CN107315118A - A kind of mobile unit condition detection method - Google Patents

A kind of mobile unit condition detection method Download PDF

Info

Publication number
CN107315118A
CN107315118A CN201610087969.6A CN201610087969A CN107315118A CN 107315118 A CN107315118 A CN 107315118A CN 201610087969 A CN201610087969 A CN 201610087969A CN 107315118 A CN107315118 A CN 107315118A
Authority
CN
China
Prior art keywords
state
acceleration
dismounting
doubtful
data
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
CN201610087969.6A
Other languages
Chinese (zh)
Inventor
黄河清
邓瀚林
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.)
Atsumori (shanghai) Networking Technology Partnership (limited Partnership)
Original Assignee
Atsumori (shanghai) Networking Technology Partnership (limited Partnership)
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 Atsumori (shanghai) Networking Technology Partnership (limited Partnership) filed Critical Atsumori (shanghai) Networking Technology Partnership (limited Partnership)
Priority to CN201610087969.6A priority Critical patent/CN107315118A/en
Publication of CN107315118A publication Critical patent/CN107315118A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/005Testing of electric installations on transport means
    • G01R31/006Testing of electric installations on transport means on road vehicles, e.g. automobiles or trucks

Landscapes

  • Chemical & Material Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Combustion & Propulsion (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Burglar Alarm Systems (AREA)

Abstract

The present invention provides a kind of mobile unit condition detection method, is judged using detection method is fallen, including collection falls data, is compared with historical data, and alarm is removed beyond triggering when falling threshold value;Or carry out comprehensive descision with reference to the data that the data and dump angle detection method that acceleration change overrun testing method is obtained are obtained, judge whether that alarm is removed in triggering, including the historical data for gathering acceleration change information, calling acceleration change degree, judge whether acceleration changes, doubtful dismounting grade;Flip angle status information capture is also carried out simultaneously, the historical data and three-dimensional feature vector of flip angle is called to calculate characteristic value, judge whether to topple over, the present invention uses simple acceleration transducer, reduce hardware cost and power consumption, handled it judgement using computer software, the rapidity and accuracy of result of calculation are realized, while high detection accuracy can be realized according to equipment installation environment self-defined adjusting parameter.

