CN115423468A - Public transport operation management system based on smart city - Google Patents

Public transport operation management system based on smart city Download PDF

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CN115423468A
CN115423468A CN202210648275.0A CN202210648275A CN115423468A CN 115423468 A CN115423468 A CN 115423468A CN 202210648275 A CN202210648275 A CN 202210648275A CN 115423468 A CN115423468 A CN 115423468A
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孙伟嘉
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    • GPHYSICS
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    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q20/3276Short range or proximity payments by means of M-devices using a pictured code, e.g. barcode or QR-code, being read by the M-device
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    • 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
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    • G08B21/24Reminder alarms, e.g. anti-loss alarms

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Abstract

The invention discloses a public transport operation management system based on a smart city, and belongs to the technical field of public transport management of the smart city. The invention relates to a public transport operation management system based on a smart city, which comprises a prepayment module, a communication module, a verification module, a sight detection module, an output module, a reminding module and an alarm module, wherein the prepayment module is used for receiving a payment instruction; the output end of the pre-payment module is electrically connected with the input end of the communication module; the output end of the communication module is electrically connected with the input end of the verification module; the output end of the eye detection is electrically connected with the input end of the output module; the output end of the output module is electrically connected with the input end of the reminding module; the invention improves the ordering and rapidity of getting on the bus by using a pre-payment mode, predicts the platform of getting off the bus by using eye control and sends out a prompt; the change situation of the seat pressure value is utilized to judge that the passenger has left the personal belongings and give out warning.

Description

Public transport operation management system based on smart city
Technical Field
The invention relates to the technical field of public traffic management of smart cities, in particular to a public traffic operation management system based on a smart city.
Background
With the development of science and technology, the concept of the smart city gradually goes deep into the mind and brings more and more convenience to the life of people. On the premise of energy conservation and emission reduction, the use of private cars is reduced, and bus travel is changed to be more and more advocated by people. However, in the process of managing the operation of public transportation in cities, a plurality of defects still exist.
In the field of buses, a great number of problems still exist, for example, when people get on a bus in a queue, most passengers select the mobile terminals to pay due to the popularization and application of the existing payment means, so that the payment is slow due to the network state and the self-blocking state of the personal mobile terminals, a great amount of time is wasted when people get on the bus, and the people are crowded; in addition, in the process of getting off, the number of people getting off at some stations is large, but some key prompts are not provided, so that passengers sit at the stations, and sometimes, because a driver cannot fully know the situation of getting off, the passengers do not get off, and the vehicle doors are closed; in addition, in the process of taking the bus, the carry-on articles are forgotten to be taken by the passengers on the bus, and the follow-up searching is very troublesome; based on the above, there is an urgent need for a system that can perform public transportation operation management under the concept of smart city.
Disclosure of Invention
The invention aims to provide a public transport operation management system based on a smart city to solve the problems in the background technology.
In order to solve the technical problems, the invention provides the following technical scheme: a public transport operation management system based on a smart city comprises a prepayment module, a communication module, a verification module, a sight detection module, an output module, a reminding module and an alarm module;
the prepayment module is used for prepaying bus fees through the two-dimensional codes when the bus stop waits for buses; the communication module is used for sending various data information of passengers paying the fare in advance to corresponding bus numbers; the verification module is used for verifying the identity of the passenger who pays the vehicle in advance; the sight detection module is used for detecting and analyzing the sight of a passenger watching a bus stop board and predicting a platform for the passenger to get off; the output module is used for outputting the prediction result to a driver; the reminding module is used for reminding passengers at a station with a large number of passengers getting off and regulating and controlling the opening time of getting off the vehicle door; the alarm module is used for giving an alarm when a passenger leaves the seat and falls down along with personal articles;
the output end of the pre-payment module is electrically connected with the input end of the communication module; the output end of the communication module is electrically connected with the input end of the verification module; the output end of the eye detection is electrically connected with the input end of the output module; the output end of the output module is electrically connected with the input end of the reminding module.
