WO2019072054A1 - Vehicle scheduling method, server, client, and system - Google Patents

Vehicle scheduling method, server, client, and system Download PDF

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Publication number
WO2019072054A1
WO2019072054A1 PCT/CN2018/104206 CN2018104206W WO2019072054A1 WO 2019072054 A1 WO2019072054 A1 WO 2019072054A1 CN 2018104206 W CN2018104206 W CN 2018104206W WO 2019072054 A1 WO2019072054 A1 WO 2019072054A1
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Prior art keywords
scheduling
vehicle
space
user
time unit
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PCT/CN2018/104206
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French (fr)
Chinese (zh)
Inventor
朱俊辉
吴欣然
洪天皓
尹大飞
夏一平
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北京摩拜科技有限公司
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Publication of WO2019072054A1 publication Critical patent/WO2019072054A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • 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
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06312Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • 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
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0637Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
    • G06Q50/40

Definitions

  • the present invention relates to the field of vehicle scheduling technology, and more particularly to a vehicle scheduling method, a server, a client, and a system.
  • the scheduling of shared bicycles mainly relies on the manual statistics of the operators of the shared bicycle service providers to determine the multi-region or the vehicle-less area of the vehicle, and the corresponding manual scheduling, the labor cost input is high, and the scheduling efficiency is low.
  • a vehicle scheduling method comprising:
  • the excitation parameter includes at least a reference scheduling cost, a user excitation coefficient, and a scheduling supply and demand coefficient;
  • a corresponding scheduling incentive value is provided to the user to motivate the user to implement vehicle scheduling.
  • the method further includes:
  • the reference scheduling cost is calculated according to a preset excitation mean value, an excitation maximum value, an excitation minimum value, and an excitation fluctuation coefficient.
  • the method further includes:
  • the scheduling behavior parameter includes at least one of a sharing factor, a finding factor, a scheduling scale factor, and a cheating factor.
  • the sharing factor is set according to whether the user has the behavior of sharing the scheduling incentive value in the most recent preset duration; the searching factor is based on whether the user has found the behavior setting of the vehicle that needs to be scheduled according to the latest preset duration;
  • the scheduling scale factor is set according to whether the ratio of the number of scheduled vehicles and the total number of used vehicles in the latest preset time period exceeds a preset ratio threshold setting; the cheat factor does not actually occur when the vehicle is used according to the user's latest preset number of times Whether the ratio exceeds the preset ratio threshold setting.
  • the method further includes:
  • the scheduling supply and demand coefficient configuration table includes scheduling supply and demand coefficients from different scheduling levels of the scheduling level and scheduling end points of different scheduling levels.
  • the step of acquiring the scheduling start point and the scheduling level of the scheduling end point includes:
  • the space-time unit set includes a plurality of space-time units divided by the scheduling area, and each of the space-time units has a corresponding time period and a geographical position.
  • the calculating, obtaining the corresponding vehicle distribution index and the vehicle collection index of the space-time unit comprises:
  • the historical travel record includes a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a
  • the other space-time unit other than the space-time unit is a link weight of each link of the end of the trip, and the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip.
  • a vehicle scheduling method comprising:
  • the scheduling incentive value is obtained according to the vehicle scheduling method according to any one of the first aspects of the present invention.
  • a server implementing vehicle scheduling, comprising:
  • a memory for storing executable instructions
  • a processor for operating the server to perform the vehicle scheduling method of any one of the first aspects of the present invention in accordance with the control of the instructions.
  • a client is provided to implement vehicle scheduling, including:
  • Display device for displaying a human-computer interaction interface
  • a memory for storing executable instructions
  • a vehicle dispatching system comprising:
  • a server provided by the third aspect of the present invention, and a client for use in the fourth aspect of the present invention.
  • the scheduling incentive value corresponding to the vehicle scheduling behavior may be provided to the user according to the scheduling behavior performed by the user on the target vehicle, and the user is guided to participate in the vehicle scheduling.
  • FIG. 1 is a block diagram showing an example of a hardware configuration of a vehicle system that can be used to implement an embodiment of the present invention.
  • Fig. 2 is a flow chart showing a vehicle scheduling method of the first embodiment of the present invention.
  • Fig. 3 is a flow chart showing the calculation of the supply and demand coefficients of the first embodiment of the present invention.
  • Fig. 4 is a flow chart showing the calculation of the scheduling level of the first embodiment of the present invention.
  • Fig. 5 is a view showing an example of a space-time unit of the first embodiment of the present invention.
  • Fig. 6 is a flow chart showing the calculation of the vehicle distribution index and the vehicle collection index of the first embodiment of the present invention.
  • Fig. 7 is a view showing an example of a history stroke of the first embodiment of the present invention.
  • Fig. 8 shows a schematic block diagram of a server of the first embodiment of the present invention.
  • Fig. 9 shows a schematic block diagram of a client of a second embodiment of the present invention.
  • Fig. 10 is a schematic block diagram showing a vehicle dispatching system of a third embodiment of the present invention.
  • the vehicle system 100 includes a server 1000, a client 2000, a vehicle 3000, and a network 4000.
  • Server 1000 provides service points for processing, databases, and communication facilities.
  • Server 1000 can be a monolithic server or a decentralized server that spans multiple computers or computer data centers.
  • the server may be of various types such as, but not limited to, a web server, a news server, a mail server, a message server, an advertisement server, a file server, an application server, an interactive server, a database server, or a proxy server.
  • each server may comprise hardware, software, or an embedded logic component or a combination of two or more such components for performing the appropriate functions supported or implemented by the server.
  • a server such as a blade server, a cloud server, or the like, or may be a server group composed of a plurality of servers, may include one or more of the above types of servers, and the like.
  • the server 1000 can include a processor 1100, a memory 1200, an interface device 1300, a communication device 1400, a display device 1500, and an input device 1600, as shown in FIG.
  • the server may also include a speaker, a microphone, etc., these components are reasonably unrelated to the present invention and are therefore omitted herein.
  • the processor 1100 can be, for example, a central processing unit CPU, a microprocessor MCU, or the like.
  • the memory 1200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like.
  • the interface device 1300 includes, for example, a USB interface, a serial interface, an infrared interface, and the like.
  • the communication device 1400 can perform wired or wireless communication, for example.
  • the display device 1150 is, for example, a liquid crystal display, an LED display touch display, or the like.
  • Input device 1160 can include, for example, a touch screen, a keyboard, and the like.
  • the client 2000 is an electronic device having a communication function and a service processing function.
  • the client 2000 can be a mobile terminal such as a cell phone, a laptop, a tablet, a palmtop, and the like.
  • the client 2000 is a device that performs management operations on the vehicle 3000, for example, a mobile phone that is installed with an application (APP) that supports operation and management of the vehicle.
  • APP application
  • client 2000 can include processor 2100, memory 2200, interface device 2300, communication device 2400, display device 2500, input device 2600, speaker 2700, microphone 2800, and the like.