Description

A kind of mobile unit condition detection method
Technical field
The invention mainly relates to sensor technical field, more particularly to a kind of mobile unit condition detection method, based on adding The change of velocity sensor is transfinited, dump angle and composite algorism of falling judge that equipment tolls breakdown the reliability of state.
Background technology
For terminal device, the state change of equipment dismounting is the detection of high accuracy requirement, except using hardware tamper Switch is outer, in addition it is also necessary to the accuracy and reliability of detection are ensured by the algorithm testing mechanism of built-in sensors.
Prior art typically carries out the attitude detection of equipment using single mode, is then detected according to cheap sensor Accuracy rate is not high, higher according to multisensor compound hardware cost and power consumption.
The content of the invention
The present invention, which is provided, realizes the accurate change for judging equipment state, in order to achieve the above object,
The present invention uses following technical scheme:The present invention provides a kind of mobile unit condition detection method, including fall detection side Method, it is described to fall detection method, including:
1)It is described when falling data and falling for equipment using the drop signal data for falling sensor collecting device, by falling biography The signal data that sensor is detected;
2)Call and fall the historical signal data storehouse that sensor is detected, historical signal data storehouse memory storage for numeral letter Number;
3) whether judge to fall data that sensor detects beyond falling threshold value using comparison module, if beyond falling threshold value, Alarm is removed in triggering.
It is preferred that, in addition to dump angle detection method, the dump angle detection method is worked as embodiment device to lean forward Status information, calculates flip angle, and extract the characteristic value by dump angle using angle of inclination detection algorithm;It is described to topple over Angle detecting method includes:1)The signal data of the tilt state of equipment, the tilt state are collected using obliquity sensor Signal data be equipment run-off the straight when, as the signal detected by obliquity sensor;2)Obliquity sensor is obtained to have gathered Digital signal data historical record, the historical data gathered according to obliquity sensor, extract three-dimensional feature vector;3)According to 2)In characteristic vector calculate on 1)In data signal characteristic value;4)Characteristic value exceeds tilt threshold, judges to think Doubtful dismounting state, is represented to be judged according to dump angle with E2 and thinks to be currently at doubtful dismounting state.
It is preferred that, in addition to acceleration change overrun testing method, the acceleration change overrun testing method includes:1) The acceleration signal data in three directions of acceleration transducer collection X, Y, Z axis, 2)X, Y, Z axis three is obtained by data summarization The intensity of variation of the acceleration in direction;3) historical data of the acceleration change gathered is obtained, an acceleration rate threshold is set; 4)Judge that the intensity of variation of acceleration is in doubtful dismounting grade;The acceleration change overrun testing algorithm judges equipment Acceleration change degree, when being represented to exceed acceleration rate threshold according to acceleration change degree with E1, judges and thinks current place In doubtful dismounting state.
It is preferred that, in addition to:Dump angle detection method and acceleration change overrun testing method, represent that basis adds with E1 Velocity variations degree thinks to be currently at doubtful dismounting state, is represented to be judged according to dump angle with E2 and think to be currently at Doubtful dismounting state, with reference to E1 and/or E2, acceleration rate threshold, tilt threshold, carries out the judgement of equipment state, the equipment shape State includes:00th, 01,10,11 4 states, wherein 00 state is equipment init state;01 state is in occur acceleration Doubtful dismounting state, 10 states are run-off the straight, in doubtful dismounting state, and 11 remove warning information state to send.
It is preferred that, when entering 01 state by 00 state, counter T is reset;Counter T is added up during state 01, In state 01, such as occur event E1, then again reset counter T, when entering state 11 by state 01, record upper one Historic state, in state 11, sends dismounting warning information, and determines NextState according to the historic state of record, by shape When state 11 enters corresponding state, counter T is reset.
It is preferred that, when entering 10 state by 00 state, counter T is reset;Counter T is added up during state 10, In state 10, such as occur event E2, then again reset counter T;
When entering state 11 by state 10, a upper historic state is recorded, in state 11, dismounting warning information, and root is sent NextState is determined according to the historic state of record, when entering corresponding state by state 11, counter T is reset.
The present invention also provides [l1] dump angle detection method and acceleration change overrun testing method, the flip angle Spending detection method is used for the current tilt state information of embodiment device, calculates flip angle using angle of inclination detection algorithm, and extract By the characteristic value of dump angle, when being represented with E2 according to dump angle beyond the tilt threshold of setting, judge and think to work as It is preceding to be in doubtful dismounting state;