According to the technical scheme, the prepayment module comprises a two-dimensional code, a footprint recording unit, a weight sensing unit, a payment confirmation unit and a reservation unit;
the two-dimension code is arranged at a bus stop and is used for scanning the code in advance by passengers to pay the fare of the related train number; the footprint identification unit is used for recording footprint data information of passengers; the weight sensing unit is used for sensing and recording the weight condition of the passenger; the payment confirmation unit is used for determining the success of payment and sending the information data to the communication module; the reservation unit is used for determining relevant train number information and time.
Set up the payment platform at bus stop, the bench is provided with the payment two-dimensional code, and the passenger of waiting for the bus can carry out payment in advance to the bus that comes soon at the in-process of waiting for, the bus that comes soon indicates the bus and also the bus that two stations can reach, and the passenger corresponds selects corresponding train number, and in the payment process, the payment platform can gather passenger's weight information and footprint information, as the basic information of verifying.
According to the technical scheme, the communication module comprises a receiving unit and a transmission unit;
the receiving unit is used for receiving payment information of the prepayment module and simultaneously receiving footprint data information, weight data information and preset train number information of a payer; the transmission unit is used for communicating with relevant train numbers and transmitting various information to the bus terminal.
According to the technical scheme, the checking module comprises a weight checking unit, a footprint checking unit and a light control unit;
the weight checking unit is used for checking the weight condition of the passenger when the passenger gets on the bus and judging whether the passenger belongs to a pre-paid user; the footprint checking unit is used for checking the footprint of a passenger when the passenger gets on the bus and judging whether the passenger belongs to a prepayment user; the light control unit is used for flashing light when the passengers getting on the bus belong to the pre-paid passengers.
When a passenger gets on the vehicle, the whole person is checked when stepping on a pedal of a vehicle door, the current weight and foot print information of the passenger is collected and is compared with the information of the passenger who has paid in advance, if the corresponding information can be found, the passenger is proved to have paid in advance and can get on the vehicle directly, and then the light control unit flickers to tell the driver that the passenger has paid the fare; meanwhile, one person is specified, and the passengers can get on the train orderly in a queue, so that the system is safer.
According to the technical scheme, the verification of the verification module comprises the following steps:
s5-1, checking the weight and the footprint of a passenger when the passenger steps on a pedal when getting on a vehicle at a boarding door;
s5-2, after the user scans the code and pays in advance, because the time is spent on waiting for the arrival of the bus at the bus station, in the time, the following situations can occur: when the passenger eats, the step S5-3 is carried out; the occurrence of the natural heat causes a large amount of sweating of the passengers to enter the step S5-4;
s5-3, according to a formula:
Figure BDA0003684857380000031
wherein S is + Error amount for instantaneous weight gain; s i Body weight after diet; s. the Original source Weight recorded for code scanning prepayment; n is the number of training sets;
the error amount of the instantaneous weight increase of the code scanning prepayment passenger after eating can be obtained and added into the weight checking unit as the maximum error increase amount;
s5-4, according to a formula:
Figure BDA0003684857380000032
wherein S is - Error amount for instantaneous weight loss; s. the i Body weight after profuse sweating; s Original source Weight recorded at the time of code scanning prepayment; n is the number of training sets;
the error amount of instantaneous body weight reduction of the code scanning pre-paid passenger after a large amount of sweating can be obtained and added into the body weight checking unit to be used as the maximum error reduction amount;
s5-5, setting the current weight of the checked passenger as S in the weight checking process At present ;S At present Satisfies S Original source -S - ≤S At present ≤S Original source +S + Then, the step S5-6 is carried out to carry out footprint check;
s5-6, obtaining and comparing the footprint of the passenger to be detected with the footprint of the passenger in advance, and according to a cosine similarity formula:
Figure BDA0003684857380000033
and (3) obtaining the similarity between the footprint of the passenger to be detected and the footprint of the pre-paid passenger, setting a threshold value A, indicating the pre-paid passenger if the threshold value A is exceeded, and flashing an indicator lamp at the moment.