  • the processor 2100 may be a central processing unit CPU, a microprocessor MCU, or the like.
  • the memory 2200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like.
  • the interface device 2300 includes, for example, a USB interface, a headphone jack, and the like.
  • the communication device 2400 can perform, for example, wired or wireless communication.
  • the display device 2500 is, for example, a liquid crystal display, a touch display, or the like.
  • Input device 2600 can include, for example, a touch screen, a keyboard, and the like. The user can input/output voice information through the speaker 2700 and the microphone 2800.
  • the vehicle 3000 is any vehicle that can be used for sharing by different users in a time-sharing or sub-regional manner, for example, a shared bicycle for sharing, a shared moped, a shared electric vehicle, a shared vehicle, and the like.
  • the vehicle 3000 may be in various forms such as a bicycle, a tricycle, an electric bicycle, a motorcycle, and a four-wheeled passenger car.
  • the vehicle 3000 may include a processor 3100, a memory 3200, an interface device 3300, a communication device 3400, a display device 3500, an input device 3600, a positioning device 3700, a sensor 3800, and the like.
  • the processor 3100 may be a central processing unit CPU, a microprocessor MCU, or the like.
  • the memory 3200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like.
  • the interface device 3300 includes, for example, a USB interface, a headphone interface, and the like.
  • the communication device 3400 is capable of, for example, wired or wireless communication.
  • the output device 3500 may be, for example, a device that outputs a signal, and may display a device such as a liquid crystal display, a touch display, or the like, or may output a voice message or the like.
  • the input device 3600 may include, for example, a touch screen, a keyboard, or the like, or may be a microphone input voice information.
  • the positioning device 3700 is configured to provide a positioning function, such as a GPS positioning module, a Beidou positioning module, and the like.
  • the sensor 3800 is used to acquire vehicle attitude information, such as an accelerometer, a gyroscope, or a three-axis, six-axis, nine-axis microelectromechanical system (MEMS), or the like.
  • MEMS microelectromechanical system
  • the network 4000 may be a wireless communication network or a wired communication network, and may be a local area network or a wide area network.
  • the vehicle 3000 and the server 1000, the client 2000, and the server 1000 can communicate via the network 4000.
  • the network 4000 on which the vehicle 3000 communicates with the server 1000, the client 2000, and the server 1000 may be the same or different.
  • FIG. 1 shows only one server 1000, client 2000, and vehicle 3000, it is not meant to limit the corresponding number.
  • the vehicle system 100 may include a plurality of servers 1000, clients 2000, and vehicles 3000.
  • the vehicle system 100 is a shared bicycle system.
  • the server 1000 is used to provide all the functions necessary to support the sharing of bicycle use.
  • the client 2000 can be a mobile phone with a shared bicycle application installed thereon, and the shared bicycle application can assist the user in using the vehicle 3000 to obtain corresponding functions and the like.
  • the vehicle system 100 shown in Figure 1 is merely illustrative and is in no way intended to limit the invention, its application or use.
  • FIG. 1 shows only one server 1000, one client 2000, and one vehicle 3000, it should be understood that, in a specific application, the vehicle system 100 may be included according to actual needs.
  • the memory 1200 of the server 1000 is for storing instructions for controlling the processor 1100 to operate to perform the vehicle scheduling method provided in the embodiments of the present invention.
  • server 1000 Although a plurality of devices are shown for server 1000 in FIG. 1, the present invention may relate only to some of the devices therein, for example, server 1000 only relates to memory 1200 and processor 1100.
  • the memory 2200 of the client 2000 is configured to store instructions for controlling the processor 2100 to operate the client 2000 to perform the vehicle scheduling method provided in the embodiments of the present invention.
  • client 2000 Although a plurality of devices are shown for client 2000 in FIG. 1, the present invention may relate only to some of the devices therein, for example, client 2000 only relates to memory 2200 and processor 2100.
  • a vehicle scheduling method is provided.
  • the vehicle is a transportation device that is placed for the user to acquire the usage right in a time sharing manner, a land lease, or the like.
  • the vehicle may be a two- or three-wheel bicycle, a moped, Electric vehicles can also be four or more motor vehicles.
  • the vehicle scheduling method includes: steps S2100-S2200.
  • Step S2100 After the user performs scheduling on the target vehicle, determine a scheduling start point and a scheduling end point that the user performs scheduling on the target vehicle, and obtain corresponding excitation parameters.
  • the user can obtain the use right of the target vehicle in a time-sharing manner, a land lease, or the like, and travel through the target vehicle.
  • the scheduling of the target vehicle can be simultaneously performed, that is, when the user travels through the target vehicle, the target vehicle is caused to reach the dispatch destination from the dispatch starting point, and the scheduling of the target vehicle is completed.
  • the positioning module of the target vehicle or the positioning module of the client used by the user may be positioned to determine the scheduling starting point and the scheduling end point of the user performing scheduling on the target vehicle, for example, when the vehicle is a shared bicycle.
  • the starting point of the scheduling is the starting point of the user's riding
  • the ending point of the scheduling is the ending point of the user's riding.
  • the excitation parameter is a parameter related to a scheduling excitation value that can be acquired after the user implements the vehicle scheduling, and includes at least a reference scheduling cost, a user excitation coefficient, and a scheduling supply and demand coefficient.
  • the baseline scheduling cost is a baseline value used to evaluate the costs associated with implementing a vehicle scheduling behavior.
  • the acquisition reference scheduling cost may be calculated according to a preset excitation mean value, an excitation maximum value, an excitation minimum value, and an excitation fluctuation coefficient.
  • the baseline scheduling cost Y can be calculated according to the following formula:
  • the excitation mean Avg, the excitation maximum value Max, the excitation minimum value Min, and the excitation fluctuation coefficient ⁇ may be set according to specific application scenarios, for example, different scheduling areas (different cities or different administrative regions) may be set differently.
  • the excitation fluctuation coefficient ⁇ can be set to one.
  • the user incentive coefficient is a coefficient related to the user that reflects the user's participation in vehicle scheduling.
  • the scheduling behavior parameter of the user may be acquired, and the user excitation coefficient is calculated and calculated.
  • the scheduling behavior parameter includes at least one of a sharing factor, a finding factor, a scheduling scale factor, and a cheating factor.
  • the sharing factor is used to indicate whether the corresponding user has a sharing promotion vehicle scheduling behavior.
  • the sharing factor may be set according to whether the user has the sharing scheduling incentive value in the latest preset duration.
  • the latest preset duration may be selected according to the specific application scenario. For example, it can be set to the last 7 days.
  • the weight corresponding to the sharing factor configuration may be selected by the specific application scenario, for example, selected as 2.5. When the user has the corresponding behavior in the most recent preset duration, the sharing factor is 2.5, otherwise, it is 0.
  • the search factor is used to indicate whether the user has an active participation in the vehicle scheduling behavior.