The acceleration change overrun testing method is used to judge that equipment is in doubtful dismounting grade, is transfinited using acceleration change Detection method algorithm judges equipment Acceleration intensity of variation, is represented to exceed acceleration rate threshold according to acceleration change degree with E1 When, judge and think to be currently at doubtful dismounting state;
With reference to E1 and/or E2, acceleration rate threshold, tilt threshold, the judgement of equipment state is carried out, the equipment state includes:00、 01st, 10,11 4 states, wherein 00 state is equipment init state;Is acceleration occurs for 01 state, in doubtful dismounting shape State, 10 states are run-off the straight, in doubtful dismounting state, and 11 remove warning information state to send.
It is preferred that, the dump angle detection method includes:1)The tilt state of equipment is collected using obliquity sensor Signal data, when the signal data of the tilt state is equipment run-off the straight, as the signal detected by obliquity sensor; 2)The digital signal data historical record that acquisition obliquity sensor has been gathered, the historical data gathered according to obliquity sensor, Extract three-dimensional feature vector;3)According to 2)In characteristic vector calculate on 1)In data signal characteristic value;4)Feature Value exceeds threshold value, and doubtful dismounting state is thought in judgement, when being represented to exceed tilt threshold according to dump angle with E2, judges and recognizes To be currently at doubtful dismounting state.
It is preferred that, the acceleration change overrun testing method includes:1)Three sides of acceleration transducer collection X, Y, Z axis To acceleration signal data 2)The intensity of variation of the acceleration in three directions of X, Y, Z axis is obtained by data summarization;3) obtain The historical data of the acceleration change gathered, sets a threshold parameter;4)Judge the intensity of variation of acceleration in doubtful Grade is removed, when representing that acceleration change degree exceeds acceleration rate threshold with E1, judges and thinks to be currently at doubtful dismounting State.
It is preferred that, when entering 01 state by 00 state, counter T is reset;Counter T is added up during state 01, In state 01, such as occur event E1, then again reset counter T, when entering state 11 by state 01, record upper one Historic state, in state 11, sends dismounting warning information, and determines NextState according to the historic state of record, by shape When state 11 enters corresponding state, counter T is reset.
It is preferred that, when entering 10 state by 00 state, counter T is reset;Counter T is added up during state 10, In state 10, such as occur event E2, then again reset counter T;When entering state 11 by state 10, record upper one Historic state, in state 11, sends dismounting warning information, and determines NextState according to the historic state of record, by shape When state 11 enters corresponding state, counter T is reset.
Beneficial effects of the present invention:The present invention uses simple acceleration transducer, reduces hardware
Cost and power consumption, carry out various states detection and COMPREHENSIVE CALCULATING processing of the present invention based on simple acceleration transducer Algorithm, is handled it judgement using computer software, the rapidity and accuracy of result of calculation is realized, while can pacify according to equipment The dress self-defined adjusting parameter of environment realizes high detection accuracy.
Brief description of the drawings
Fig. 1 is dismounting detection algorithm flow chart of the invention;
Fig. 2 is the flow chart of the invention on falling detection;
Flow charts of the Fig. 3 for the present invention on dump angle detection method;
Flow charts of the Fig. 4 for the present invention on acceleration detection;
Fig. 5 is the algorithm flow chart of comprehensive descision of the present invention;
1st, detection algorithm output result in angle of inclination is from normally switching to topple over;
2nd, detection algorithm output result is fallen from normally switching to fall;
3rd, the fusion of acceleration change overrun testing algorithm and angle of inclination detection algorithm;
4th, alarm is removed in triggering.
Embodiment
Understand as shown in Figure 1, the present invention provides a kind of mobile unit condition detection method, including falls detection method progress Judgement, acceleration change overrun testing method and dump angle detection method, mainly including following five kinds combination judgment modes:
(1) data obtained according to acceleration change overrun testing method think that equipment is in doubtful dismounting state for judgement;
(2) according to dump angle detection method, obtained data think that equipment is in doubtful dismounting state for judgement;
(3) it can directly judge whether equipment is fallen and trigger dismounting alarm according to falling the data that detection method obtains;
(4) acceleration change overrun testing method and the combination for falling detection method, for confirming to judge that equipment is in doubtful Dismounting state still triggers dismounting alarm status;
(5) dump angle detection method and the combination for falling detection method, for confirming to judge that equipment is to be in doubtful dismounting shape State still triggers dismounting alarm status;
(6) data that the data and dump angle detection method obtained according to acceleration change overrun testing method are obtained are integrated Judge, for judging whether equipment is fallen and dismounting alarm of setting out.
