CN107890351A - A kind of fatigue driving recognition methods - Google Patents

A kind of fatigue driving recognition methods Download PDF

Info

Publication number
CN107890351A
CN107890351A CN201711199593.9A CN201711199593A CN107890351A CN 107890351 A CN107890351 A CN 107890351A CN 201711199593 A CN201711199593 A CN 201711199593A CN 107890351 A CN107890351 A CN 107890351A
Authority
CN
China
Prior art keywords
heartbeat
fatigue driving
signal
image
control device
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.)
Pending
Application number
CN201711199593.9A
Other languages
Chinese (zh)
Inventor
陆昊昊
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.)
Nantong Shang Li Mechanical And Electrical Engineering Equipment Co Ltd
Original Assignee
Nantong Shang Li Mechanical And Electrical Engineering Equipment 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 Nantong Shang Li Mechanical And Electrical Engineering Equipment Co Ltd filed Critical Nantong Shang Li Mechanical And Electrical Engineering Equipment Co Ltd
Priority to CN201711199593.9A priority Critical patent/CN107890351A/en
Publication of CN107890351A publication Critical patent/CN107890351A/en
Pending legal-status Critical Current

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/16Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
    • A61B5/18Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state for vehicle drivers or machine operators
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/024Detecting, measuring or recording pulse rate or heart rate
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/68Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
    • A61B5/6887Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient mounted on external non-worn devices, e.g. non-medical devices
    • A61B5/6893Cars
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/74Details of notification to user or communication with user or patient ; user input means
    • A61B5/746Alarms related to a physiological condition, e.g. details of setting alarm thresholds or avoiding false alarms
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • G08B21/02Alarms for ensuring the safety of persons
    • G08B21/06Alarms for ensuring the safety of persons indicating a condition of sleep, e.g. anti-dozing alarms

Landscapes

  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Animal Behavior & Ethology (AREA)
  • Veterinary Medicine (AREA)
  • Biophysics (AREA)
  • Pathology (AREA)
  • Public Health (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Medical Informatics (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • General Health & Medical Sciences (AREA)
  • Physiology (AREA)
  • Cardiology (AREA)
  • Hospice & Palliative Care (AREA)
  • Child & Adolescent Psychology (AREA)
  • Developmental Disabilities (AREA)
  • Educational Technology (AREA)
  • Business, Economics & Management (AREA)
  • Psychiatry (AREA)
  • Psychology (AREA)
  • Social Psychology (AREA)
  • General Physics & Mathematics (AREA)
  • Emergency Management (AREA)
  • Auxiliary Drives, Propulsion Controls, And Safety Devices (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)

Abstract

Fatigue driving recognition methods includes initialization step, driving path image acquisition step, driving path image procossing, analytical procedure, driver's heartbeat acquisition step and fatigue driving judgment step, wherein control device connects driving path test module respectively by serial communication line, fatigue driving test module and triggers circuit, control device controls image collecting device collection vehicle front-end image signal in the process of moving, by the picture signal after processing judge vehicle whether straight-line travelling, heartbeat detection means starts to detect driver's heartbeat signal in driver's heartbeat acquisition step, and heartbeat signal is transmitted to control device;Control device sees if fall out default heartbeat scope according to the heartbeat signal, and speed is limited in safe range by control device if beyond default heartbeat scope, warning device produces sound and light alarm signal.