In the verification process, the weight of a person is changed due to the following conditions, for example, a diet condition, which occur when a passenger waits for a car, because the waiting time is about 3-5 minutes generally, the weight of the person is slightly increased in a short time due to the fact that food and water cannot be effectively absorbed in the time period, and the result is influenced; or because the weather is very hot, the passengers have a large amount of sweating conditions within a few minutes, and the weight can be reduced slightly within a short time, based on the consideration of the conditions, the maximum error and the minimum error are set by taking the average value of historical data in the verification process, the weight verification interval is increased, and the verification result can be ensured to be more accurate; after the weight check succeeds, in order to further prevent the situation that the weights of two persons are similar at the same station and the booking train number is the same, small probability coincidence is performed, footprint similarity comparison is performed, cosine similarity is used for comparison, a cosine value between two vector included angles in a vector space is used for measuring the difference between current footprint data and footprint data provided during pre-payment, wherein the cosine value is close to 1, the included angle tends to 0, the similarity is high, the cosine value is close to 0, the included angle tends to 90 degrees, the similarity is low, a similarity comparison result exceeding a certain threshold value is selected, an indicator lamp flickers, and the pre-payment passenger is judged.
According to the technical scheme, the eye detection module comprises a distance measurement unit, a pupil angle deflection acquisition unit, a residence time recording unit and an analysis unit;
the distance measuring unit is used for measuring the linear distance between the position of a passenger watching the stop board and the stop board; the pupil angle deflection acquisition unit is used for acquiring the pupil deflection angle of a passenger watching the stop board; the stay time recording unit is used for recording the stay time of the gaze; the analysis unit is used for predicting the possibility that the passenger gets off at a certain station.
According to the above technical solution, the analyzing and predicting of the analyzing unit comprises the steps of:
s7-1, collecting an initial included angle between a passenger watching the stop board and the sensor module and recording the initial included angle as theta 1 (ii) a Then selecting the included angle between the sight and the sensor module when the sight leaves the stop board, and recording the included angle as theta 2 (ii) a Collecting a straight line distance between the position of a passenger watching a stop board and the stop board and recording the straight line distance as L; the passenger initial station point is vertical to the last station on the stop board; the sensor is at a first station on the stop board;
s7-2, according to a formula:
Figure BDA0003684857380000041
calculating the distance M of the movement of the gaze point from the beginning to the end Moving device (ii) a To obtain passengersThe stop board at last;
s7-3, calling the sight stay time of the passenger at the stop board in the S7-2, and if the sight stay time exceeds a threshold value B, judging that the passenger gets off at the stop.
In the process of taking a bus, a passenger usually goes to a stop board to search for a get-off point of the passenger, generally from a starting point to a rear point, and the passenger does not finish the process until the get-off point which the passenger wants to go is found, based on the condition, a sensor is arranged on the indication of the stop board of the bus, the moving distance of the sight of the passenger on the stop board is calculated by utilizing the rotating angle of the pupil of the passenger and utilizing a tan value, and the stop board where the sight of the passenger finally stops watching is determined according to the moving distance, so that the passenger can be preliminarily determined to be about to get off at the stop; and secondly judging the probability of getting off the bus at the stop according to the sight stay time of the bus on the stop board, recording the result and feeding back the result to the system.
According to the technical scheme, the output module comprises an output unit, a generalization unit and a display unit;
the output unit is used for outputting the result of the gaze detection module to the induction unit; the induction unit is used for inducing all the prediction results to obtain the predicted number of people getting off the bus at each station, and if the number exceeds a threshold value C, the station is sent to a driver; and the display unit is used for displaying the name of the stop board and the predicted number of people getting off the bus obtained by the induction unit on a driver's cab.