(7) while acceleration change overrun testing method and dump angle detection method are combined, also with falling detection side The combination of method judges, state is fallen for reaffirming that equipment is in;
Understand as shown in Figure 2, the detection method of falling includes 1)Using the drop signal data for falling sensor collecting device, It is described when falling data and falling for equipment, by falling the signal data that sensor is detected;2)Call and fall sensor and detect Historical signal data storehouse, historical signal data storehouse memory storage for digital signal data;3) judged using comparison module Whether fall data that sensor detects beyond threshold value is fallen, if beyond threshold value is fallen, alarm is removed in triggering.
Carry out it is above-mentioned fall detection method and carry out falling inspection data acquisition to set fall threshold value, fall data acquisition base Carried out on the basis of test system, the test system includes:Perceive card, collector and PC, the perception card peace Mounted in chest top surface or side, acceleration transducer is installed in the perception card, whether torn open for detection device from chest Remove, the acceleration transducer is connected by wireless communication module with collector, the serial ports that the data of collection are passed through into collector Communication is conveyed to PC, falls data test including normal level state is fallen, plumbness is fallen, tilt angled fall Fall test,
(1)Carry out normal level state to fall, its testing procedure is:
1)By empty carton opening upwards, bottom spreads shock absorbing foam, is positioned over level ground;2)Collector is ready to, it is ensured that EM equipment module is in normal operating conditions;3)Collector ensures to perceive the height for being positioned in 1.5 m directly over sky carton, card face Parallel to ground;4)Start to gather acceleration transducer data, the time continues 10 seconds or so;5)Collector, which decontrols, perceives card, By its free-electron model;6)Continue to gather acceleration transducer data, to perception card remains stationary;7)Collection completes 1 group of data, with Numerical nomenclature rule preserves acceleration transducer data;8)Repeat step 1-7 operation, gathers 5 groups of data samples altogether.
(2)Carry out plumbness to fall, its testing procedure is:
1)By empty carton opening upwards, bottom spreads shock absorbing foam, is positioned over level ground;2)Collector is ready to, it is ensured that EM equipment module is in normal operating conditions;3)Collector ensures to perceive the height for being positioned in 1.5 m directly over sky carton, card face Perpendicular to ground;4)Start to gather acceleration transducer data, the time continues 10 seconds or so;5)Collector, which decontrols, perceives card, By its free-electron model;6)Continue to gather acceleration transducer data, to perception card remains stationary;7)Collection completes 1 group of data, with Numerical nomenclature rule preserves acceleration transducer data;8)Repeat step 1-7 operation, gathers 5 groups of data samples altogether.
(3)Progress inclination is angled to be fallen, and its testing procedure is:
1)By empty carton opening upwards, bottom spreads shock absorbing foam, is positioned over level ground;2)Collector is ready to, it is ensured that EM equipment module is in normal operating conditions;3)Collector ensures to perceive the height for being positioned in 1.5 m directly over sky carton, card face There is certain angle with ground;4)Start to gather acceleration transducer data, the time continues 10 seconds or so;5)Collector decontrols sense Card is known, by its free-electron model;6)Continue to gather acceleration transducer data, to perception card remains stationary;7)Collection completes 1 group of number According to numerical nomenclature rule preservation acceleration transducer data;8)The operation of repeat step 1 ~ 7, gathers 5 groups of data samples altogether This.
Drop test carries out 15 groups of tests, collects 15 groups of data samples, data simulation fitting is carried out by PC, using trial and error Method, which is chosen, falls threshold value;
Understand as shown in Figure 3, the dump angle detection method includes:1)Topple over shape using what obliquity sensor collected equipment The signal data of state, when the signal data of the tilt state is equipment run-off the straight, as the letter detected by obliquity sensor Number;2)Obtain the digital signal data historical record that obliquity sensor has been gathered, the history number gathered according to obliquity sensor According to extraction three-dimensional feature vector;3)According to 2)In characteristic vector calculate on 1)In data signal characteristic value;4)It is special Value indicative exceeds tilt threshold, and doubtful dismounting state is thought in judgement, and the tilt threshold beyond setting according to dump angle is represented with E2 When, judge and think to be currently at doubtful dismounting state;
Topple over test using card progress is perceived, it is described to topple over test based on progress, the test system on the basis of test system Include:Card, collector and PC are perceived, the perception card is arranged in chest top surface or side, the perception card and installed There is acceleration transducer, whether removed for detection device from chest, the acceleration transducer passes through wireless communication module It is connected with collector, the data of collection is conveyed to PC by the serial communication of collector, it is described to topple over testing procedure and be:
(1)Sticker is perceived to carry out toppling over test when case top:
1)Sticker will be perceived in chest top surface, chest normally lies against ground;2)Collector is ready to, it is ensured that at EM equipment module In normal operating conditions;3)Start to gather acceleration transducer data, the time continues 10 seconds or so;4)Collector's selection is final It is that x-axis topples over chest perpendicular to the direction on ground;5)After the completion of chest is toppled over, continue to gather 10 seconds left sides of acceleration transducer data It is right;6)Collection completes 1 group of data, and acceleration transducer data are preserved with numerical nomenclature rule;7)The operation of repeat step 1 ~ 6, 2 groups of data samples are gathered altogether;8)X-axis in step 4 is changed to y-axis, repeat step 1-7 operation.
(2)Sticker is perceived to carry out toppling over test when case side:
1)Sticker will be perceived in chest side, chest normally lies against ground;2)Collector is ready to, it is ensured that at EM equipment module In normal operating conditions;3)Start to gather acceleration transducer data, the time continues 10 seconds or so;4)Collector is to post sense The side for knowing card is that starting point selects first side to be final patch ground clockwise, topples over chest;5) chest topples over completion Afterwards, continue to gather acceleration transducer data 10 seconds or so;6) collection completes 1 group of data, is preserved and accelerated with numerical nomenclature rule Spend sensing data;7) repeat step 1-6 operation, gathers 2 groups of data samples altogether;8) successively by step 4)In patch ground Second, the 3rd side are changed to, 1-7 operation is respectively repeated steps.
When carrying out dump angle data acquisition, the data of 10 groups of dump angles are collected, PC end is imitated the data True fitting, and tilt threshold is chosen using trial and error method;
Understand as shown in Figure 4, the acceleration change overrun testing method includes:1)Acceleration transducer gathers X, Y, Z axis three The acceleration signal data in individual direction, 2)The intensity of variation of the acceleration in three directions of X, Y, Z axis is obtained by data summarization;3) The historical data of the acceleration change gathered is obtained, an acceleration rate threshold is set;4)Judge at the intensity of variation of acceleration In doubtful dismounting grade, when being represented to exceed acceleration rate threshold according to acceleration change degree with E1, judge and think current place In doubtful dismounting state.
The choosing method of the acceleration rate threshold is:, can be direct by test system when casing generating state changes The delta data of acceleration is collected, and emulation fitting is carried out at PC end, acceleration change threshold value is chosen with reference to trial and error method.
Understood with reference to Fig. 1,3,4,5, be used to sentence with reference to dump angle detection method and acceleration change overrun testing method Disconnected whether to trigger dismounting alarm, the dump angle detection method is used for the current tilt state information of embodiment device, utilizes inclination Angle detection algorithm calculates flip angle, and extracts the characteristic value by dump angle, represents to be made according to dump angle with E2 and sentences It is disconnected to think to be currently at doubtful dismounting state;The acceleration change overrun testing method is used to judge that equipment is in doubtful remove Grade, judges equipment Acceleration intensity of variation using acceleration change overrun testing algorithm, is represented with E1 according to acceleration change Degree, which is judged, to be thought to be currently at doubtful dismounting state;Carried out with reference to E1 and/or E2 and acceleration rate threshold, tilt threshold The judgement of equipment state.
Understand as shown in Figure 5, equipment state is divided into 00,01,10,11 4 states, and 00 state is equipment init state; Is acceleration occurs for 01 state, in doubtful dismounting state, and 10 states are run-off the straight, in doubtful dismounting state, and 11 be hair Go out to remove warning information state.
It is preferred that, when entering 01 state by 00 state, counter T is reset;Counter T is added up during state 01, In state 01, such as occur event E1, then again reset counter T, when entering state 11 by state 01, record upper one Historic state, in state 11, sends dismounting warning information, and determines NextState according to the historic state of record, by shape When state 11 enters corresponding state, counter T is reset.
It is preferred that, when entering 10 state by 00 state, counter T is reset;Counter T is added up during state 10, In state 10, such as occur event E2, then again reset counter T;When entering state 11 by state 10, record upper one Historic state, in state 11, sends dismounting warning information, and determines NextState according to the historic state of record, by shape When state 11 enters corresponding state, counter T is reset.
The principle and its effect of above-described embodiment only illustrative present patent application, not for limitation this patent Shen Please.Any person skilled in the art can all be carried out without prejudice under the spirit and scope of present patent application to above-described embodiment Modifications and changes.Therefore, such as those of ordinary skill in the art without departing from the essence disclosed in present patent application God is with all equivalent modifications completed under technological thought or change, and the claim that should be asked by this patent is covered.
Acceleration change overrun testing method, doubtful dismounting state is obtained as power 2.