  • the search factor may be set according to whether the user has found the behavior of the vehicle that needs to be scheduled according to the latest preset duration.
  • the latest preset duration may be selected according to the specific application scenario. For example, it can be set to the last 7 days.
  • Find the weight corresponding to the factor configuration, and the weight can be specifically selected for the scene selection, for example, selected as 1.5. When the user has a corresponding behavior in the most recent preset duration, the search factor is 1.5, otherwise, it is 0.
  • the scheduling scale factor is used to characterize the frequency of the real-time vehicle scheduling behavior of the user. Specifically, the scheduling scale factor may be set according to whether the ratio of the number of scheduled vehicles and the total number of used vehicles in the latest preset duration exceeds a preset ratio threshold.
  • the preset duration and the preset ratio threshold can be selected according to the specific application scenario. For example, the latest preset duration can be set to the last 7 days, and the preset proportional threshold can be set to 50%.
  • the scheduling scale factor is configured with a corresponding weight, and the weight can be specifically selected for the scenario selection, for example, selected as 0.8. When the proportion of the user scheduling the vehicle within the most recent preset time exceeds the preset ratio threshold, the scheduling scale factor takes a value of 0.8, otherwise, the value is 0.
  • the user may not implement the vehicle usage behavior when using the vehicle to defraud the scheduling incentive value of the vehicle scheduling.
  • the vehicle is a bicycle
  • the user may defraud the dispatching incentive value of the vehicle dispatch by unlocking the bicycle but not actually riding, and may be determined by the bicycle being stopped and the bicycle is stopped in place.
  • the cheating factor is used to characterize the user's level of integrity in implementing vehicle scheduling behavior. Specifically, the cheat factor may be set according to whether the proportion of the usage behavior that does not actually occur when the vehicle is used by the user in the preset number of times exceeds a preset ratio threshold setting.
  • the preset preset number and the preset ratio threshold may be set according to a specific application scenario. For example, the most recent preset number may be 10 times, and the preset proportional threshold may be set to 50%.
  • the cheating factor is configured with a corresponding weight, and the weight can be specifically selected for the scene selection, for example, selected as 0.01. The value is 0 when the user does not actually use the behavior when the vehicle is used for the preset number of times. The value is 0. Otherwise, the value is 0.01.
  • the sharing factor is W 1
  • the finding factor is W 2
  • the scheduling scale factor is W 3
  • the cheat factor is W 4
  • the user excitation coefficient W can be calculated according to the following formula:
  • W W 1 ⁇ W 2 ⁇ W 3 ⁇ W 4 .
  • the scheduling supply and demand coefficient is used to characterize the impact of vehicle scheduling implemented by the user on the vehicle supply and demand relationship. By scheduling the supply and demand relationship, it is possible to assess the degree of adjustment of the vehicle supply and demand relationship by the vehicle implementation implemented by the user.
  • calculating the acquisition scheduling supply and demand coefficient may be performed by the method shown in FIG. 3: including steps S2110-S2120.
  • Step S2110 Acquire a scheduling start point and a scheduling level of the scheduling end point.
  • the scheduling level is used to evaluate the requirements of the corresponding dispatch area to implement vehicle scheduling.
  • the step of obtaining the scheduling level of the scheduling start point may be as shown in FIG. 4, including: steps S2111-S2112.
  • Step S2111 Select a space-time unit corresponding to the scheduling start point in the set of space-time units, and calculate a vehicle distribution index and a vehicle collection index of the corresponding space-time unit.
  • the space-time unit set includes a plurality of spatio-temporal units obtained by dividing the scheduling area, and each of the spatio-temporal units has a corresponding time period and a geographical position.
  • the scheduling area is an area where there is a vehicle scheduling requirement, and the scheduling area may be set according to actual vehicle scheduling requirements, such as a certain city or an administrative area of a certain city.
  • the scheduling area may be divided according to specific time and space dimensions, and a corresponding set of spatio-temporal units including a plurality of spatio-temporal units is obtained, and each spatio-temporal unit has a corresponding time period and a geographical position.
  • the granularity of the time period or geographic location can be set according to specific application requirements.
  • the 24 hours a day can be divided into 24 time segments, and the scheduling area is divided into fine meshes of 100 meters*100 meters, and divided into time and space dimensions respectively to obtain corresponding space-time units, as shown in FIG. 5 Show.
  • the vehicle When the vehicle is used by the user, the vehicle will leave a certain space-time unit according to the user's needs and enter another time-space unit. For each space-time unit, there will be vehicles entering or leaving during their corresponding time periods.
  • the space-time unit acts as a node of the transportation network, and there is a dynamic change in collecting the vehicle (vehicle entering) or distributing the vehicle (vehicle leaving).
  • the vehicle collection index is used to characterize the ability of the corresponding space-time unit to collect vehicles from other of the space-time units within a corresponding time period.
  • the vehicle distribution index is used to characterize the ability of the corresponding space-time unit to distribute the vehicle to other of the space-time units within a corresponding time period.
  • the time period of the space-time unit u is 8:00-9:00 in the morning
  • its vehicle collection index is the ability to characterize the collection of vehicles from other time-space units during this time period
  • the vehicle distribution index is used to characterize the time period. The ability to distribute vehicles to other such space-time units.
  • the step of calculating the vehicle collection index and the vehicle distribution index of the space-time unit may be as shown in FIG. 6, and includes:
  • Step S2111-1 the space-time unit calculates, according to the historical travel record, a first link weight set obtained by using the space-time unit as a travel start point and a second link weight set using the space-time unit as a travel end point,
  • the historical travel record includes a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a
  • the other space-time unit other than the space-time unit is a link weight of each link of the end of the trip
  • the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip.
  • the link weight of each link is a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a
  • the other space-time unit other than the space-time unit is a link weight of each link of the end of the trip
  • the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip. The link weight of each link.
  • Step S2111-2 calculating and acquiring the vehicle distribution index according to the first link weight set and the preset smoothing coefficient, and calculating the acquired vehicle collection index according to the second link weight set and the smoothing coefficient.
  • Historical trip records can be obtained from the vehicle history usage record. For example, when the vehicle is a shared bicycle, it can be obtained from the bicycle history order information stored in the order server corresponding to the shared bicycle system that provides the shared bicycle service.
  • each historical trip corresponds to a historical order information, and the starting point of the trip is the user riding.
  • the space-time unit where the starting point of the line is, and the end point of the trip is the space-time unit where the user's riding end is located.
  • the preset smoothing factor can be set according to the engineering experience value or the experimental simulation value, for example, it can be set to 0.85.
  • start_geogrid is the geographic location of the space-time unit as the starting point of the journey
  • start_timeslot is the time period of the space-time unit as the starting point of the journey
  • end_geogrid is the geographical position of the space-time unit as the end of the journey
  • end_timeslot is used as the itinerary
  • ⁇ (u n , u q ) can also be obtained, and will not be described again here.