According to the technical scheme, the reminding module comprises a voice reminding unit and a time control unit;
the voice reminding unit is manually controlled by a driver and is used for carrying out voice reminding at a platform with the predicted getting-off number exceeding a threshold value C; and the time control unit is used for controlling the time for getting off the vehicle door and opening the vehicle door at the station where the predicted number of people getting off exceeds the threshold value C, and the time is not less than the time threshold value D.
According to the technical scheme, the alarm module comprises a seat sensing unit, a time interval unit and an alarm unit;
the seat sensing unit is used for sensing the pressure value applied to the seat; the time interval unit is used for calculating the duration of the seat subjected to the same pressure value; the alarm unit is used for carrying out alarm operation;
the identification of the alarm operation of the alarm unit comprises the following steps:
s10-1, sensing the pressure applied to the seat by a seat sensing unit, and judging that the passenger gets up when the numerical value of the pressure value changes and the numerical value of the change exceeds a threshold value E; after the passengers get up, the passengers still sense the pressure value and then enter the step S10-2;
and S10-2, acquiring the duration of the sensed pressure value in the step S10-1, and when the duration exceeds a threshold value F, judging that the passenger has left the personal belongings by the system and carrying out alarm operation.
In the alarm module, a pressure sensor is arranged below a seat, when a passenger sits on the seat, a large pressure value is provided, and because the passenger may slightly change the pressure value below the speed of the vehicle, a threshold value is set to prevent the passenger from giving a false alarm; after a passenger gets up, if the passenger leaves the article on the seat, the pressure value fluctuates greatly, the system judges that the passenger leaves the article on the seat, and one condition is that the passenger does not have the time to take his personal article or too many personal articles after getting up, and the personal articles are not taken up all at once, so that a certain time threshold value is set to prevent the passenger from giving a false alarm.
Compared with the prior art, the invention has the following beneficial effects: the method and the device can advance payment to the time when the passenger waits for the bus by using a pre-payment mode, thereby reducing the scenes of queuing and payment at the door opening of the bus; the passenger identity is verified and paid by comparing a weight recognition mechanism and the footprint similarity, and in order to ensure the verification accuracy, the error range is judged by adopting big data and is additionally arranged in the verification unit, so that the whole verification process is more accurate; by means of eye control, a platform for getting off is predicted according to behavior habits of passengers, and the platform can be timely notified to a driver, so that the driver can prepare in advance, and voice reminding and door getting-off time control are carried out simultaneously, so that the safety is guaranteed while the passengers do not sit at the station; the change situation of the seat pressure value is collected by the alarm module, so that whether personal articles are left for passengers or not is judged, and warning can be given out within a time threshold value, so that the situation that the passengers are difficult to find the lost articles after getting off the vehicle is prevented.
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The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description serve to explain the principles of the invention and not to limit the invention. In the drawings:
fig. 1 is a schematic structural diagram of a public transportation operation management system based on a smart city according to the present invention;
FIG. 2 is a schematic diagram illustrating the prediction steps of a smart city-based public transportation operation management system according to the present invention;
FIG. 3 is a schematic flow chart of a smart city-based public transportation operation management system according to the present invention;
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Referring to fig. 1-3, the present invention provides the following technical solutions: as shown in fig. 1, a public transportation operation management system based on a smart city comprises a prepayment module, a communication module, a verification module, a sight detection module, an output module, a reminding module and an alarm module;
the pre-payment module is used for pre-paying the bus fee through the two-dimension code when the bus stop waits for the bus; the communication module is used for sending various data information of passengers paying the fare in advance to corresponding bus numbers; the verification module is used for verifying the identity of the passenger who pays the vehicle in advance; the sight detection module is used for detecting and analyzing the sight of a passenger watching a bus stop board and predicting a platform for the passenger to get off; the output module is used for outputting the prediction result to a driver; the reminding module is used for reminding passengers at a station with a large number of passengers getting off and regulating and controlling the opening time of getting off the vehicle door; the alarm module is used for giving an alarm when a passenger leaves the seat and falls down along with personal articles;
the output end of the pre-payment module is electrically connected with the input end of the communication module; the output end of the communication module is electrically connected with the input end of the verification module; the output end of the eye detection is electrically connected with the input end of the output module; the output end of the output module is electrically connected with the input end of the reminding module.
