SG11201809423VA - Driving model training method, driver identification method, apparatuses, device and medium - Google Patents

Driving model training method, driver identification method, apparatuses, device and medium

Info

Publication number
SG11201809423VA
SG11201809423VA SG11201809423VA SG11201809423VA SG11201809423VA SG 11201809423V A SG11201809423V A SG 11201809423VA SG 11201809423V A SG11201809423V A SG 11201809423VA SG 11201809423V A SG11201809423V A SG 11201809423VA SG 11201809423V A SG11201809423V A SG 11201809423VA
Authority
SG
Singapore
Prior art keywords
training
driving model
driving
acquiring
apparatuses
Prior art date
Application number
SG11201809423VA
Inventor
Xin Jin
Zhuangwei Wu
Chuan Zhang
Yuanyuan Zhao
Duxin Huang
Yongjian Liang
Li Huo
Original Assignee
Ping An Technology Shenzhen 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 Ping An Technology Shenzhen Co Ltd filed Critical Ping An Technology Shenzhen Co Ltd
Publication of SG11201809423VA publication Critical patent/SG11201809423VA/en

Links

Classifications

    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W40/00—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models
    • B60W40/08—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models related to drivers or passengers
    • B60W40/09—Driving style or behaviour
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G06F18/24137—Distances to cluster centroïds
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/285—Selection of pattern recognition techniques, e.g. of classifiers in a multi-classifier system
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W40/00—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models
    • B60W40/08—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models related to drivers or passengers
    • B60W2040/0809—Driver authorisation; Driver identity check

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Transportation (AREA)
  • Mechanical Engineering (AREA)
  • Automation & Control Theory (AREA)
  • Traffic Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Control Of Driving Devices And Active Controlling Of Vehicle (AREA)

Abstract

DRIVING MODEL TRAINING METHOD, DRIVER IDENTIFICATION METHOD, APPARATUSES, DEVICE AND MEDIUM A driving model training method, a driver identification method, apparatuses, a device and a medium are provided. The driving model training method comprises: acquiring training behavior data of a user wherein the training behavior data are associated with a user iden tifier; acquiring training drivin g data associated with the user identifier based on the training behavior data; acquiring positive and negative samples from the training driving data based on the user identifier, and dividing the positive and negative samples into a training set and a test set; training the training set using a bagging algorithm, and acquiring an original driving model; and testing the original driving model using the test set, and acquiring a ta rget driving model. The driving model training method effectively enhances generalization of the driving model, solves the problem of a poor iden tification result of the current driving identification model, and improves an accuracy rate of identifying driving of a driver. FIG. 1
SG11201809423VA 2017-09-19 2017-10-31 Driving model training method, driver identification method, apparatuses, device and medium SG11201809423VA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201710846499.1A CN107679557B (en) 2017-09-19 2017-09-19 Driving model training method, driver identification method, device, equipment and medium
PCT/CN2017/108517 WO2019056497A1 (en) 2017-09-19 2017-10-31 Driving model training method, driver recognition method, device, apparatus and medium

Publications (1)

Publication Number Publication Date
SG11201809423VA true SG11201809423VA (en) 2019-04-29

Family

ID=61137308

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11201809423VA SG11201809423VA (en) 2017-09-19 2017-10-31 Driving model training method, driver identification method, apparatuses, device and medium

Country Status (4)

Country Link
US (2) US20210188290A1 (en)
CN (1) CN107679557B (en)
SG (1) SG11201809423VA (en)
WO (1) WO2019056497A1 (en)