  • the spatio-temporal unit u p (b p , t p ) is the end of the travel
  • the spatio-temporal unit u q (b q , t q ) is the starting point of the journey
  • the corresponding link weight W(u q , u p ) is:
  • ⁇ (u q , u n ) can also be obtained, and details are not described herein again.
  • the space-time unit u p (b p , t p ) can be obtained as the end of the stroke, and every other space-time unit u p (b p ,t p ) ⁇ G(p ⁇ q) is the link weight of the starting point of the journey, thereby obtaining a second link weight set ⁇ W(u q , u p ) ⁇ ;
  • the vehicle distribution index and the vehicle collection index of any one of the space-time units can be calculated.
  • the vehicle distribution index and the vehicle collection index may be calculated as described in FIG. 6.
  • Step S2112 determining a scheduling level of the scheduling starting point according to the vehicle distribution index and the vehicle collection index.
  • the scheduling level of the scheduling start point may be determined according to a preset level threshold:
  • the scheduling level is the first level
  • the scheduling level is the third level
  • the scheduling level is the second level.
  • the level threshold can be set according to engineering experience or experimental simulation, for example, setting the level threshold to 1.
  • the scheduling level is the first level
  • the scheduling level is the third level; otherwise, the scheduling level is the second level.
  • the scheduling level may not be limited to the first, second, and third levels, and may also be classified into three categories, for example, A, B, and C.
  • the scheduling level can also be divided into more levels according to specific application scenarios, and different levels of thresholds are respectively set for division, etc., which are not enumerated here.
  • the steps of acquiring the scheduling level of the scheduling endpoint include:
  • the vehicle distribution index and the vehicle collection index of the space-time unit may be calculated, and the step of determining the scheduling level of the scheduling end point according to the vehicle distribution index and the vehicle collection index may be performed as shown in FIG. 6 .
  • the steps of determining the scheduling level of the scheduling start point are similar, and are not described here.
  • Step S2120 Determine a scheduling supply and demand coefficient according to a scheduling level of the scheduling starting point, a scheduling level of the scheduling end point, and a preset scheduling supply and demand coefficient configuration table.
  • the scheduling supply and demand coefficient configuration table includes a scheduling supply and demand coefficient from a scheduling starting point of different scheduling levels and a scheduling ending point of reaching the different scheduling levels.
  • the scheduling supply and demand coefficient configuration table can be pre-configured as follows:
  • the scheduling supply and demand coefficient can be determined to be 0.1.
  • scheduling supply and demand coefficient configuration table is set according to engineering experience or experimental simulation for a specific application scenario. I will not list them here.
  • Step S2200 Provide a corresponding scheduling incentive value to the user according to the excitation parameter to motivate the user to implement vehicle scheduling.
  • the scheduling incentive value may be a user integral value, an incentive amount, and the like that motivate the user to implement vehicle scheduling.
  • the corresponding scheduling incentive value M can be obtained according to the following formula:
  • the user can be guided to participate in the vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
  • a server 200 is further provided for implementing vehicle scheduling, as shown in FIG. 8, including:
  • a memory 210 configured to store executable instructions
  • the processor 220 is configured to execute, according to the instruction, the server 200 to perform the vehicle scheduling method according to any one of the embodiments provided in this embodiment.
  • server 200 can be in various physical forms.
  • server 200 can be a cloud server.
  • Server 200 can also be server 1000 as shown in FIG.
  • server 200 can be implemented in a variety of ways.
  • server 200 can be implemented by an instruction configuration processor.
  • the instructions can be stored in the ROM, and when the device is booted, the instructions are read from the ROM into the programmable device to implement the server 200.
  • server 200 can be cured into a dedicated device (eg, an ASIC).
  • the server 200 can be divided into mutually independent units, or they can be implemented together.
  • the server 200 may be implemented by one of the various implementations described above, or may be implemented by a combination of two or more of the various implementations described above.
  • the scheduling incentive behavior corresponding to the vehicle scheduling behavior can be provided to the user according to the scheduling behavior performed by the user on the target vehicle, and the user is guided. Participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
  • a vehicle scheduling method including:
  • a scheduling incentive display interface is provided to display the acquired scheduling incentive value to the user.
  • the scheduling incentive value is obtained according to the vehicle scheduling method described in any one of the first embodiments, and details are not described herein again.
  • the scheduling incentive display interface is a human-computer interaction interface that provides display and operation, and is directed to a user who uses the vehicle. It may be provided by a user-oriented vehicle application (APP) installed by the apparatus implementing the embodiment.
  • APP user-oriented vehicle application
  • the user can confirm the acquired scheduling incentive value after performing scheduling on the target vehicle. Achieve guiding users to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
  • a client 300 is also provided. As shown in FIG. 9, the method includes:
  • a display device 310 configured to display a human-computer interaction interface
  • a memory 320 configured to store executable instructions
  • the processor 300 is configured to run the server according to the control of the instruction to execute the vehicle scheduling method provided by the embodiment.
  • the client 300 can be in various physical forms.
  • client 300 can be a cell phone.
  • Client 300 can also be client 2000 as shown in FIG.
  • client 300 can be implemented in a variety of ways.
  • client 300 can be implemented by an instruction configuration processor.
  • the instructions can be stored in the ROM, and when the device is booted, the instructions are read from the ROM into the programmable device to implement the client 300.
  • client 300 can be cured into a dedicated device (eg, an ASIC).
  • the client 300 can be divided into mutually independent units, or they can be combined and implemented.
  • the client 300 may be implemented by one of the various implementations described above, or may be implemented by a combination of two or more of the various implementations described above.
  • the user who implements the vehicle scheduling is provided with a scheduling incentive display interface, so that the user confirms the acquired scheduling incentive value. Achieve guiding users to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
  • a vehicle scheduling system 400 is provided, as shown in FIG. 10, including:
  • the vehicle dispatch system 400 can also include a vehicle, for example, the vehicle system 100 can be as shown in FIG.
  • the vehicle scheduling method provided in the first embodiment may be implemented by the server 200, and a user who performs scheduling to the target vehicle is provided with a corresponding scheduling incentive value, and the client 300 is held by the user.
  • the scheduling incentive display interface displays the acquired scheduling incentive value to the user, and can guide the user to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
  • the invention can be a system, method and/or computer program product.
  • the computer program product can comprise a computer readable storage medium having computer readable program instructions embodied thereon for causing a processor to implement various aspects of the present invention.
  • the computer readable storage medium can be a tangible device that can hold and store the instructions used by the instruction execution device.
  • the computer readable storage medium can be, for example, but not limited to, an electrical storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing.
  • Non-exhaustive list of computer readable storage media include: portable computer disks, hard disks, random access memory (RAM), read only memory (ROM), erasable programmable read only memory (EPROM) Or flash memory), static random access memory (SRAM), portable compact disk read only memory (CD-ROM), digital versatile disk (DVD), memory stick, floppy disk, mechanical encoding device, for example, with instructions stored thereon A raised structure in the hole card or groove, and any suitable combination of the above.