Claims (11)

1. a kind of mobile unit condition detection method, it is characterised in that:It is described to fall detection method including falling detection method, Including:
1)It is described when falling data and falling for equipment using the drop signal data for falling sensor collecting device, by falling biography The signal data that sensor is detected;
2)Call and fall the historical signal data storehouse that sensor is detected, historical signal data storehouse memory storage for numeral letter Number;
3) whether judge to fall data that sensor detects beyond falling threshold value using comparison module, if beyond falling threshold value, Alarm is removed in triggering.
2. a kind of mobile unit condition detection method according to claim 1, it is characterised in that:Also include dump angle to examine Survey method, the dump angle detection method is used for the current tilt state information of embodiment device, utilizes angle of inclination detection algorithm Flip angle is calculated, and extracts the characteristic value by dump angle;The dump angle detection method includes:1)Sensed using inclination angle Device collects the signal data of the tilt state of equipment, when the signal data of the tilt state is equipment run-off the straight, by inclining Signal detected by angle transducer;2)The digital signal data historical record that obliquity sensor has been gathered is obtained, according to inclination angle The historical data that sensor has been gathered, extracts three-dimensional feature vector;3)According to 2)In characteristic vector calculate on 1)In The characteristic value of data signal;4)Characteristic value exceeds tilt threshold, and judgement is thought doubtful dismounting state, represented with E2 according to flip angle Degree, which is judged, to be thought to be currently at doubtful dismounting state.
3. a kind of mobile unit condition detection method according to claim 1, it is characterised in that:Also include acceleration change Overrun testing method, the acceleration change overrun testing method includes:1)Three directions of acceleration transducer collection X, Y, Z axis Acceleration signal data, 2)The intensity of variation of the acceleration in three directions of X, Y, Z axis is obtained by data summarization;3) obtain The historical data of the acceleration change of collection, sets an acceleration rate threshold;4)Judge the intensity of variation of acceleration in doubtful Remove grade;The acceleration change overrun testing algorithm judges equipment Acceleration intensity of variation, represents that basis adds with E1 When velocity variations degree exceeds acceleration rate threshold, judge and think to be currently at doubtful dismounting state.
4. a kind of mobile unit condition detection method according to claim 1, it is characterised in that:Also include:Dump angle Detection method and acceleration change overrun testing method, are represented to be thought to be currently at doubtful tear open according to acceleration change degree with E1 Except state, represented to be judged according to dump angle with E2 and think to be currently at doubtful dismounting state, with reference to E1 and/or E2, added Threshold speed, tilt threshold, carry out the judgement of equipment state, and the equipment state includes:00th, 01,10,11 4 states, its In 00 state be equipment init state;Is acceleration occurs for 01 state, in doubtful dismounting state, and 10 states is incline Tiltedly, warning information state is removed in doubtful dismounting state, 11 to send.
5. the method according to claim 4 for being used to judge equipment state, it is characterised in that:01 shape is entered by 00 state During state, counter T is reset;Counter T is added up during state 01, in state 01, such as occurs event E1, then again will Counter T is reset, when entering state 11 by state 01, records a upper historic state, in state 11, sends dismounting alarm letter Breath, and NextState is determined according to the historic state of record, when entering corresponding state by state 11, counter T is reset.
6. the method according to claim 5 for being used to judge equipment state, it is characterised in that:10 shapes are entered by 00 state During state, counter T is reset;
Counter T is added up during state 10, in state 10, such as occurs event E2, then again resets counter T;