The prepayment module comprises a two-dimensional code, a footprint recording unit, a weight sensing unit, a payment confirmation unit and a reservation unit;
the two-dimension code is arranged at a bus stop and is used for scanning the code in advance by passengers to pay the fare of the related train number; the footprint identification unit is used for recording footprint data information of passengers; the weight sensing unit is used for sensing and recording the weight condition of the passenger; the payment confirmation unit is used for determining the success of payment and sending the information data to the communication module; the reservation unit is used for determining relevant train number information and time.
The communication module comprises a receiving unit and a transmission unit;
the receiving unit is used for receiving payment information of the prepayment module and simultaneously receiving footprint data information, weight data information and preset train number information of a payer; the transmission unit is used for communicating with relevant train numbers and transmitting various information to the bus terminal.
The verification module comprises a weight verification unit, a footprint verification unit and a light control unit;
the weight checking unit is used for checking the weight condition of the passenger when the passenger gets on the bus and judging whether the passenger belongs to a pre-paid user; the footprint checking unit is used for checking the footprint of a passenger when the passenger gets on the bus and judging whether the passenger belongs to a prepayment user; the light control unit is used for flashing light when the passengers getting on the bus belong to the pre-paid passengers.
The verification of the verification module comprises the following steps:
s5-1, checking the weight and the footprint of a passenger when the passenger steps on a pedal when getting on a vehicle at a boarding door;
s5-2, after the user scans the code and pays in advance, because the time is spent on waiting for the arrival of the bus at the bus station, in the time, the following situations can occur: the passenger takes a meal and enters step S5-3; the passenger sweats a lot due to the occurrence of the weather heat and the step S5-4 is carried out;
s5-3, according to a formula:
Figure BDA0003684857380000071
wherein S is + Error amount for instantaneous weight gain; s i Body weight after diet; s Original source Weight recorded at the time of code scanning prepayment; n is the number of training sets;
the error amount of the instantaneous weight increase of the code scanning prepayment passenger after eating can be obtained and added into the weight checking unit as the maximum error increase amount;
s5-4, according to a formula:
Figure BDA0003684857380000081
wherein S is - Error amount for instantaneous weight loss; s i Body weight after profuse sweating; s. the Original source Weight recorded for code scanning prepayment; n is the number of training sets;
the error amount of the instantaneous body weight reduction of the code scanning prepayment passenger after a large amount of sweating can be obtained and added into the body weight checking unit to be used as the maximum error reduction amount;
s5-5, setting the current weight of the checked passenger as S in the weight checking process At present ;S At present Satisfies S Original source -S - ≤S At present ≤S Original source +S + Then, the step S5-6 is carried out to check the footprint;
s5-6, obtaining and comparing the footprint of the passenger to be detected with the footprint of the passenger in advance, and according to a cosine similarity formula:
Figure BDA0003684857380000082
and (3) obtaining the similarity between the footprint of the passenger to be detected and the footprint of the pre-paid passenger, setting a threshold value A, indicating the pre-paid passenger if the threshold value A is exceeded, and flashing an indicator lamp at the moment.
The eye sight detection module comprises a distance measurement unit, a pupil angle deflection acquisition unit, a residence time recording unit and an analysis unit;
the distance measuring unit is used for measuring the linear distance between the position of a passenger watching the stop board and the stop board; the pupil angle deflection acquisition unit is used for acquiring the pupil deflection angle of a passenger watching the stop board; the stay time recording unit is used for recording the stay time of the gaze; the analysis unit is used for predicting the possibility of the passenger getting off at a certain station.