  • a computer readable storage medium as used herein is not to be interpreted as a transient signal itself, such as a radio wave or other freely propagating electromagnetic wave, an electromagnetic wave propagating through a waveguide or other transmission medium (eg, a light pulse through a fiber optic cable), or through a wire The electrical signal transmitted.
  • the computer readable program instructions described herein can be downloaded from a computer readable storage medium to various computing/processing devices or downloaded to an external computer or external storage device over a network, such as the Internet, a local area network, a wide area network, and/or a wireless network.
  • the network may include copper transmission cables, fiber optic transmissions, wireless transmissions, routers, firewalls, switches, gateway computers, and/or edge servers.
  • a network adapter card or network interface in each computing/processing device receives computer readable program instructions from the network and forwards the computer readable program instructions for storage in a computer readable storage medium in each computing/processing device .
  • Computer program instructions for performing the operations of the present invention may be assembly instructions, instruction set architecture (ISA) instructions, machine instructions, machine related instructions, microcode, firmware instructions, state setting data, or in one or more programming languages.
  • the computer readable program instructions can execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer, partly on the remote computer, or entirely on the remote computer or server. carried out.
  • the remote computer can be connected to the user's computer through any kind of network, including a local area network (LAN) or wide area network (WAN), or can be connected to an external computer (eg, using an Internet service provider to access the Internet) connection).
  • the customized electronic circuit such as a programmable logic circuit, a field programmable gate array (FPGA), or a programmable logic array (PLA), can be customized by utilizing state information of computer readable program instructions.
  • Computer readable program instructions are executed to implement various aspects of the present invention.
  • the computer readable program instructions can be provided to a general purpose computer, a special purpose computer, or a processor of other programmable data processing apparatus to produce a machine such that when executed by a processor of a computer or other programmable data processing apparatus Means for implementing the functions/acts specified in one or more of the blocks of the flowcharts and/or block diagrams.
  • the computer readable program instructions can also be stored in a computer readable storage medium that causes the computer, programmable data processing device, and/or other device to operate in a particular manner, such that the computer readable medium storing the instructions includes An article of manufacture that includes instructions for implementing various aspects of the functions/acts recited in one or more of the flowcharts.
  • the computer readable program instructions can also be loaded onto a computer, other programmable data processing device, or other device to perform a series of operational steps on a computer, other programmable data processing device or other device to produce a computer-implemented process.
  • instructions executed on a computer, other programmable data processing apparatus, or other device implement the functions/acts recited in one or more of the flowcharts and/or block diagrams.
  • each block in the flowchart or block diagram can represent a module, a program segment, or a portion of an instruction that includes one or more components for implementing the specified logical functions.
  • Executable instructions can also occur in a different order than those illustrated in the drawings. For example, two consecutive blocks may be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending upon the functionality involved.
  • each block of the block diagrams and/or flowcharts, and combinations of blocks in the block diagrams and/or flowcharts can be implemented in a dedicated hardware-based system that performs the specified function or action. Or it can be implemented by a combination of dedicated hardware and computer instructions. It is well known to those skilled in the art that implementation by hardware, implementation by software, and implementation by a combination of software and hardware are equivalent.

Abstract

Disclosed in the present invention are a vehicle scheduling method, a server, a client, and a system. The method comprises: after a user has carried out scheduling for a target vehicle, determining a scheduling start point and a scheduling end point for the user carrying out scheduling on the target vehicle, and acquiring corresponding activation parameters; providing a corresponding scheduling activation value to the user according to the activation parameters so as to activate the user to carry out vehicle scheduling. According to the present invention, a user may be guided to participate in vehicle scheduling. The enthusiasm of a user for participating in vehicle scheduling is thus improved, while costs of operational manpower in vehicle scheduling are lowered, and the efficiency of scheduling is increased.

Description

车辆调度方法、服务器、客户端及系统Vehicle scheduling method, server, client and system 技术领域Technical field
本发明涉及车辆调度技术领域,更具体地,涉及一种车辆调度方法、服务器、客户端及系统。The present invention relates to the field of vehicle scheduling technology, and more particularly to a vehicle scheduling method, a server, a client, and a system.
背景技术Background technique
目前,通过共享自行车骑行已经成为城市中新兴的出行方式,可以有效解决城市人群的短距离出行需求,并且绿色环保。At present, cycling through shared bicycles has become an emerging mode of travel in the city, which can effectively solve the short-distance travel needs of urban people and be green.
而随着共享自行车的用户规模日趋庞大,共享自行车的规范化调度和管理目前是很多城市交通管理提出的要求。由于用户实际的用车需求存在“潮汐效应”,即存在高峰期用车需求失衡,需要用车的地方无车可用,而不需要车的地方甚至发生淤积。“潮汐效应”所带来的负面影响可能会导,路面因为车辆的淤积导致机动车道和非机动车道的非法占用,影响其他市民的正常出行。因此,共享自行车服务商需要规范化车辆调度,缓解“潮汐效应”带来的负面影响。但是,目前共享自行车的调度主要是依赖于共享自行车服务商的运营人员进行人工统计确定车多区域或车少区域,进行相应的人工调度,人力成本投入较高,调度效率较低。With the increasing size of users sharing bicycles, the standardized dispatching and management of shared bicycles is currently a requirement of many urban traffic management. Due to the “tidal effect” of the actual vehicle demand of the user, there is an imbalance in the demand for the car during the peak period, and there is no car available in the place where the car is needed, and no need to deposit even in the place where the car is needed. The negative impact of the “tidal effect” may lead to the illegal occupation of motor vehicles and non-motor vehicle lanes due to the siltation of vehicles, which affects the normal travel of other citizens. Therefore, shared bicycle service providers need to standardize vehicle scheduling to alleviate the negative impact of the “tidal effect”. However, at present, the scheduling of shared bicycles mainly relies on the manual statistics of the operators of the shared bicycle service providers to determine the multi-region or the vehicle-less area of the vehicle, and the corresponding manual scheduling, the labor cost input is high, and the scheduling efficiency is low.
发明内容Summary of the invention
本发明的一个目的是提供一种用于调度车辆的新技术方案。It is an object of the present invention to provide a new technical solution for dispatching a vehicle.
根据本发明的第一方面,提供了一种车辆调度方法,包括:According to a first aspect of the present invention, a vehicle scheduling method is provided, comprising:
在用户对目标车辆实施调度后,确定用户对所述目标车辆实施调度的调度起点和调度终点,获取对应的激励参数,After the user performs scheduling on the target vehicle, determining a scheduling start point and a scheduling end point for the user to perform scheduling on the target vehicle, and acquiring corresponding excitation parameters,
其中,所述激励参数至少包括基准调度成本、用户激励系数以及调度供需系数;Wherein, the excitation parameter includes at least a reference scheduling cost, a user excitation coefficient, and a scheduling supply and demand coefficient;
根据所述激励参数,向用户提供对应的调度激励值,以激励用户实施 车辆调度。Based on the excitation parameters, a corresponding scheduling incentive value is provided to the user to motivate the user to implement vehicle scheduling.