Families Citing this family (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110197435B (en) * 2018-04-23 2023-09-26 腾讯科技（深圳）有限公司 Object recognition method and device, storage medium and electronic device
WO2019222183A1 (en) * 2018-05-14 2019-11-21 Allstate Insurance Company Matching drivers with shared vehicles to optimize shared vehicle services
CN108921200B (en) * 2018-06-11 2021-07-30 百度在线网络技术（北京）有限公司 Method, apparatus, device and medium for classifying driving scene data
CN108791302B (en) * 2018-06-25 2020-05-19 大连大学 Driver behavior modeling system
CN108791308B (en) * 2018-06-25 2020-05-19 大连大学 System for constructing driving strategy based on driving environment
CN108891421B (en) * 2018-06-25 2020-05-19 大连大学 Method for constructing driving strategy
CN108819948B (en) * 2018-06-25 2020-05-19 大连大学 Driver behavior modeling method based on reverse reinforcement learning
CN108944940B (en) * 2018-06-25 2020-05-19 大连大学 Driver behavior modeling method based on neural network
CN109241709B (en) * 2018-08-03 2023-04-07 平安科技（深圳）有限公司 User behavior identification method and device based on slider verification code verification
CN109241711B (en) * 2018-08-22 2023-04-18 平安科技（深圳）有限公司 User behavior identification method and device based on prediction model
CN109598410A (en) * 2018-10-31 2019-04-09 平安科技（深圳）有限公司 Presell methods of risk assessment, system, computer installation and readable storage medium storing program for executing
CN109635335B (en) * 2018-11-12 2024-05-28 平安科技（深圳）有限公司 Driving risk prediction method, device, computer equipment and storage medium
CN109685120A (en) * 2018-12-11 2019-04-26 中科恒运股份有限公司 Quick training method and terminal device of the disaggregated model under finite data
CN109905362B (en) * 2019-01-08 2022-05-13 平安科技（深圳）有限公司 User request detection method and device, computer equipment and storage medium
CN109936561B (en) * 2019-01-08 2022-05-13 平安科技（深圳）有限公司 User request detection method and device, computer equipment and storage medium
CN109829932A (en) * 2019-01-18 2019-05-31 创新奇智(宁波)科技有限公司 A kind of collecting method and device of automatic foreground extraction
CN110232150B (en) * 2019-05-21 2023-04-14 平安科技（深圳）有限公司 User data analysis method and device, readable storage medium and terminal equipment
CN110223291B (en) * 2019-06-20 2021-03-19 南开大学 Network method for training fundus lesion point segmentation based on loss function
CN112541515A (en) * 2019-09-23 2021-03-23 北京京东乾石科技有限公司 Model training method, driving data processing method, device, medium and equipment
US11245545B2 (en) 2019-10-24 2022-02-08 Dell Products L.P. Implementation of internet of things-enabled connectivity devices for processing operation information of devices lacking network connectivity
US11201801B2 (en) 2019-10-24 2021-12-14 Dell Products L.P. Machine learning-based determinations of lifespan information for devices in an internet of things environment
CN110940971B (en) * 2019-11-06 2022-05-31 四川川大智胜软件股份有限公司 Radar target point trace recording method and device and storage medium
CN111126617B (en) * 2019-12-02 2024-03-29 东软集团股份有限公司 Method, device and equipment for selecting fusion model weight parameters
CN111143552B (en) * 2019-12-05 2023-06-27 支付宝(杭州)信息技术有限公司 Text information category prediction method and device and server
CN112989295A (en) * 2019-12-16 2021-06-18 北京沃东天骏信息技术有限公司 User identification method and device
CN111209796B (en) * 2019-12-19 2023-08-29 中国平安财产保险股份有限公司 Driving behavior detection method and device, electronic equipment and medium
CN111242195B (en) * 2020-01-06 2023-06-20 蚂蚁胜信(上海)信息技术有限公司 Model, insurance wind control model training method and device and electronic equipment
CN111274376B (en) * 2020-01-21 2023-06-02 支付宝(杭州)信息技术有限公司 Method and system for training mark prediction model
CN111274377B (en) * 2020-01-23 2023-06-02 支付宝(杭州)信息技术有限公司 Method and system for training mark prediction model
CN111382403A (en) * 2020-03-17 2020-07-07 同盾控股有限公司 Training method, device, equipment and storage medium of user behavior recognition model
CN115004191A (en) * 2020-03-20 2022-09-02 深圳市欢太数字科技有限公司 Information identification method and device, storage medium and electronic equipment
CN111931837B (en) * 2020-07-31 2022-03-25 广州景骐科技有限公司 Driving event recognition and training method, device, equipment and storage medium thereof
CN112001482B (en) * 2020-08-14 2024-05-24 佳都科技集团股份有限公司 Vibration prediction and model training method, device, computer equipment and storage medium
CN112053610A (en) * 2020-10-29 2020-12-08 延安大学 VR virtual driving training and examination method based on deep learning
CN112163285B (en) * 2020-11-03 2024-01-23 浙江天行健智能科技有限公司 Modeling method of road surface type prediction model for simulating driving system
CN112183899A (en) * 2020-11-04 2021-01-05 北京嘀嘀无限科技发展有限公司 Method, device, equipment and storage medium for determining safety degree prediction model
CN112519769A (en) * 2020-11-20 2021-03-19 上善智城(苏州)信息科技有限公司 Braking method and device based on intelligent driving habit learning technology
CN112651443A (en) * 2020-12-28 2021-04-13 华北科技学院 Driving style identification model evaluation method, device, medium and equipment based on machine learning
CN112721949B (en) * 2021-01-12 2022-07-12 重庆大学 Method for evaluating longitudinal driving personification degree of automatic driving vehicle
CN112758100B (en) * 2021-02-03 2023-03-14 洪丰 Accelerator mistaken stepping detection method and device
CN112835958A (en) * 2021-02-04 2021-05-25 中国工商银行股份有限公司 Target customer determination method and device
CN112948687B (en) * 2021-03-25 2023-05-02 重庆高开清芯智联网络科技有限公司 Node message recommendation method based on name card file characteristics
WO2023272635A1 (en) * 2021-06-30 2023-01-05 华为技术有限公司 Target position determining method, determining apparatus and determining system
CN113611405A (en) * 2021-08-10 2021-11-05 平安科技（深圳）有限公司 Physical examination item recommendation method, device, equipment and medium
CN113635906B (en) * 2021-08-30 2023-07-25 武汉理工大学 Driving style identification method and device based on local time sequence extraction algorithm
CN113968234B (en) * 2021-11-29 2023-05-02 深圳市科莱德电子有限公司 Vehicle auxiliary driving control method and device and vehicle-mounted controller
CN114278727B (en) * 2021-12-31 2023-02-07 清华大学 Vehicle automatic gear shifting control method, system, medium and equipment under limit working condition
CN114332520B (en) * 2022-03-14 2022-06-17 中汽信息科技(天津)有限公司 Abnormal driving behavior recognition model construction method based on deep learning
CN114627649B (en) * 2022-04-13 2022-12-27 北京魔门塔科技有限公司 Speed control model generation method, vehicle control method and device
CN115526888A (en) * 2022-11-17 2022-12-27 博奥生物集团有限公司 Eye pattern data identification method and device, storage medium and electronic equipment

