-06 Apple Inc. Guidance of autonomous vehicles in destination vicinities using intent signals
US10481943B2 (en) * 2016-12-30 2019-11-19 Winmore, Inc. System and method for state machine management
US11432778B2 (en) * 2017-01-24 2022-09-06 General Electric Company Methods and systems for patient monitoring
CN110383299B (zh) * 2017-02-06 2023-11-17 渊慧科技有限公司 记忆增强的生成时间模型
US11640617B2 (en) * 2017-03-21 2023-05-02 Adobe Inc. Metric forecasting employing a similarity determination in a digital medium environment
WO2018180197A1 (ja) * 2017-03-28 2018-10-04 日本電気株式会社 データ解析装置、データ解析方法およびデータ解析プログラム
US10339421B2 (en) * 2017-03-30 2019-07-02 Toyota Motor Engineering & Manufacturing North America, Inc. RGB-D scene labeling with multimodal recurrent neural networks
WO2018224670A1 (en) 2017-06-09 2018-12-13 British Telecommunications Public Limited Company Anomaly detection in computer networks
EP3635932B1 (en) * 2017-06-09 2023-03-29 British Telecommunications public limited company Anomaly detection in computer networks
US11035227B2 (en) 2017-07-14 2021-06-15 The Board Of Regents Of The University Of Oklahoma Generating spectral responses of materials
US11403531B2 (en) * 2017-07-19 2022-08-02 Disney Enterprises, Inc. Factorized variational autoencoders
CN110073301A (zh) 2017-08-02 2019-07-30 强力物联网投资组合2016有限公司 工业物联网中具有大数据集的数据收集环境下的检测方法和系统
US10908602B2 (en) 2017-08-02 2021-02-02 Strong Force Iot Portfolio 2016, Llc Systems and methods for network-sensitive data collection
CN107349489B (zh) * 2017-08-04 2020-12-01 佛山科学技术学院 一种基于神经网络的输液滴速确定方法及系统
US11481625B2 (en) * 2017-08-04 2022-10-25 Nokia Technologies Oy Artificial neural network
CN109521725A (zh) * 2017-09-20 2019-03-26 西门子公司 检测异常数据的方法、装置和设备以及机器可读介质
JP6967936B2 (ja) * 2017-10-16 2021-11-17 株式会社ブリヂストン タイヤの使用履歴データからの異常データ検出方法とその装置
US10592368B2 (en) 2017-10-26 2020-03-17 International Business Machines Corporation Missing values imputation of sequential data
GB2567850B (en) * 2017-10-26 2020-11-04 Gb Gas Holdings Ltd Determining operating state from complex sensor data
EP3710989A1 (en) * 2017-11-13 2020-09-23 Bios Health Ltd Neural interface
US11157782B2 (en) * 2017-11-16 2021-10-26 International Business Machines Corporation Anomaly detection in multidimensional time series data
EP3552076B1 (en) * 2017-11-21 2023-08-30 Google LLC Low-power ambient computing system with machine learning
US11120127B2 (en) * 2017-12-27 2021-09-14 Nec Corporation Reconstruction-based anomaly detection
US10755115B2 (en) * 2017-12-29 2020-08-25 Here Global B.V. Method, apparatus, and system for generating synthetic image data for machine learning
CN111602149B (zh) * 2018-01-30 2024-04-02 D5Ai有限责任公司 自组织偏序网络
US11537870B1 (en) 2018-02-07 2022-12-27 Perceive Corporation Training sparse networks with discrete weight values
US11131713B2 (en) * 2018-02-21 2021-09-28 Nec Corporation Deep learning approach for battery aging model
US11080127B1 (en) * 2018-02-28 2021-08-03 Arizona Public Service Company Methods and apparatus for detection of process parameter anomalies
KR101967339B1 (ko) * 2018-03-06 2019-04-09 단국대학교 산학협력단 심층학습 기반의 adas 센서 고장 진단 및 백업을 위한 장치 및 방법
DE102018205248B4 (de) * 2018-04-09 2024-08-22 Bayerische Motoren Werke Aktiengesellschaft Fusionssystem zur Fusion von Umfeldinformation für ein Kraftfahrzeug
US10771488B2 (en) 2018-04-10 2020-09-08 Cisco Technology, Inc. Spatio-temporal anomaly detection in computer networks using graph convolutional recurrent neural networks (GCRNNs)
US12248877B2 (en) * 2018-05-23 2025-03-11 Movidius Ltd. Hybrid neural network pruning