可选地,所述方法还包括:Optionally, the method further includes:
根据预设的激励均值、激励最大值、激励最小值以及激励波动系数,计算获取所述基准调度成本。The reference scheduling cost is calculated according to a preset excitation mean value, an excitation maximum value, an excitation minimum value, and an excitation fluctuation coefficient.
可选地,所述方法还包括:Optionally, the method further includes:
获取用户的调度行为参数,计算获取所述用户激励系数,Obtaining a scheduling behavior parameter of the user, and calculating and obtaining the user excitation coefficient,
其中,所述调度行为参数至少包括分享因子、寻找因子、调度比例因子以及作弊因子这四者其中之一,The scheduling behavior parameter includes at least one of a sharing factor, a finding factor, a scheduling scale factor, and a cheating factor.
所述分享因子根据所述用户是否在最近预设时长内存在分享所述调度激励值的行为设置;所述寻找因子根据用户是否在最近预设时长内存在寻找需要调度的车辆的行为设置;所述调度比例因子根据所述用户在最近预设时长内调度车辆数目与使用车辆的总数目的比例是否超过预设比例阈值设置;所述作弊因子根据用户最近预设次数使用车辆时未实际发生使用行为的比例是否超过预设比例阈值设置。The sharing factor is set according to whether the user has the behavior of sharing the scheduling incentive value in the most recent preset duration; the searching factor is based on whether the user has found the behavior setting of the vehicle that needs to be scheduled according to the latest preset duration; The scheduling scale factor is set according to whether the ratio of the number of scheduled vehicles and the total number of used vehicles in the latest preset time period exceeds a preset ratio threshold setting; the cheat factor does not actually occur when the vehicle is used according to the user's latest preset number of times Whether the ratio exceeds the preset ratio threshold setting.
可选地,所述方法还包括:Optionally, the method further includes:
获取所述调度起点以及所述调度终点的调度等级;Obtaining a scheduling start point and a scheduling level of the scheduling end point;
根据所述调度起点的调度等级、所述调度终点的调度等级以及预设的调度供需系数配置表,确定所述调度供需系数,Determining the scheduling supply and demand coefficient according to a scheduling level of the scheduling starting point, a scheduling level of the scheduling end point, and a preset scheduling supply and demand coefficient configuration table,
其中,所述调度供需系数配置表中包括从不同的所述调度等级的所述调度起点、到达不同的所述调度等级的调度终点的调度供需系数。The scheduling supply and demand coefficient configuration table includes scheduling supply and demand coefficients from different scheduling levels of the scheduling level and scheduling end points of different scheduling levels.
可选地,所述获取所述调度起点以及所述调度终点的调度等级的步骤包括:Optionally, the step of acquiring the scheduling start point and the scheduling level of the scheduling end point includes:
在时空单元集合中选取与所述调度起点对应的时空单元,计算获取对应的所述时空单元的车辆分发指数和车辆收集指数,根据所述车辆分发指数和车辆收集指数确定所述调度起点的调度等级;Selecting a space-time unit corresponding to the scheduling start point in the set of space-time units, calculating a vehicle distribution index and a vehicle collection index of the corresponding space-time unit, and determining a scheduling of the scheduling starting point according to the vehicle distribution index and the vehicle collection index. grade;
以及as well as
在所述时空单元集合中选取与所述调度终点对应的时空单元,计算获取对应的所述时空单元的车辆分发指数和车辆收集指数,根据所述车辆分发指数和车辆收集指数确定所述调度终点的调度等级;Selecting a space-time unit corresponding to the scheduling end point in the set of space-time units, calculating a vehicle distribution index and a vehicle collection index of the corresponding space-time unit, and determining the scheduling end point according to the vehicle distribution index and the vehicle collection index. Scheduling level;
其中,所述时空单元集合中包括由调度区域划分得到的多个时空单元,每个所述时空单元具有对应的时间段和地理位置。The space-time unit set includes a plurality of space-time units divided by the scheduling area, and each of the space-time units has a corresponding time period and a geographical position.
可选地,所述计算获取对应的所述时空单元的车辆分发指数和车辆收集指数的步骤包括:Optionally, the calculating, obtaining the corresponding vehicle distribution index and the vehicle collection index of the space-time unit comprises:
对所述时空单元,根据历史行程记录,计算获取以所述时空单元作为行程起点的第一链路权重集合以及以所述时空单元作为行程终点的第二链路权重集合,And acquiring, by the time-space unit, a first link weight set that uses the space-time unit as a travel start point and a second link weight set that uses the space-time unit as a travel end point according to a historical travel record,
其中,所述历史行程记录中包括多条历史行程,所述历史行程中包括作为行程起点的所述时空单元以及作为行程终点的所述时空单元,所述第一链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程终点的每一条链路的链路权重,所述第二链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程起点的每一条链路的链路权重;The historical travel record includes a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a The other space-time unit other than the space-time unit is a link weight of each link of the end of the trip, and the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip. Link weight of each link;
根据所述第一链路权重集合以及预设的平滑系数,计算获取所述车辆分发指数,以及根据所述第二链路权重集合以及所述平滑系数,计算获取所述车辆收集指数。Acquiring and acquiring the vehicle distribution index according to the first link weight set and a preset smoothing coefficient, and calculating and acquiring the vehicle collection index according to the second link weight set and the smoothing coefficient.
根据本发明的第二方面,提供一种车辆调度方法,包括:According to a second aspect of the present invention, a vehicle scheduling method is provided, comprising:
在用户实施对目标车辆的调度后,提供调度激励展示界面,以向用户展示所获取的对应的调度激励值,After the user implements scheduling of the target vehicle, providing a scheduling incentive display interface to display the acquired scheduling incentive value to the user.
其中,所述调度激励值根据本发明的第一方面提供的任意一项所述的车辆调度方法获取。The scheduling incentive value is obtained according to the vehicle scheduling method according to any one of the first aspects of the present invention.
根据本发明的第三方面,提供一种服务器,实施车辆调度,包括:According to a third aspect of the present invention, there is provided a server, implementing vehicle scheduling, comprising:
存储器,用于存储可执行的指令;a memory for storing executable instructions;
处理器,用于根据所述指令的控制运行所述服务器执行本发明的第一方面提供的任意一项所述的车辆调度方法。a processor for operating the server to perform the vehicle scheduling method of any one of the first aspects of the present invention in accordance with the control of the instructions.
根据本发明的第四方面,提供一种客户端,实施车辆调度,包括:According to a fourth aspect of the present invention, a client is provided to implement vehicle scheduling, including:
显示装置,用于展示人机交互界面;Display device for displaying a human-computer interaction interface;
存储器,用于存储可执行的指令;a memory for storing executable instructions;
处理器,用于根据所述指令的控制运行所述服务器执行如本发明的第二方面提供的车辆调度方法。A processor for operating the server to perform a vehicle scheduling method as provided by the second aspect of the present invention in accordance with control of the instructions.