The analytical prediction of the analysis unit comprises the following steps:
s7-1, collecting an initial included angle between a passenger watching the stop board and the sensor module and recording the initial included angle as theta 1 (ii) a Then, the included angle between the sight and the sensor module when the sight leaves the stop board is selected and recorded as theta 2 (ii) a Collecting the linear distance between the position of a passenger watching the stop board and recording the linear distance as L; the passenger initial station position is vertical to the last station on the stop board; the sensor is at a first station on the stop board;
s7-2, according to a formula:
Figure BDA0003684857380000083
calculating the distance M of the movement of the gaze point from the beginning to the end Moving device (ii) a Obtaining the stop board watched by the passenger last;
s7-3, calling the sight stay time of the passenger at the stop board in the S7-2, and if the sight stay time exceeds a threshold value B, judging that the passenger gets off at the stop.
The output module comprises an output unit, a generalization unit and a display unit;
the output unit is used for outputting the result of the gaze detection module to the induction unit; the induction unit is used for inducing all the prediction results to obtain the predicted number of people getting off the bus at each station, and if the number exceeds a threshold value C, the station is sent to a driver; and the display unit is used for displaying the names of the stop boards and the predicted number of people getting off the bus obtained by the induction unit on a driver's cab.
The reminding module comprises a voice reminding unit and a time control unit;
the voice reminding unit is manually controlled by a driver and is used for carrying out voice reminding at a platform with the predicted getting-off number exceeding a threshold value C; and the time control unit is used for controlling the time for getting off the vehicle door to open at the station where the predicted getting-off number exceeds the threshold value C, and the time is not less than the time threshold value D.
The alarm module comprises a seat sensing unit, a time interval unit and an alarm unit;
the seat sensing unit is used for sensing the pressure value applied to the seat; the time interval unit is used for calculating the duration of the seat subjected to the same pressure value; the alarm unit is used for carrying out alarm operation;
the identification of the alarm operation of the alarm unit comprises the following steps:
s10-1, sensing the pressure applied to the seat by a seat sensing unit, and judging that the passenger gets up when the numerical value of the pressure value changes and the numerical value of the change exceeds a threshold value E; after the passengers get up, the passengers still sense the pressure value and then enter the step S10-2;
s10-2, collecting duration time of the sensing pressure value in the step S10-1, and when the duration time exceeds a threshold value F, judging that the passenger has left the personal belongings by the system and carrying out alarm operation.
In the present embodiment, a passenger P is provided, who waits for 88 buses at the bus stop;
the passenger P scans the two-dimensional code at the bus station through the mobile phone terminal to select 88 buses to be arrived for prepayment, at the moment, the weight of the passenger P is recorded to be 80.23kg, the footprint of the passenger P is recorded to be J-shaped, and the data is sent to the 88 buses to be arrived;
the checking module of the 88-way bus about to arrive at the station collects 1000 groups of historical data according to the formula:
Figure BDA0003684857380000091
calculating to obtain the maximum error increment of 0.37kg;
Figure BDA0003684857380000101
calculating to obtain the maximum error reduction amount of 0.32kg;
at this time, the passenger P sweats a lot because the weather is too hot at the platform; when an 88-way bus arrives and passes the verification, the current weight is 80kg and is within the error allowable range, so that the footprint verification is performed;
according to the formula:
Figure BDA0003684857380000102
the obtained similarity is 95%, and the similarity threshold value is 88%, so that the verification is successful, the indicator lamp flickers, and the passenger P can get on the vehicle directly.
After getting on the bus, the gaze detection module detects an initial included angle of the gaze of the passenger P and the sensor module, which is 45 degrees; then the pupil deflects, and the included angle between the pupil and the sensor module is 60 degrees when the gaze leaves the stop board; the straight line distance between the stop board and the stop board is 1.5m;
according to the formula:
Figure BDA0003684857380000103
thus 0.63m backwards from the first station, which was found to be the twelfth station "white horse park station"; it is thus predicted that the passenger P gets off at the "lima park station".