US10831631B2 (en) * 2018-06-28 2020-11-10 International Business Machines Corporation Continuous time alignment of a collection of independent sensors
US11169514B2 (en) * 2018-08-27 2021-11-09 Nec Corporation Unsupervised anomaly detection, diagnosis, and correction in multivariate time series data
KR102461631B1 (ko) * 2018-09-12 2022-10-31 삼성에스디에스 주식회사 데이터의 결측치 보정 방법 및 장치
WO2020086417A1 (en) * 2018-10-22 2020-04-30 Btech Inc. Detecting battery changeout
KR20210006926A (ko) * 2018-10-30 2021-01-19 모셔널 에이디 엘엘씨 자율 주행 차량에서의 리던던시
CN111126556B (zh) * 2018-10-31 2023-07-25 百度在线网络技术(北京)有限公司 人工神经网络模型的训练方法和装置
JP7408653B2 (ja) * 2018-11-09 2024-01-05 オギュリィ システムズ リミテッド 非定常性機械性能の自動分析
US11880769B2 (en) * 2018-11-14 2024-01-23 Advanced Micro Devices, Inc. Using multiple functional blocks for training neural networks
US11416733B2 (en) 2018-11-19 2022-08-16 Google Llc Multi-task recurrent neural networks
KR102174608B1 (ko) * 2018-11-27 2020-11-05 공주대학교 산학협력단 기계 학습 기반의 채무불이행 예측 장치 및 방법
CN113396457A (zh) * 2018-11-29 2021-09-14 珍纳瑞公司 用于生物物理建模和响应预测的系统、方法和装置
US11664108B2 (en) 2018-11-29 2023-05-30 January, Inc. Systems, methods, and devices for biophysical modeling and response prediction
KR102592830B1 (ko) 2018-12-05 2023-10-23 현대자동차주식회사 차량용 센서퓨전 타겟 예측 장치 및 그의 센서 퓨전 타겟 예측 방법과 그를 포함하는 차량
WO2020118408A1 (en) * 2018-12-11 2020-06-18 The Toronto-Dominion Bank Regularization of recurrent machine-learned architectures
US11995854B2 (en) * 2018-12-19 2024-05-28 Nvidia Corporation Mesh reconstruction using data-driven priors
WO2020158032A1 (ja) * 2019-01-28 2020-08-06 日本電信電話株式会社 推定装置、学習装置、それらの方法、およびプログラム
JP2022518455A (ja) * 2019-01-29 2022-03-15 アクリマ・インコーポレーテッド 車両の環境質管理のためのセンサおよびデータプラットフォーム
US11126179B2 (en) * 2019-02-21 2021-09-21 Zoox, Inc. Motion prediction based on appearance
US11106977B2 (en) * 2019-02-22 2021-08-31 Stratuscent Inc. Systems and methods for learning across multiple chemical sensing units using a mutual latent representation
JP7308476B2 (ja) * 2019-02-28 2023-07-14 国立大学法人 奈良先端科学技術大学院大学 情報処理装置、情報処理方法、および情報処理プログラム
WO2020186509A1 (en) 2019-03-21 2020-09-24 Hangzhou Fabu Technology Co. Ltd A scalable data fusion architecture and related products
DE102019203953A1 (de) * 2019-03-22 2020-09-24 Zf Friedrichshafen Ag Verfahren und Vorrichtung zur Ermittlung eines trainierten Entscheidungsnetzwerks
AU2020253345B2 (en) * 2019-03-29 2025-04-24 Venn Biosciences Corporation Automated detection of boundaries in mass spectrometry data
WO2020202316A1 (ja) * 2019-03-29 2020-10-08 三菱電機株式会社 モデル予測制御装置、モデル予測制御プログラム、モデル予測制御システムおよびモデル予測制御方法
US12112254B1 (en) 2019-04-25 2024-10-08 Perceive Corporation Optimizing loss function during training of network
US11531879B1 (en) 2019-04-25 2022-12-20 Perceive Corporation Iterative transfer of machine-trained network inputs from validation set to training set
US11610154B1 (en) 2019-04-25 2023-03-21 Perceive Corporation Preventing overfitting of hyperparameters during training of network
US11900238B1 (en) 2019-04-25 2024-02-13 Perceive Corporation Removing nodes from machine-trained network based on introduction of probabilistic noise during training
US11176493B2 (en) 2019-04-29 2021-11-16 Google Llc Virtualizing external memory as local to a machine learning accelerator
CN110175425B (zh) * 2019-05-31 2023-02-21 重庆大学 一种基于mmalstm的齿轮剩余寿命的预测方法
EP3748544A1 (en) * 2019-06-03 2020-12-09 IMRA Europe S.A.S. Mixture distribution estimation for future prediction
WO2020252784A1 (zh) * 2019-06-21 2020-12-24 西门子股份公司 电力负荷数据的预测方法、装置及存储介质