根据本发明的第五方面,提供一种车辆调度系统,包括:According to a fifth aspect of the present invention, a vehicle dispatching system is provided, comprising:
本发明的第三方面提供的服务器,以及本发明的第四方面体用的客户端。A server provided by the third aspect of the present invention, and a client for use in the fourth aspect of the present invention.
根据本公开的一个实施例,可以根据用户对目标车辆实施的调度行为,向用户提供与车辆调度行为对应的调度激励值,引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。According to an embodiment of the present disclosure, the scheduling incentive value corresponding to the vehicle scheduling behavior may be provided to the user according to the scheduling behavior performed by the user on the target vehicle, and the user is guided to participate in the vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
通过以下参照附图对本发明的示例性实施例的详细描述,本发明的其它特征及其优点将会变得清楚。Other features and advantages of the present invention will become apparent from the Detailed Description of the <RTIgt;
通过以下参照附图对本发明的示例性实施例的详细描述,本发明的其它特征及其优点将会变得清楚。Other features and advantages of the present invention will become apparent from the Detailed Description of the <RTIgt;
附图说明DRAWINGS
被结合在说明书中并构成说明书的一部分的附图示出了本发明的实施例,并且连同其说明一起用于解释本发明的原理。The accompanying drawings, which are incorporated in FIG
图1是显示可用于实现本发明的实施例的车辆系统的硬件配置的例子的框图。1 is a block diagram showing an example of a hardware configuration of a vehicle system that can be used to implement an embodiment of the present invention.
图2示出了本发明第一实施例的车辆调度方法的流程图。Fig. 2 is a flow chart showing a vehicle scheduling method of the first embodiment of the present invention.
图3示出了本发明第一实施例的计算调取供需系数的流程图。Fig. 3 is a flow chart showing the calculation of the supply and demand coefficients of the first embodiment of the present invention.
图4示出了本发明第一实施例的计算调度等级的流程图。Fig. 4 is a flow chart showing the calculation of the scheduling level of the first embodiment of the present invention.
图5示出了本发明第一实施例的时空单元的例子示意图。Fig. 5 is a view showing an example of a space-time unit of the first embodiment of the present invention.
图6示出了本发明第一实施例的计算车辆分发指数和车辆收集指数的流程图。Fig. 6 is a flow chart showing the calculation of the vehicle distribution index and the vehicle collection index of the first embodiment of the present invention.
图7示出了本发明的第一实施例的历史行程的例子示意图。Fig. 7 is a view showing an example of a history stroke of the first embodiment of the present invention.
图8示出了本发明的第一实施例的服务器的示意性框图。Fig. 8 shows a schematic block diagram of a server of the first embodiment of the present invention.
图9示出了本发明的第二实施例的客户端的示意性框图。Fig. 9 shows a schematic block diagram of a client of a second embodiment of the present invention.
图10示出了本发明的第三实施例的车辆调度系统的示意性框图。Fig. 10 is a schematic block diagram showing a vehicle dispatching system of a third embodiment of the present invention.
具体实施方式Detailed ways
现在将参照附图来详细描述本发明的各种示例性实施例。应注意到:除非另外具体说明,否则在这些实施例中阐述的部件和步骤的相对布置、数字表达式和数值不限制本发明的范围。Various exemplary embodiments of the present invention will now be described in detail with reference to the drawings. It should be noted that the relative arrangement of the components and steps, numerical expressions and numerical values set forth in the embodiments are not intended to limit the scope of the invention unless otherwise specified.
以下对至少一个示例性实施例的描述实际上仅仅是说明性的,决不作为对本发明及其应用或使用的任何限制。The following description of the at least one exemplary embodiment is merely illustrative and is in no way
对于相关领域普通技术人员已知的技术、方法和设备可能不作详细讨论,但在适当情况下,所述技术、方法和设备应当被视为说明书的一部分。Techniques, methods and apparatus known to those of ordinary skill in the relevant art may not be discussed in detail, but the techniques, methods and apparatus should be considered as part of the specification, where appropriate.
在这里示出和讨论的所有例子中,任何具体值应被解释为仅仅是示例性的,而不是作为限制。因此,示例性实施例的其它例子可以具有不同的值。In all of the examples shown and discussed herein, any specific values are to be construed as illustrative only and not as a limitation. Thus, other examples of the exemplary embodiments may have different values.
应注意到:相似的标号和字母在下面的附图中表示类似项,因此,一旦某一项在一个附图中被定义,则在随后的附图中不需要对其进行进一步讨论。It should be noted that similar reference numerals and letters indicate similar items in the following figures, and therefore, once an item is defined in one figure, it is not required to be further discussed in the subsequent figures.
<硬件配置><Hardware Configuration>
如图1所示,车辆系统100包括服务器1000、客户端2000、车辆3000、网络4000。As shown in FIG. 1, the vehicle system 100 includes a server 1000, a client 2000, a vehicle 3000, and a network 4000.
服务器1000提供处理、数据库、通讯设施的业务点。服务器1000可以是整体式服务器或是跨多计算机或计算机数据中心的分散式服务器。服务器可以是各种类型的,例如但不限于,网络服务器,新闻服务器,邮件服务器,消息服务器,广告服务器,文件服务器,应用服务器,交互服务器,数据库服务器,或代理服务器。在一些实施例中,每个服务器可以包括硬件,软件,或用于执行服务器所支持或实现的合适功能的内嵌逻辑组件或两个或多个此类组件的组合。例如,服务器例如刀片服务器、云端服务器等,或者可以是由多台服务器组成的服务器群组,可以包括上述类型的服务器中的一种或多种等等。Server 1000 provides service points for processing, databases, and communication facilities. Server 1000 can be a monolithic server or a decentralized server that spans multiple computers or computer data centers. The server may be of various types such as, but not limited to, a web server, a news server, a mail server, a message server, an advertisement server, a file server, an application server, an interactive server, a database server, or a proxy server. In some embodiments, each server may comprise hardware, software, or an embedded logic component or a combination of two or more such components for performing the appropriate functions supported or implemented by the server. For example, a server such as a blade server, a cloud server, or the like, or may be a server group composed of a plurality of servers, may include one or more of the above types of servers, and the like.
在一个例子中,服务器1000可以如图1所示,包括处理器1100、存储器1200、接口装置1300、通信装置1400、显示装置1500、输入装置1600。 尽管服务器也可以包括扬声器、麦克风等等,但是,这些部件与本发明的是合理无关,故在此省略。In one example, the server 1000 can include a processor 1100, a memory 1200, an interface device 1300, a communication device 1400, a display device 1500, and an input device 1600, as shown in FIG. Although the server may also include a speaker, a microphone, etc., these components are reasonably unrelated to the present invention and are therefore omitted herein.