When entering state 11 by state 10, a upper historic state is recorded, in state 11, dismounting warning information, and root is sent NextState is determined according to the historic state of record, when entering corresponding state by state 11, counter T is reset.
[7. l1] dump angle detection method and acceleration change overrun testing method, the dump angle detection method are used for The current tilt state information of embodiment device, calculates flip angle, and extract by dump angle using angle of inclination detection algorithm Characteristic value, when being represented with E2 according to dump angle beyond the tilt threshold of setting, judges and thinks to be currently at doubtful dismounting State;
The acceleration change overrun testing method is used to judge that equipment is in doubtful dismounting grade, is transfinited using acceleration change Detection method algorithm judges equipment Acceleration intensity of variation, is represented to exceed acceleration rate threshold according to acceleration change degree with E1 When, judge and think to be currently at doubtful dismounting state;
With reference to E1 and/or E2, acceleration rate threshold, tilt threshold, the judgement of equipment state is carried out, the equipment state includes:00、 01st, 10,11 4 states, wherein 00 state is equipment init state;Is acceleration occurs for 01 state, in doubtful dismounting shape State, 10 states are run-off the straight, in doubtful dismounting state, and 11 remove warning information state to send.
A kind of mobile unit condition detection method of piece 8. [l2] described in 7, it is characterised in that:The dump angle detection method Including:1)The signal data of the tilt state of equipment is collected using obliquity sensor, the signal data of the tilt state is During equipment run-off the straight, as the signal detected by obliquity sensor;2)Obtain the data signal number that obliquity sensor has been gathered According to historical record, the historical data gathered according to obliquity sensor extracts three-dimensional feature vector;3)According to 2)In feature to Gauge is calculated on 1)In data signal characteristic value;4)Characteristic value exceeds threshold value, and judgement thinks doubtful dismounting state, uses E2 When representing to exceed tilt threshold according to dump angle, judge and think to be currently at doubtful dismounting state.
9. a kind of mobile unit condition detection method according to claim 7, it is characterised in that:The acceleration change surpasses Limit detection method includes:1)The acceleration signal data in three directions of acceleration transducer collection X, Y, Z axis, 2)Converged by data The intensity of variation of total acceleration for obtaining three directions of X, Y, Z axis;3) historical data of the acceleration change gathered is obtained, if A fixed threshold parameter;4)Judge that the intensity of variation of acceleration is in doubtful dismounting grade, acceleration change degree is represented with E1 During beyond acceleration rate threshold, judge and think to be currently at doubtful dismounting state.
10. the method that being used for according to claim 8,9 judges equipment state, it is characterised in that:Entered by 00 state During 01 state, counter T is reset;
Counter T is added up during state 01, in state 01, such as occurs event E1, then again resets counter T, by When state 01 enters state 11, a upper historic state is recorded, in state 11, dismounting warning information is sent, and according to record Historic state determine NextState, by state 11 enter corresponding state when, counter T is reset.
11. the method that being used for according to claim 8,9 judges equipment state, it is characterised in that:Entered by 00 state During 10 state, counter T is reset;
Counter T is added up during state 10, in state 10, such as occurs event E2, then again resets counter T;
When entering state 11 by state 10, a upper historic state is recorded, in state 11, dismounting warning information, and root is sent NextState is determined according to the historic state of record, when entering corresponding state by state 11, counter T is reset.
CN201610087969.6A 2016-04-27 2016-04-27 A kind of mobile unit condition detection method Pending CN107315118A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201610087969.6A CN107315118A (en) 2016-04-27 2016-04-27 A kind of mobile unit condition detection method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610087969.6A CN107315118A (en) 2016-04-27 2016-04-27 A kind of mobile unit condition detection method