Family Cites Families (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2002003152A2 (en) * 2000-06-29 2002-01-10 Aspen Technology, Inc. Computer method and apparatus for constraining a non-linear approximator of an empirical process
CN101695445B (en) * 2009-10-29 2011-11-23 浙江大学 Acceleration transducer-based gait identification method
US8287055B2 (en) * 2010-09-28 2012-10-16 Robert Bosch Gmbh Brake control of a vehicle based on driver behavior
CN102756650A (en) * 2011-04-29 2012-10-31 常州工学院 Device for preventing drunk driving
US9324193B2 (en) * 2011-09-08 2016-04-26 The Boeing Company Methods and systems for cost-based control of aircraft health data reporting
US9311298B2 (en) * 2013-06-21 2016-04-12 Microsoft Technology Licensing, Llc Building conversational understanding systems using a toolset
TWI492010B (en) * 2013-10-23 2015-07-11 Nat Univ Tsing Hua Used in the factory to carry out the manufacturing method of verification
US9881221B2 (en) * 2013-10-24 2018-01-30 Conduent Business Services, Llc Method and system for estimating gaze direction of vehicle drivers
US9324321B2 (en) * 2014-03-07 2016-04-26 Microsoft Technology Licensing, Llc Low-footprint adaptation and personalization for a deep neural network
US9384334B2 (en) * 2014-05-12 2016-07-05 Microsoft Technology Licensing, Llc Content discovery in managed wireless distribution networks
US9384335B2 (en) * 2014-05-12 2016-07-05 Microsoft Technology Licensing, Llc Content delivery prioritization in managed wireless distribution networks
US9367490B2 (en) * 2014-06-13 2016-06-14 Microsoft Technology Licensing, Llc Reversible connector for accessory devices
US10493996B2 (en) * 2014-09-22 2019-12-03 Future Technology Partners, Llc Method and system for impaired driving detection, monitoring and accident prevention with driving habits
CN104463201B (en) * 2014-11-28 2018-01-19 杭州华为数字技术有限公司 A kind of identification driving condition, the method and device of driver
CN106203437B (en) * 2015-05-07 2017-11-24 平安科技（深圳）有限公司 Individual driving behavior recognition methods and device
CN105426638A (en) * 2015-12-24 2016-03-23 吉林大学 Driver behavior characteristic identification device
US10315665B2 (en) * 2016-01-29 2019-06-11 Faraday & Future Inc. System and method for driver pattern recognition, identification, and prediction
CN105809193B (en) * 2016-03-07 2019-03-26 山东大学 A kind of recognition methods of the illegal vehicle in use based on kmeans algorithm
US11138524B2 (en) * 2016-03-11 2021-10-05 Uber Technologies, Inc. Cascaded boosted predictive models
US10407078B2 (en) * 2016-04-26 2019-09-10 Sivalogeswaran Ratnasingam Dynamic learning driving system and method
CN106782602B (en) * 2016-12-01 2020-03-17 南京邮电大学 Speech emotion recognition method based on deep neural network
CN106682602B (en) * 2016-12-16 2020-01-21 深圳市华尊科技股份有限公司 Driver behavior identification method and terminal
CN106951468B (en) * 2017-03-02 2018-12-28 腾讯科技（深圳）有限公司 Talk with generation method and device
US11465631B2 (en) * 2017-12-08 2022-10-11 Tesla, Inc. Personalization system and method for a vehicle based on spatial locations of occupants' body portions
US11440555B2 (en) * 2020-05-18 2022-09-13 Verizon Connect Development Limited Systems and methods for detecting and classifying an unsafe maneuver of a vehicle
US20220032924A1 (en) * 2020-07-30 2022-02-03 Morgan State University System and method for driver distraction detection and classification