Description

A kind of fatigue driving recognition methods
Technical field
The present invention relates to intelligence test field, more particularly to a kind of fatigue driving recognition methods.
Background technology
Driver produces the imbalance of physiological function and mental function, objectively driven after continuous driving for a long time Sail technical ability and decline phenomenon, driver's poor sleeping quality or deficiency, long-duration driving vehicle, fatigue, driving fatigue meeting easily occur Have influence on the aspects such as attention, sensation, consciousness, thinking, judgement, decision and the motion of driver, even if drive more than 4 hours it is tired Please sail, it is necessary to can just continue to drive after resting more than 20 minutes, the monitoring to fatigue driving is just particularly important.
At present, the monitoring to fatigue driving is broadly divided into time supervision, mileage monitoring and to driver's condition Monitoring.Wherein time supervision is mainly the monitoring to the vehicle drive time, such as after vehicle travels 4 hours, driver is entered Row is reminded, monitoring of the mileage monitoring mainly to vehicle drive mileage, such as after vehicle travels 200 kilometers, driver is entered Row is reminded, and the monitoring to driver's condition is mainly monitored using sensor to the pupil of driver, is judged with this Driver whether fatigue driving.Time supervision and mileage monitoring can not subjective explanation driver whether fatigue driving, for difference Driver do not have versatility, and when driver needs wearing spectacles to be driven, the pupil of driver is monitored Larger error is then had, easily causes erroneous judgement.
The content of the invention
In order to overcome above mentioned problem, the present invention provides a kind of fatigue driving recognition methods, driven during straight-line travelling Person is most also easy to produce sense tired out, therefore, the present invention using driving path test module, fatigue driving test module, control device and Triggers circuit, its straight line traveling during, by the test to driver's heartbeat with judge driver whether fatigue driving.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the fatigue driving recognition methods bag Include:Initialization step, driving path image acquisition step, driving path image procossing, analytical procedure, driver's heartbeat collection step Suddenly, fatigue driving judgment step;
The fatigue driving recognition methods comprises the following steps:
Step 1:Initialization step, control device connect driving path test module, fatigue driving respectively by serial communication line Test module and triggers circuit, the driving path test module include image collecting device and data processing equipment, the figure As harvester is installed on the vehicle front, the fatigue driving test module includes heartbeat detection device and warning device, The triggers circuit electrically connects with the heartbeat detection device and the warning device respectively;
Step 2:Driving path image acquisition step, the control device control described image harvester gather the vehicle and existed Front-end image signal during traveling, and described image signal is transmitted to the data processing equipment, the data processing dress Put and denoising, contour extraction processing are carried out to described image signal;
Step 3:Driving path image procossing, analytical procedure, the picture signal after processing is transmitted to the control device, passed through Picture signal after processing judge the vehicle whether straight-line travelling, if straight-line travelling, then described in the control device instruction Triggers circuit produces low level trigger signal, and the low level trigger signal is transmitted to the fatigue driving test module, To open the fatigue driving test module, and step 4 is carried out, if not straight-line travelling, then repeat the above steps 2;
Step 4:Driver's heartbeat acquisition step, the heartbeat detection device start to detect driver's heartbeat signal, and by described in Heartbeat signal is transmitted to the control device;
Step 5:Fatigue driving judgment step, the control device see if fall out default heartbeat model according to the heartbeat signal Enclose, if without departing from the default heartbeat scope, repeating said steps 4, the control if beyond the default heartbeat scope Device indicates that the triggers circuit produces high trigger signal, and the high trigger signal is transmitted to the alarm and filled Put, meanwhile, speed is limited in safe range by the control device, the warning device produces sound and light alarm signal.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the fatigue driving test module is set It is placed on the steering wheel for vehicle, by perceiving driver's pulse to obtain driver's heartbeat signal.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the default heartbeat scope be less than 50 beats/min or more than 110 beats/min.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, described image harvester includes CCD Image acquiring sensor and video capture card.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, described image harvester is installed on On the vehicle front axis.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the vehicle is judged in the step 3 Whether the method for straight-line travelling comprises the following steps:
Step 31:Use described image harvester collection road void/real diagram picture;
Step 32:The contours extract of the road void/real diagram picture is come out using the data processing equipment;
Step 33:The profile information of the road void/real diagram picture is transmitted to the control device, if the road is empty/real If the contour line of line image is vertical with the vehicle front, the control device judges its straight line traveling, if described If the contour line of road void/real diagram picture and the vehicle front out of plumb, the control device judge the vehicle not with Straight-line travelling.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the heartbeat detection device includes the One resistance, second resistance, 3rd resistor, power supply, photoelectrical coupler and triode, first resistor one end connection signal input End, the other end are connected with the base stage of the triode, and one end of the second resistance is connected with the colelctor electrode of the triode, separately One end is connected with the power supply, and the emitter stage of the triode is connected with the positive pole of the light emitting diode of the photoelectrical coupler, Described 3rd resistor one end connects the colelctor electrode of the phototriode of the photoelectrical coupler, and the other end is connected with the power supply, The current collection of the phototriode of the photoelectrical coupler extremely heartbeat signal output end, and photoelectrical coupler is grounded.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the heartbeat detection device is arranged on On the steering wheel for vehicle, vehicle driver's finger contacts the heartbeat detection device in driving procedure, is obtained with this described The heartbeat signal of driver.
Fatigue driving recognition methods according to an embodiment of the invention, wherein, the data processing equipment is to institute When stating the image progress contour extraction processing of image acquisition device, the energy of image is calculated first, wherein,For custom parameter, span 0-1,For in image outline Portion's average gray value,For average gray value outside image outline,For averaged curve function,, whereinFor custom parameter;Then the maximum of image energy is asked for, is calculated with thisValue, maximum image zooming-out profile is finally reached to energy.
Brief description of the drawings
Fig. 1 is a kind of real-time driving fatigue monitoring system schematic diagram of the present invention;
Fig. 2 is the heartbeat detection device circuit figure of the present invention.
Reference:
R1:First resistor;R2:Second resistance;R3:3rd resistor;VCC:Power supply;T2:Photoelectrical coupler;T1:Triode; Vin:Signal input part;Vout:Signal output part.
Embodiment
Fatigue driving recognition methods of the present invention is described in detail with reference to the accompanying drawings and examples.
As illustrated in fig. 1 and 2, the present invention provides a kind of fatigue driving recognition methods, and driver is most during straight-line travelling Sense tired out is also easy to produce, therefore, the present invention utilizes driving path test module, fatigue driving test module, control device and triggering Circuit, its straight line traveling during, by the test to driver's heartbeat with judge driver whether fatigue driving.
As shown in figure 1, real-time driving fatigue monitoring system includes:Driving path test module, fatigue driving test module, control Device and triggers circuit;
Driving path test module includes image collecting device and data processing equipment, wherein, image collecting device is installed on car Front end, image collecting device are used for collection vehicle front-end image signal, and picture signal is transmitted to number in the process of moving According to processing unit, data processing equipment carries out denoising, contour extraction processing to picture signal, and the picture signal after processing is passed Transport to control device, by the picture signal after processing judge the vehicle whether straight-line travelling, if straight-line travelling, then control Device instruction triggers circuit produces low level trigger signal, and low level trigger signal is transmitted to fatigue driving test module, To open fatigue driving test module, if not straight-line travelling, then triggers circuit does not produce trigger signal;
Fatigue driving test module includes heartbeat detection device and warning device, wherein, heartbeat detection device, which is used to detect, to be driven Person's heartbeat signal, and heartbeat signal is transmitted to control device, control device the default heart is seen if fall out according to heartbeat signal Scope is jumped, control device instruction triggers circuit produces high trigger signal if beyond default heartbeat scope, and by high level Trigger signal is transmitted to warning device, meanwhile, speed is limited in safe range by control device, warning device produces sound and light alarm Signal.
Fatigue driving recognition methods comprises the following steps:
Step 1:Initialization step, control device connect driving path test module, fatigue driving respectively by serial communication line Test module and triggers circuit, driving path test module include image collecting device and data processing equipment, image collector Put and be installed on the vehicle front, fatigue driving test module includes heartbeat detection device and warning device, triggers circuit difference Electrically connected with heartbeat detection device and warning device;
Step 2:Driving path image acquisition step, vehicle described in control device control image acquisition device are running over journey Middle front-end image signal, and picture signal is transmitted to data processing equipment, data processing equipment picture signal is carried out denoising, Contour extraction processing;
Step 3:Driving path image procossing, analytical procedure, the picture signal after processing is transmitted to control device, pass through processing Picture signal afterwards judge vehicle whether straight-line travelling, if straight-line travelling, then control device instruction triggers circuit produces low electricity Flat trigger signal, and low level trigger signal is transmitted to fatigue driving test module, to open fatigue driving test module, and Continue step 4, if not straight-line travelling, then repeat the above steps 2;
Step 4:Driver's heartbeat acquisition step, heartbeat detection device start to detect driver's heartbeat signal, and by heartbeat signal Transmit to control device;
Step 5:Fatigue driving judgment step, control device sees if fall out default heartbeat scope according to heartbeat signal, if not Beyond default heartbeat scope, then 4 are repeated the above steps, control device instruction triggers circuit produces if beyond default heartbeat scope High trigger signal, and high trigger signal is transmitted to warning device, meanwhile, speed is limited in safety by control device Scope, warning device produce sound and light alarm signal.
Fatigue driving test module is arranged on steering wheel for vehicle, by perceiving driver's pulse to obtain driver's heartbeat Signal.
Default heartbeat scope is less than 50 beats/min or more than 110 beats/min.
Image collecting device includes ccd image collection sensor and video capture card.
Image collecting device is installed on vehicle front axis.
Vehicle on road when travelling, if straight-line travelling, then road void/real diagram of image acquisition device as Contour line is vertical with vehicle front, if not straight-line travelling, then road void/solid line image contour line of image acquisition device With vehicle front out of plumb, by road void/real diagram picture come judge vehicle whether the applicable various road conditions of straight-line travelling, and sentence Disconnected result is more accurate.
Judge whether the method for straight-line travelling comprises the following steps vehicle in step 3:
Step 31:Use image acquisition device road void/real diagram picture;
Step 32:The contours extract of road void/real diagram picture is come out using data processing equipment;
Step 33:The profile information of road void/real diagram picture is transmitted to control device, if the profile of road void/real diagram picture If line is vertical with vehicle front, control device judges that its straight line travels, if if the contour line and car of road void/real diagram picture Front end out of plumb, then control device judge vehicle not with straight-line travelling.
Heartbeat detection device includes first resistor R1, second resistance R2,3rd resistor R3, power supply VCC, photoelectrical coupler T2 With triode T1, first resistor R1 one end connection signal input part Vin, the other end is connected with triode T1 base stage, the second electricity Resistance R2 one end is connected with triode T1 colelctor electrode, and the other end is connected with power supply VCC, triode T1 emitter stage and photoelectricity coupling The positive pole of clutch T2 light emitting diode is connected, the current collection of 3rd resistor R3 one end connection photoelectrical coupler T2 phototriode Pole, the other end are connected with power supply VCC, the current collection extremely signal output part Vout, and light of photoelectrical coupler T2 phototriode Electric coupler is grounded.
Heartbeat detection device is arranged on steering wheel for vehicle, and vehicle driver's finger contacts heartbeat detection in driving procedure Device, the heartbeat signal of driver is obtained with this.
Data processing equipment calculates image first when the image to image acquisition device carries out contour extraction processing Energy, wherein,For custom parameter, span 0-1,For figure Picture contoured interior average gray value,For average gray value outside image outline,For averaged curve function,, whereinFor custom parameter;Then the maximum of image energy is asked for, is calculated with thisValue, maximum image zooming-out profile is finally reached to energy.
It should be noted last that the above embodiments are merely illustrative of the technical solutions of the present invention and it is unrestricted.Although ginseng The present invention is described in detail according to embodiment, it will be understood by those within the art that, to the technical side of the present invention Case is modified or equivalent substitution, and without departure from the spirit and scope of technical solution of the present invention, it all should cover in the present invention Right among.