The working principle of the invention is as follows: the invention utilizes the prepayment module to lead passengers to pay in advance when waiting for the bus, thus ensuring the order of getting on the bus; the information of the pre-paid passengers is transmitted to the buses of the corresponding train numbers by utilizing the communication module; verifying the identity of the pre-paid passenger by using a verification module, setting an error range and ensuring the verification accuracy; tracking the pupil deflection angle of the passenger by using a sight detection module to obtain the path of the passenger watching the stop board and predict the platform of the passenger getting off; informing a driver of a departure result by using an output module to prepare the driver; reporting platforms with more passengers on the lower vehicle by using a reminding module, and setting the minimum opening time of a lower vehicle door; utilize alarm module to give an alarm to the passenger who loses the article and inform when it has not got off the bus yet, guarantee passenger's property safety, reduced the trouble that the article was lost in passenger's follow-up searching simultaneously.
It is noted that, herein, relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus.
Finally, it should be noted that: although the present invention has been described in detail with reference to the foregoing embodiments, it will be apparent to those skilled in the art that modifications may be made to the embodiments described above, or equivalents may be substituted for elements thereof. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Claims (6)

1. The utility model provides a public transport operation management system based on wisdom city which characterized in that: the system comprises a prepayment module, a communication module, a verification module, a gaze detection module, an output module, a reminding module and an alarm module;
the prepayment module is used for prepaying bus fees through the two-dimensional codes when the bus stop waits for buses; the communication module is used for sending various data information of passengers paying the fare in advance to corresponding bus numbers; the checking module is used for checking the identity of the passenger who pays in advance; the sight detection module is used for detecting and analyzing the sight of a passenger watching a bus stop board and predicting a platform for the passenger to get off; the output module is used for outputting the prediction result to a driver; the reminding module is used for reminding passengers at a station with a large number of passengers getting off and regulating and controlling the opening time of getting off the vehicle door; the alarm module is used for giving an alarm when the passengers leave the seats and leave the seats with the articles;
the output end of the pre-payment module is electrically connected with the input end of the communication module; the output end of the communication module is electrically connected with the input end of the verification module; the output end of the eye detection is electrically connected with the input end of the output module; the output end of the output module is electrically connected with the input end of the reminding module;
the verification module comprises a weight verification unit, a footprint verification unit and a light control unit;
the weight checking unit is used for checking the weight condition of the passenger when the passenger gets on the bus and judging whether the passenger belongs to a pre-paid user; the footprint verification unit is used for verifying the footprint of a passenger when the passenger gets on the bus and judging whether the passenger belongs to a pre-paid user; the light control unit is used for flashing light when the passengers getting on the bus belong to the pre-paid passengers;
the verification of the verification module comprises the following steps:
s5-1, checking the weight and the footprint of a passenger when the passenger gets on a vehicle at the boarding door and steps on a pedal by two feet;
s5-2, after the user scans the code for prepayment, because time is spent on the bus station to wait for the arrival of the bus, the following situations can occur in the time: the passenger takes a meal and enters step S5-3; the step S5-4 is carried out when a large amount of sweating appears in the passengers;
s5-3, according to a formula:
Figure FDA0003684857370000011
wherein S is + Error amount for instantaneous weight gain; s. the i Body weight after diet; s Original source Weight recorded for code scanning prepayment; n is the number of training sets;
the error amount of the instantaneous weight increase of the code-scanning prepayment passenger after eating can be obtained and added into the weight checking unit as the maximum error increase amount;
s5-4, according to a formula:
Figure FDA0003684857370000021
wherein S is - Error amount for instantaneous weight loss; s i Body weight after profuse sweating; s. the Original source Weight recorded for code scanning prepayment; n is the number of training sets;
the error amount of the instantaneous body weight reduction of the code scanning prepayment passenger after a large amount of sweating can be obtained and added into the body weight checking unit to be used as the maximum error reduction amount;
s5-5, setting the current weight of the checked passenger as S in the weight checking process At present ;S At present Satisfies S Original source -S-≤S At present ≤S Original source +S + Then, the step S5-6 is carried out to check the footprint;
s5-6, obtaining and comparing the footprint of the passenger to be detected with the footprint of the passenger to be paid in advance, and according to a cosine similarity formula:
Figure FDA0003684857370000022
and (3) obtaining the similarity between the footprint of the passenger to be detected and the footprint of the pre-paid passenger, setting a threshold value A, indicating the pre-paid passenger if the threshold value A is exceeded, and flashing an indicator lamp at the moment.
