GB2581604B - Monitoring vehicular operation risk using sensing devices - Google Patents

Monitoring vehicular operation risk using sensing devices Download PDF

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Publication number
GB2581604B
GB2581604B GB2004809.6A GB202004809A GB2581604B GB 2581604 B GB2581604 B GB 2581604B GB 202004809 A GB202004809 A GB 202004809A GB 2581604 B GB2581604 B GB 2581604B
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United Kingdom
Prior art keywords
sensing devices
operation risk
vehicular operation
monitoring vehicular
monitoring
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GB2004809.6A
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English (en)
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GB202004809D0 (en
GB2581604A (en
Inventor
Monteil Julien
Lassoued Yassine
Russo Giovanni
Mevissen Martin
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International Business Machines Corp
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International Business Machines Corp
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Publication of GB2581604A publication Critical patent/GB2581604A/en
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Classifications

    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/008—Registering or indicating the working of vehicles communicating information to a remotely located station
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/08—Registering or indicating performance data other than driving, working, idle, or waiting time, with or without registering driving, working, idle or waiting time
    • G07C5/0841—Registering performance data
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/08—Registering or indicating performance data other than driving, working, idle, or waiting time, with or without registering driving, working, idle or waiting time
    • G07C5/0841—Registering performance data
    • G07C5/085—Registering performance data using electronic data carriers
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • G06N5/022—Knowledge engineering; Knowledge acquisition
    • G06N5/025—Extracting rules from data
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/048—Fuzzy inferencing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Automation & Control Theory (AREA)
  • Fuzzy Systems (AREA)
  • Computational Linguistics (AREA)
  • Traffic Control Systems (AREA)
GB2004809.6A 2017-10-03 2018-09-21 Monitoring vehicular operation risk using sensing devices Active GB2581604B (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US15/723,671 US10902336B2 (en) 2017-10-03 2017-10-03 Monitoring vehicular operation risk using sensing devices
PCT/IB2018/057278 WO2019069170A1 (en) 2017-10-03 2018-09-21 MONITORING THE RISK OF OPERATION OF A VEHICLE USING DETECTION DEVICES

Publications (3)

Publication Number Publication Date
GB202004809D0 GB202004809D0 (en) 2020-05-13
GB2581604A GB2581604A (en) 2020-08-26
GB2581604B true GB2581604B (en) 2022-04-27

Family

ID=65897249

Family Applications (1)

Application Number Title Priority Date Filing Date
GB2004809.6A Active GB2581604B (en) 2017-10-03 2018-09-21 Monitoring vehicular operation risk using sensing devices

Country Status (6)

Country Link
US (1) US10902336B2 (enExample)
JP (1) JP7257727B2 (enExample)
CN (1) CN111164661B (enExample)
DE (1) DE112018004000B4 (enExample)
GB (1) GB2581604B (enExample)
WO (1) WO2019069170A1 (enExample)

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Also Published As

Publication number Publication date
CN111164661B (zh) 2022-03-04
DE112018004000B4 (de) 2024-05-08
GB202004809D0 (en) 2020-05-13
US10902336B2 (en) 2021-01-26
JP7257727B2 (ja) 2023-04-14
DE112018004000T5 (de) 2020-04-16
GB2581604A (en) 2020-08-26
CN111164661A (zh) 2020-05-15
WO2019069170A1 (en) 2019-04-11
US20190102689A1 (en) 2019-04-04
JP2020536317A (ja) 2020-12-10

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