Claims (9)

1. a kind of fatigue driving recognition methods, it is characterised in that the fatigue driving recognition methods comprises the following steps:
Step 1:Initialization step, control device connect driving path test module, fatigue driving respectively by serial communication line Test module and triggers circuit, the driving path test module include image collecting device and data processing equipment, the figure As harvester is installed on the vehicle front, the fatigue driving test module includes heartbeat detection device and warning device, The triggers circuit electrically connects with the heartbeat detection device and the warning device respectively;
Step 2:Driving path image acquisition step, the control device control described image harvester gather the vehicle and existed Front-end image signal during traveling, and described image signal is transmitted to the data processing equipment, the data processing dress Put and denoising, contour extraction processing are carried out to described image signal;
Step 3:Driving path image procossing, analytical procedure, the picture signal after processing is transmitted to the control device, passed through Picture signal after processing judge the vehicle whether straight-line travelling, if straight-line travelling, then described in the control device instruction Triggers circuit produces low level trigger signal, and the low level trigger signal is transmitted to the fatigue driving test module, To open the fatigue driving test module, and step 4 is carried out, if not straight-line travelling, then repeat the above steps 2;
Step 4:Driver's heartbeat acquisition step, the heartbeat detection device start to detect driver's heartbeat signal, and by described in Heartbeat signal is transmitted to the control device;
Step 5:Fatigue driving judgment step, the control device see if fall out default heartbeat model according to the heartbeat signal Enclose, if without departing from the default heartbeat scope, repeating said steps 4, the control if beyond the default heartbeat scope Device indicates that the triggers circuit produces high trigger signal, and the high trigger signal is transmitted to the alarm and filled Put, meanwhile, speed is limited in safe range by the control device, the warning device produces sound and light alarm signal.
2. fatigue driving recognition methods according to claim 1, it is characterised in that the fatigue driving test module is set In on the steering wheel for vehicle, by perceiving driver's pulse to obtain driver's heartbeat signal.
3. fatigue driving recognition methods according to claim 1, it is characterised in that the default heartbeat scope is less than 50 Beat/min or more than 110 beats/min.
4. fatigue driving recognition methods according to claim 1, it is characterised in that described image harvester includes CCD Image acquiring sensor and video capture card.
5. fatigue driving recognition methods according to claim 1, it is characterised in that described image harvester is installed on institute State on vehicle front axis.
6. fatigue driving recognition methods according to claim 1, it is characterised in that the vehicle is judged in the step 3 Whether the method for straight-line travelling comprises the following steps:
Step 31:Use described image harvester collection road void/real diagram picture;
Step 32:The contours extract of the road void/real diagram picture is come out using the data processing equipment;
Step 33:The profile information of the road void/real diagram picture is transmitted to the control device, if the road is empty/real If the contour line of line image is vertical with the vehicle front, the control device judges its straight line traveling, if described If the contour line of road void/real diagram picture and the vehicle front out of plumb, the control device judge the vehicle not with Straight-line travelling.
7. fatigue driving recognition methods according to claim 1, it is characterised in that the heartbeat detection device includes first Resistance, second resistance, 3rd resistor, power supply, photoelectrical coupler and triode, first resistor one end connection signal input End, the other end are connected with the base stage of the triode, and one end of the second resistance is connected with the colelctor electrode of the triode, separately One end is connected with the power supply, and the emitter stage of the triode is connected with the positive pole of the light emitting diode of the photoelectrical coupler, Described 3rd resistor one end connects the colelctor electrode of the phototriode of the photoelectrical coupler, and the other end is connected with the power supply, The current collection of the phototriode of the photoelectrical coupler extremely heartbeat signal output end, and the photoelectrical coupler is grounded.
8. fatigue driving recognition methods according to claim 1, it is characterised in that the heartbeat detection device is arranged on institute State on steering wheel for vehicle, vehicle driver's finger contacts the heartbeat detection device in driving procedure, and described drive is obtained with this The heartbeat signal for the person of sailing.
9. fatigue driving recognition methods according to claim 1, it is characterised in that the data processing equipment is to described When the image of image acquisition device carries out the contour extraction processing, the energy of image is calculated first,, wherein,For custom parameter, span 0-1,For the average ash in image outline inside Angle value,For average gray value outside image outline,For averaged curve function,, its InFor custom parameter;Then the maximum of image energy is asked for, is calculated with thisFor value, finally reach maximum to energy Image zooming-out profile.
CN201711199593.9A 2017-11-26 2017-11-26 A kind of fatigue driving recognition methods Pending CN107890351A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201711199593.9A CN107890351A (en) 2017-11-26 2017-11-26 A kind of fatigue driving recognition methods

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201711199593.9A CN107890351A (en) 2017-11-26 2017-11-26 A kind of fatigue driving recognition methods

Publications (1)