2. The intelligent city-based public transportation operation management system as claimed in claim 1, wherein: the eye sight detection module comprises a distance measurement unit, a pupil angle deflection acquisition unit, a residence time recording unit and an analysis unit;
the distance measuring unit is used for measuring the linear distance between the position of a passenger watching the stop board and the stop board; the pupil angle deflection acquisition unit is used for acquiring the pupil deflection angle of a passenger watching the stop board; the stay time recording unit is used for recording the stay time of the gaze; the analysis unit is used for predicting the possibility of the passenger getting off at a certain station.
3. The system of claim 2, wherein the system comprises: the analytical prediction of the analysis unit comprises the following steps:
s7-1, collecting an initial included angle between a passenger watching the stop board and the sensor module and recording the initial included angle as theta 1 (ii) a Then selecting the included angle between the sight and the sensor module when the sight leaves the stop board, and recording the included angle as theta 2 (ii) a Collecting a straight line distance between the position of a passenger watching a stop board and the stop board and recording the straight line distance as L; the passenger initial station point is vertical to the last station on the stop board; the sensor is at a first station on the stop board;
s7-2, according to the formula:
Figure FDA0003684857370000023
calculating the distance M of the movement of the gaze point from the beginning to the end Moving device (ii) a Obtaining a stop board which is watched by the passenger finally;
s7-3, calling the sight stay time of the passenger at the stop board in the S7-2, and if the sight stay time exceeds a threshold value B, judging that the passenger gets off at the stop.
4. The intelligent city-based public transportation operation management system as claimed in claim 3, wherein: the output module comprises an output unit, a generalization unit and a display unit;
the output unit is used for outputting the result of the gaze detection module to the induction unit; the induction unit is used for inducing all the prediction results to obtain the predicted number of people getting off the bus at each station, and if the number exceeds a threshold value C, the station is sent to a driver; and the display unit is used for displaying the name of the stop board and the predicted number of people getting off the bus obtained by the induction unit on a driver's cab.
5. The system of claim 4, wherein the system comprises: the reminding module comprises a voice reminding unit and a time control unit;
the voice reminding unit is manually controlled by a driver and is used for carrying out voice reminding at a platform with the predicted getting-off number exceeding a threshold value C; and the time control unit is used for controlling the time for getting off the vehicle door and opening the vehicle door at the station where the predicted number of people getting off exceeds the threshold value C, and the time is not less than the time threshold value D.
6. The intelligent city-based public transportation operation management system as claimed in claim 5, wherein: the alarm module comprises a seat sensing unit, a time interval unit and an alarm unit;
the seat sensing unit is used for sensing the pressure value applied to the seat; the time interval unit is used for calculating the duration of the seat subjected to the same pressure value; the alarm unit is used for carrying out alarm operation;
the identification of the alarm operation of the alarm unit comprises the following steps:
s10-1, sensing the pressure applied to the seat by a seat sensing unit, and judging that the passenger gets up when the numerical value of the pressure value changes and the numerical value of the change exceeds a threshold value E; after the passengers get up, the passengers still sense the pressure value and go to the step S10-2;
and S10-2, acquiring the duration of the sensed pressure value in the step S10-1, and when the duration exceeds a threshold value F, judging that the passenger has left the personal belongings by the system and carrying out alarm operation.
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