US11169506B2 (en) * 2019-06-26 2021-11-09 Cisco Technology, Inc. Predictive data capture with adaptive control
US11125386B2 (en) * 2019-07-15 2021-09-21 Consolidated Edison Company Of New York, Inc. Sensor for steam trap and method of operation
US11222287B2 (en) 2019-07-25 2022-01-11 International Business Machines Corporation Machine learning for failure event identification and prediction
US11966840B2 (en) * 2019-08-15 2024-04-23 Noodle Analytics, Inc. Deep probabilistic decision machines
JP7778466B2 (ja) * 2019-08-16 2025-12-02 ネイバー コーポレーション データ処理方法、プログラム、データ処理装置
JP7371856B2 (ja) * 2019-08-27 2023-10-31 Jr東日本コンサルタンツ株式会社 移動体動線検出システム
US20220242446A1 (en) * 2019-09-02 2022-08-04 Mitsubishi Electric Corporation Automatic driving control device and automatic driving control method
CN114402335B (zh) * 2019-09-11 2025-07-11 维萨国际服务协会 用于管理模型更新的方法、系统和计算机程序产品
US11294756B1 (en) * 2019-09-19 2022-04-05 Amazon Technologies, Inc. Anomaly detection in a network
JP7230755B2 (ja) * 2019-09-26 2023-03-01 いすゞ自動車株式会社 モデル作成装置及びモデル作成方法
JP7163894B2 (ja) * 2019-09-26 2022-11-01 いすゞ自動車株式会社 モデル作成装置及びモデル作成方法
JP7102080B2 (ja) * 2019-09-27 2022-07-19 Kddi株式会社 未来の潜在表現を予測するエンコーダのプログラム、装置及び方法
US11235784B2 (en) * 2019-10-11 2022-02-01 Augmented Radar Imaging, Inc. Selective control transition based on situational awareness
CN110766140A (zh) * 2019-10-22 2020-02-07 电子科技大学 一种基于XGBoost与LSTM的多传感器实时威胁等级分类方法
US11657290B2 (en) * 2019-10-28 2023-05-23 Robert Bosch Gmbh System and method with a robust deep generative model
US10832554B1 (en) 2019-11-13 2020-11-10 International Business Machines Corporation Sensor vectors based on activations of sensors with attributes
US11915123B2 (en) * 2019-11-14 2024-02-27 International Business Machines Corporation Fusing multimodal data using recurrent neural networks
CN110909826A (zh) * 2019-12-10 2020-03-24 新奥数能科技有限公司 一种能源设备的诊断监测方法、装置及电子设备
CN114341924A (zh) 2019-12-17 2022-04-12 谷歌有限责任公司 低功率视觉感测
JP7212609B2 (ja) * 2019-12-18 2023-01-25 Kddi株式会社 予測プログラム、学習装置、予測装置、及び予測方法
US11891087B2 (en) * 2019-12-20 2024-02-06 Uatc, Llc Systems and methods for generating behavioral predictions in reaction to autonomous vehicle movement
EP3886428A1 (en) 2020-03-24 2021-09-29 Canon Kabushiki Kaisha System and edge device
US11556855B2 (en) 2020-03-31 2023-01-17 Sap Se Variational autoencoding for anomaly detection
KR102470431B1 (ko) 2020-04-13 2022-11-25 한국전자통신연구원 불규칙한 시간 간격을 갖는 시계열 데이터의 처리 장치 및 이의 동작 방법
JP7480322B2 (ja) * 2020-04-30 2024-05-09 新華三技術有限公司 デバイス保護方法及びデバイス
US11681914B2 (en) 2020-05-08 2023-06-20 International Business Machines Corporation Determining multivariate time series data dependencies
US12100224B1 (en) 2020-05-21 2024-09-24 Zoox, Inc. Key point detection
US12236705B1 (en) 2020-05-21 2025-02-25 Zoox, Inc. Pedestrian attribute and gesture detection
KR102333271B1 (ko) * 2020-06-10 2021-11-30 경상국립대학교산학협력단 인공 신경망 모델 내 은닉단위의 상관성을 이용한 은닉단위 개수 선정방법 및 이를 이용한 수문기후변수 예측방법
CN111950467B (zh) * 2020-08-14 2021-06-25 清华大学 基于注意力机制的融合网络车道线检测方法及终端设备
CN112164153A (zh) * 2020-09-22 2021-01-01 厦门德威智联科技有限公司 一种ai边缘计算故障诊断器
US20220138537A1 (en) * 2020-11-02 2022-05-05 International Business Machines Corporation Probabilistic nonlinear relationships cross-multi time series and external factors for improved multivariate time series modeling and forecasting
JP7672810B2 (ja) * 2020-11-27 2025-05-08 ロベルト・ボッシュ・ゲゼルシャフト・ミト・ベシュレンクテル・ハフツング データ分析装置及びデータ分析方法
CN112580702B (zh) * 2020-12-10 2024-01-23 深圳技术大学 多传感器协同感知方法及装置
KR102799775B1 (ko) * 2020-12-11 2025-04-25 한국과학기술원 다중 분산 데이터베이스 환경에서 이종 데이터세트의 임베딩 벡터를 이용한 딥 러닝 학습
CN112633584B (zh) * 2020-12-29 2022-06-21 中国地质大学(武汉) 基于改进的LSTM-seq2seq模型的河流突发水污染事故水质预测方法