Also Published As

Publication number Publication date
CN107679557A (en) 2018-02-09
WO2019056497A1 (en) 2019-03-28
US20210188290A1 (en) 2021-06-24
CN107679557B (en) 2020-11-27
US20240132078A1 (en) 2024-04-25

Similar Documents

Publication Publication Date Title
SG11201809423VA (en) Driving model training method, driver identification method, apparatuses, device and medium
MY194097A (en) Method for determining user behaviour preference, and method and device for presenting recommendation information
EP3611657A4 (en) Model training method and method, apparatus, and device for determining data similarity
EP3968222A4 (en) Classification task model training method, apparatus and device and storage medium
EP3989119A4 (en) Detection model training method and apparatus, computer device, and storage medium
MY201873A (en) Risk address identification method and apparatus, and electronic device
SG11201909068XA (en) Methods and apparatuses for dynamically adding facial images into database, electronic devices, media and programs
EP3644236C0 (en) Cnn-based learning method, learning device for selecting useful training data and test method, test device using the same
WO2015065729A3 (en) Causal saliency time inference
EP3627759A4 (en) Method and apparatus for encrypting data, method and apparatus for training machine learning model, and electronic device
EP4219071A3 (en) Methods and apparatus to compensate impression data for misattribution and/or non-coverage by a database proprietor
SG11201707797QA (en) Method and device for unlocking air conditioning unit and server
MX2016006128A (en) Determining vehicle occupant location.
EP3779789A4 (en) Classification model generation method and device, and data identification method and device
WO2018191421A8 (en) Image-based vehicle damage determining method, apparatus, and electronic device
PH12017500340A1 (en) Method and apparatus for obtaining locating information
MX2016015708A (en) Brain-computer interface for facilitating direct selection of multiple-choice answers and the identification of state changes.
EP3621038A3 (en) Methods and devices for replacing expression, and computer readable storage media
MX2016004238A (en) Gear-shifting prompting method and device of bicycle.
MX2014014747A (en) Methods and apparatus to associate transactions with media impressions.
AU2017408798A1 (en) Method and device of analysis based on model, and computer readable storage medium
EP3989120A4 (en) Method and device for generating training sample for semantic segmentation model, storage medium, and electronic device
PH12018501426A1 (en) Service fallback method and apparatus
EP4083857A4 (en) Information prediction model training method and apparatus, information prediction method and apparatus, storage medium, and device
MX359919B (en) Security verification method and apparatus.