Publications (1)

Publication Number Publication Date
CN107315118A true CN107315118A (en) 2017-11-03

Family

ID=60184349

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201610087969.6A Pending CN107315118A (en) 2016-04-27 2016-04-27 A kind of mobile unit condition detection method

Country Status (1)

Country Link
CN (1) CN107315118A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107909809A (en) * 2017-11-08 2018-04-13 深圳市唯恩科技有限公司 Power alarm verification method, equipment and computer-readable recording medium
CN112781584A (en) * 2020-12-25 2021-05-11 海尔数字科技(无锡)有限公司 Cargo state detection method based on acceleration sensor

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101837767A (en) * 2010-05-28 2010-09-22 石磐 Combined burglar alarm for automotive equipment
CN102722115A (en) * 2012-07-02 2012-10-10 三一重工股份有限公司 Remote controller and method for preventing misoperation of remote controller
CN103854315A (en) * 2012-12-04 2014-06-11 天津中兴软件有限责任公司 Detaching-preventing device
CN104729587A (en) * 2015-03-27 2015-06-24 国家电网公司 Large electric power material transportation monitoring system and method

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101837767A (en) * 2010-05-28 2010-09-22 石磐 Combined burglar alarm for automotive equipment
CN102722115A (en) * 2012-07-02 2012-10-10 三一重工股份有限公司 Remote controller and method for preventing misoperation of remote controller
CN103854315A (en) * 2012-12-04 2014-06-11 天津中兴软件有限责任公司 Detaching-preventing device
CN104729587A (en) * 2015-03-27 2015-06-24 国家电网公司 Large electric power material transportation monitoring system and method

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107909809A (en) * 2017-11-08 2018-04-13 深圳市唯恩科技有限公司 Power alarm verification method, equipment and computer-readable recording medium
CN112781584A (en) * 2020-12-25 2021-05-11 海尔数字科技(无锡)有限公司 Cargo state detection method based on acceleration sensor

Similar Documents

Publication Publication Date Title
EP1747947B1 (en) Method and apparatus for detecting a pedestrian impact
CN102227189B (en) Method and apparatus for fall detection
CN101111770B (en) Fall detecting method and fall detecting device
CN101354265B (en) Method and device for counting steps
CN103581852B (en) The method, device and mobile terminal system of falling over of human body detection
US20130197856A1 (en) Method and system for discerning a false positive in a fall detection signal
CN103577836B (en) Falling over of human body detection model method for building up and model system
CN106941561A (en) Mobile terminal falls detection method, fall protection method and mobile terminal
CN103733078A (en) Estimating velocity in a horizontal or vertical direction from acceleration measurements
WO2006060077A1 (en) System and method for fall detection
CN106617456B (en) Safety helmet safety monitoring method
CN107303428A (en) Basketball goal decision method and system based on image procossing
CN109910679A (en) A kind of battery pack impact strength monitoring device
CN106527764A (en) Judgment method and system for rotation fall of electronic terminal and electronic terminal
CN103428901B (en) A kind of mobile terminal and its data guard method
CN105741491B (en) Fall detection warning system and method based on Kalman filtering Yu KNN algorithms
CN104111154B (en) Vibration trend analysis method and vibration trend analysis system of wind generating set
CN107491702A (en) A kind of shatter-resistant method and shatter-resistant system based on intelligent terminal
CN107315118A (en) A kind of mobile unit condition detection method
CN106203512A (en) The detection method of falling down based on multi-sensor information fusion
CN105243787B (en) A kind of Falls in Old People warning system, alarm method and alarm
CN109839245A (en) Electronic device and its waterproof quality guarantee condition judging method
CN106996989A (en) A kind of robot housing collision checking method
CN108806019A (en) Driving recording data processing method based on acceleration transducer and device
CN111812356B (en) Fall detection method and device based on triaxial accelerometer

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

Application publication date: 20171103

WD01 Invention patent application deemed withdrawn after publication