JP2022112917A (ja) * 2021-01-22 2022-08-03 i-PRO株式会社 監視カメラおよび学習モデル設定支援システム
CN112986941B (zh) * 2021-02-08 2022-03-04 天津大学 一种雷达目标微动特征提取方法
US12195040B1 (en) 2021-03-29 2025-01-14 Zoox, Inc. Graph generation by a generative adversarial network
US12065140B1 (en) * 2021-03-29 2024-08-20 Zoox, Inc. Object trajectory determination
US11867806B2 (en) * 2021-06-04 2024-01-09 Robert Bosch Gmbh Synthetic aperture acoustic imaging with deep generative model
US20220394957A1 (en) * 2021-06-09 2022-12-15 X Development Llc Sensor data processing
WO2022266928A1 (zh) * 2021-06-24 2022-12-29 中山大学 代谢特征谱推断方法、系统、计算机设备及存储介质
KR102655933B1 (ko) * 2021-07-06 2024-04-11 한국전자통신연구원 데이터 증강 방법 및 장치
US20230025848A1 (en) * 2021-07-22 2023-01-26 International Business Machines Corporation Simulating weather scenarios and predictions of extreme weather
CN113554105B (zh) * 2021-07-28 2023-04-18 桂林电子科技大学 一种基于时空融合的物联网缺失数据补全方法
US20230070443A1 (en) * 2021-08-27 2023-03-09 Nec Laboratories America, Inc. Contrastive time series representation learning via meta-learning
US20230083161A1 (en) * 2021-09-16 2023-03-16 Accenture Global Solutions Limited Systems and methods for low latency analytics and control of devices via edge nodes and next generation networks
US12045046B2 (en) * 2021-10-04 2024-07-23 Falkonry Inc. Managing machine operations using encoded multi-scale time series data
US12481253B2 (en) 2021-11-11 2025-11-25 Saudi Arabian Oil Company Method and system for determining steam trap data using machine learning
US12149550B2 (en) 2021-12-08 2024-11-19 L3Harris Technologies, Inc. Systems and methods of network security anomaly detection
US12249158B2 (en) 2021-12-15 2025-03-11 Automotive Research & Testing Center Object detection method
US12190525B2 (en) 2021-12-15 2025-01-07 L3Harris Technologies, Inc. Systems and methods of aviation data communication anomaly detection, as in air traffic control surveillance systems
CN116401537A (zh) * 2021-12-22 2023-07-07 中国科学院信息工程研究所 基于多任务的网络多元时间流量序列异常检测方法及装置
CN114282724A (zh) * 2021-12-24 2022-04-05 中山职业技术学院 水产养殖水体水质预测系统和方法
US12367661B1 (en) 2021-12-29 2025-07-22 Amazon Technologies, Inc. Weighted selection of inputs for training machine-trained network
WO2023149236A1 (ja) * 2022-02-04 2023-08-10 国立大学法人大阪大学 学習装置、予測装置、学習方法、予測方法、学習プログラム及び予測プログラム
US12007832B2 (en) 2022-02-25 2024-06-11 Bank Of America Corporation Restoring a system by load switching to an alternative cloud instance and self healing
US12061465B2 (en) 2022-02-25 2024-08-13 Bank Of America Corporation Automatic system anomaly detection
US20230325654A1 (en) * 2022-04-07 2023-10-12 Qualcomm Incorporated Scalable deep learning design for missing input features
US12443865B2 (en) 2022-07-26 2025-10-14 Eagle Technology, Llc Automatic dependent surveillance broadcast (ADS-B) system providing anomaly detection and related methods
US12271256B2 (en) 2022-10-28 2025-04-08 Falkonry Inc. Anomaly diagnosis for time series data
US20240395028A1 (en) 2023-05-26 2024-11-28 Snap Inc. Latent diffusion model autodecoders
US12457151B2 (en) 2023-08-31 2025-10-28 Oracle International Corporation Multivariate and multi-timescale anomaly detection
CN117793579B (zh) * 2024-02-23 2024-05-28 西安拓米网络科技有限公司 基于物联网的计量设备远程监测管理方法及系统
US20250315520A1 (en) * 2024-04-04 2025-10-09 GM Global Technology Operations LLC Detecting model inversion attacks in federated learning
CN118795521B (zh) * 2024-09-12 2024-11-22 中交星宇科技有限公司 基于卫星定位和通信数传的移动目标监控系统
CN119091686B (zh) * 2024-11-07 2025-01-28 厦门路桥信息股份有限公司 一种基于多智能体强化学习的碰撞预测方法及系统