Publication Number Publication Date
CN107890351A true CN107890351A (en) 2018-04-10

Family

ID=61806056

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201711199593.9A Pending CN107890351A (en) 2017-11-26 2017-11-26 A kind of fatigue driving recognition methods

Country Status (1)

Country Link
CN (1) CN107890351A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110371133A (en) * 2019-06-28 2019-10-25 神龙汽车有限公司 Fatigue of automobile driver detection system and method
US10972817B2 (en) 2019-02-25 2021-04-06 Huawei Technologies Co., Ltd. Topology processing method, apparatus, and system

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6172600B1 (en) * 1996-08-29 2001-01-09 Aisin Seiki Kabushiki Kaisha Vehicle condition detecting apparatus
CN1670480A (en) * 2004-03-19 2005-09-21 三菱扶桑卡客车公司 Vehicle running state determining device
CN1874910A (en) * 2003-11-05 2006-12-06 戴姆勒·克莱斯勒股份有限公司 Active lane assistant
CN202183154U (en) * 2011-07-26 2012-04-04 山东大学 Anti-fatigue driving early warning system
CN105654675A (en) * 2016-04-07 2016-06-08 深圳市云传智联技术有限公司 Early warning system and device for driver fatigue

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6172600B1 (en) * 1996-08-29 2001-01-09 Aisin Seiki Kabushiki Kaisha Vehicle condition detecting apparatus
CN1874910A (en) * 2003-11-05 2006-12-06 戴姆勒·克莱斯勒股份有限公司 Active lane assistant
CN1670480A (en) * 2004-03-19 2005-09-21 三菱扶桑卡客车公司 Vehicle running state determining device
CN202183154U (en) * 2011-07-26 2012-04-04 山东大学 Anti-fatigue driving early warning system
CN105654675A (en) * 2016-04-07 2016-06-08 深圳市云传智联技术有限公司 Early warning system and device for driver fatigue

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10972817B2 (en) 2019-02-25 2021-04-06 Huawei Technologies Co., Ltd. Topology processing method, apparatus, and system
CN110371133A (en) * 2019-06-28 2019-10-25 神龙汽车有限公司 Fatigue of automobile driver detection system and method

Similar Documents

Publication Publication Date Title
CN106218405A (en) Fatigue driving monitoring method and cloud server
CN106571015A (en) Driving behavior data collection method based on Internet
CN105678959A (en) Monitoring and early-warning method and system for fatigue driving
EP3010416A1 (en) Imaging-based monitoring of stress and fatigue
CN106236046A (en) Driver fatigue monitoring system
CN104068868A (en) Method and device for monitoring driver fatigue on basis of machine vision
CN111645694B (en) Driver driving state monitoring system and method based on attitude estimation
CN107890351A (en) A kind of fatigue driving recognition methods
CN108186034A (en) A kind of driver fatigue detection device and method of work
CN106467057A (en) The method of lane departure warning, apparatus and system
CN111938599B (en) Driver physical characteristic recognition-based fatigue driving monitoring system
CN109875583B (en) Fatigue driving detection system and method based on AR technology
CN106600894A (en) Fatigue driving and drunk driving monitoring and warning system
CN111105594A (en) Vehicle and recognition method and device for fatigue driving of driver
CN104299363A (en) Fatigue driving pre-warning system based on multi-feature fusion
CN111354162A (en) Monitoring system for health fatigue and prevention of driver
CN113838265A (en) Fatigue driving early warning method and device and electronic equipment
CN104875617A (en) Limiting device and limiting method for preventing drunk driving or fatigue driving
CN107169481A (en) A kind of based reminding method and device
CN116674388B (en) Vehicle monitoring and analyzing system based on vehicle-mounted sensor
Islam et al. Car Accident Prevention And Health Monitoring System For Drivers
CN107886679A (en) A kind of real-time driving fatigue monitoring system
CN205930709U (en) Lane departure early warning system
CN206678975U (en) A kind of safe driving of vehicle accessory system
CN106821359A (en) A kind of biological parameter feedback control system and its application

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WD01 Invention patent application deemed withdrawn after publication
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20180410