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0973440A (ja) * 1995-09-06 1997-03-18 Fujitsu Ltd コラム構造の再帰型ニューラルネットワークによる時系列トレンド推定システムおよび方法
JP5142135B2 (ja) * 2007-11-13 2013-02-13 インターナショナル・ビジネス・マシーンズ・コーポレーション データを分類する技術
EP2442239A4 (en) * 2009-06-30 2015-06-03 Ibm SYSTEM, METHOD AND PROGRAM FOR CALCULATING DIAGRAM MOLECULARITIES
TWI515522B (zh) * 2010-12-28 2016-01-01 萬國商業機器公司 測定系統情況的方法、電腦程式及電腦
JP5901140B2 (ja) * 2011-05-17 2016-04-06 インターナショナル・ビジネス・マシーンズ・コーポレーションInternational Business Machines Corporation システムの高い可用性のためにセンサデータを補間する方法、コンピュータプログラム、システム。
DE112012003110B4 (de) * 2011-07-25 2025-07-24 International Business Machines Corporation Verfahren, Programmprodukt und System zur Datenidentifizierung
CN103930912A (zh) * 2011-11-08 2014-07-16 国际商业机器公司 时序数据分析方法、系统和计算机程序
JP5911101B2 (ja) * 2012-08-30 2016-04-27 日本電信電話株式会社 音響信号解析装置、方法、及びプログラム
US9990587B2 (en) * 2015-01-22 2018-06-05 Preferred Networks, Inc. Machine learning heterogeneous edge device, method, and system
JP5816771B1 (ja) * 2015-06-08 2015-11-18 株式会社Preferred Networks 学習装置ユニット
US10460251B2 (en) * 2015-06-19 2019-10-29 Preferred Networks Inc. Cross-domain time series data conversion apparatus, methods, and systems
DE102016008987B4 (de) * 2015-07-31 2021-09-16 Fanuc Corporation Maschinenlernverfahren und Maschinenlernvorrichtung zum Lernen von Fehlerbedingungen, und Fehlervorhersagevorrichtung und Fehlervorhersagesystem, das die Maschinenlernvorrichtung einschließt
US10410113B2 (en) * 2016-01-14 2019-09-10 Preferred Networks, Inc. Time series data adaptation and sensor fusion systems, methods, and apparatus

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4553709A1 (en) 2023-11-08 2025-05-14 Cumulocity GmbH A method for training a machine learning model and a method for healing and/or completing and/or accuracy-increasing of sensor data

Also Published As

Publication number Publication date
US10410113B2 (en) 2019-09-10
US20170206464A1 (en) 2017-07-20
WO2017122784A1 (en) 2017-07-20
JP2019502212A (ja) 2019-01-24

Similar Documents

Publication Publication Date Title
JP6842466B2 (ja) コンピュータシステム、ニューラルネットワークシステム、方法、コンピュータ実行可能プログラム及び車両
US12106232B2 (en) Cross-domain time series data conversion apparatus, methods, and systems
US12056936B2 (en) Model generating apparatus, method and program, and prediction apparatus
Ata et al. Modelling smart road traffic congestion control system using machine learning techniques
US11868684B2 (en) Digital platform using cyber-physical twin structures providing an evolving digital representation of a risk-related real world asset for quantifying risk measurements, and method thereof
US10894545B2 (en) Configuration of a vehicle based on collected user data
Zhang et al. AIoT-enabled digital twin system for smart tunnel fire safety management
EP3583557A1 (en) Homogeneous model of hetergeneous product lifecycle data
WO2020184084A1 (ja) 学習装置、推定装置、データ生成装置、学習方法、及び学習プログラム
JP7453209B2 (ja) 不注意運転予測システム
CN110047275A (zh) 多个连接的车辆的观察结果之间的关联和相似度学习
CN108628281A (zh) 异常检测系统及异常检测方法
JP2018027776A (ja) 運転者行動予測モデルの個人適合
JP7396133B2 (ja) パラメータ調整装置、推論装置、パラメータ調整方法、及びパラメータ調整プログラム
CN113761728B (zh) 基于车联网平台的机场电动特种车辆故障预警方法
CN120597099B (zh) 基于无线传感器的高空作业在线监测预警系统及方法
CN117642750A (zh) 用于训练模型的方法和设备
US12317152B1 (en) Active alert system based on combinatorial analysis of event data and IoT data
WO2024064286A1 (en) Microweather classification
CN120639819A (zh) 一种隧道穿越活动断裂带灾变预警系统
Chen et al. Research on high-fidelity reconstruction algorithm for vehicle trajectory based on centralized spatiotemporal feature fusion
JP2025531475A (ja) メモリ連動可能な階層的構造ベースのイベント検出方法および装置
CN120579830A (zh) 基于物联网的车辆运输过程中的风险实时预警评估方法
CN120404187A (zh) 自动驾驶系统的安全性综合评估方法、装置及相关设备
CN116703037A (zh) 一种基于道路施工的监控方法及装置

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20191220

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20191220

RD03 Notification of appointment of power of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7423

Effective date: 20200212

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20200929

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20201027

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20201215

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: 20210209

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20210219

R150 Certificate of patent or registration of utility model

Ref document number: 6842466

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