其中,处理器1100例如可以是中央处理器CPU、微处理器MCU等。存储器1200例如包括ROM(只读存储器)、RAM(随机存取存储器)、诸如硬盘的非易失性存储器等。接口装置1300例如包括USB接口、串行接口、红外接口等。通信装置1400例如能够进行有线或无线通信。显示装置1150例如是液晶显示屏、LED显示屏触摸显示屏等。输入装置1160例如可以包括触摸屏、键盘等。The processor 1100 can be, for example, a central processing unit CPU, a microprocessor MCU, or the like. The memory 1200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like. The interface device 1300 includes, for example, a USB interface, a serial interface, an infrared interface, and the like. The communication device 1400 can perform wired or wireless communication, for example. The display device 1150 is, for example, a liquid crystal display, an LED display touch display, or the like. Input device 1160 can include, for example, a touch screen, a keyboard, and the like.
在本实施例中,客户端2000是具有通信功能、业务处理功能的电子设备。客户端2000可以是移动终端,例如手机、便携式电脑、平板电脑、掌上电脑等等。在一个例子中,客户端2000是对车辆3000实施管理操作的设备,例如,安装有支持运营、管理车辆的应用程序(APP)的手机。In this embodiment, the client 2000 is an electronic device having a communication function and a service processing function. The client 2000 can be a mobile terminal such as a cell phone, a laptop, a tablet, a palmtop, and the like. In one example, the client 2000 is a device that performs management operations on the vehicle 3000, for example, a mobile phone that is installed with an application (APP) that supports operation and management of the vehicle.
如图1所示,客户端2000可以包括处理器2100、存储器2200、接口装置2300、通信装置2400、显示装置2500、输入装置2600、扬声器2700、麦克风2800,等等。其中,处理器2100可以是中央处理器CPU、微处理器MCU等。存储器2200例如包括ROM(只读存储器)、RAM(随机存取存储器)、诸如硬盘的非易失性存储器等。接口装置2300例如包括USB接口、耳机接口等。通信装置2400例如能够进行有线或无线通信。显示装置2500例如是液晶显示屏、触摸显示屏等。输入装置2600例如可以包括触摸屏、键盘等。用户可以通过扬声器2700和麦克风2800输入/输出语音信息。As shown in FIG. 1, client 2000 can include processor 2100, memory 2200, interface device 2300, communication device 2400, display device 2500, input device 2600, speaker 2700, microphone 2800, and the like. The processor 2100 may be a central processing unit CPU, a microprocessor MCU, or the like. The memory 2200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like. The interface device 2300 includes, for example, a USB interface, a headphone jack, and the like. The communication device 2400 can perform, for example, wired or wireless communication. The display device 2500 is, for example, a liquid crystal display, a touch display, or the like. Input device 2600 can include, for example, a touch screen, a keyboard, and the like. The user can input/output voice information through the speaker 2700 and the microphone 2800.
车辆3000是任何可以分时或分地出让使用权供不同用户共享使用的车辆,例如,用于共享的共享自行车、共享助力车、共享电动车、共享车等等。车辆3000可以是自行车、三轮车、电动助力车、摩托车以及四轮乘用车等各种形态。The vehicle 3000 is any vehicle that can be used for sharing by different users in a time-sharing or sub-regional manner, for example, a shared bicycle for sharing, a shared moped, a shared electric vehicle, a shared vehicle, and the like. The vehicle 3000 may be in various forms such as a bicycle, a tricycle, an electric bicycle, a motorcycle, and a four-wheeled passenger car.
如图1所示,车辆3000可以包括处理器3100、存储器3200、接口装置3300、通信装置3400、显示装置3500、输入装置3600、定位装置3700、传感器3800,等等。其中,处理器3100可以是中央处理器CPU、微处理器MCU等。存储器3200例如包括ROM(只读存储器)、RAM(随机存取存储器)、诸如硬盘的非易失性存储器等。接口装置3300例如包括USB接口、耳机接 口等。通信装置3400例如能够进行有线或无线通信。输出装置3500例如可以是输出信号的装置,可以显示装置,例如液晶显示屏、触摸显示屏等,也可以是扬声器等输出语音信息等。输入装置3600例如可以包括触摸屏、键盘等,也可以是麦克风输入语音信息。定位装置3700用于提供定位功能,例如可以是GPS定位模块、北斗定位模块等。传感器3800用于获取车辆姿态信息,例如可以是加速度计、陀螺仪、或者三轴、六轴、九轴微机电系统(MEMS)等。As shown in FIG. 1, the vehicle 3000 may include a processor 3100, a memory 3200, an interface device 3300, a communication device 3400, a display device 3500, an input device 3600, a positioning device 3700, a sensor 3800, and the like. The processor 3100 may be a central processing unit CPU, a microprocessor MCU, or the like. The memory 3200 includes, for example, a ROM (Read Only Memory), a RAM (Random Access Memory), a nonvolatile memory such as a hard disk, and the like. The interface device 3300 includes, for example, a USB interface, a headphone interface, and the like. The communication device 3400 is capable of, for example, wired or wireless communication. The output device 3500 may be, for example, a device that outputs a signal, and may display a device such as a liquid crystal display, a touch display, or the like, or may output a voice message or the like. The input device 3600 may include, for example, a touch screen, a keyboard, or the like, or may be a microphone input voice information. The positioning device 3700 is configured to provide a positioning function, such as a GPS positioning module, a Beidou positioning module, and the like. The sensor 3800 is used to acquire vehicle attitude information, such as an accelerometer, a gyroscope, or a three-axis, six-axis, nine-axis microelectromechanical system (MEMS), or the like.
网络4000可以是无线通信网络也可以是有线通信网络,可以是局域网也可以是广域网。在图1所示的物品管理系统中,车辆3000与服务器1000、客户端2000与服务器1000,可以通过网络4000进行通信。此外,车辆3000与服务器1000、客户端2000与服务器1000通信所基于的网络4000可以是同一个,也可以是不同的。The network 4000 may be a wireless communication network or a wired communication network, and may be a local area network or a wide area network. In the article management system shown in FIG. 1, the vehicle 3000 and the server 1000, the client 2000, and the server 1000 can communicate via the network 4000. In addition, the network 4000 on which the vehicle 3000 communicates with the server 1000, the client 2000, and the server 1000 may be the same or different.
应当理解的是,尽管图1仅示出一个服务器1000、客户端2000、车辆3000,但不意味着限制对应的数目,车辆系统100中可以包含多个服务器1000、客户端2000、车辆3000。It should be understood that although FIG. 1 shows only one server 1000, client 2000, and vehicle 3000, it is not meant to limit the corresponding number. The vehicle system 100 may include a plurality of servers 1000, clients 2000, and vehicles 3000.
以车辆3000为共享自行车为例,车辆系统100为共享自行车系统。服务器1000用于提供支持共享自行车使用所必需的全部功能。客户端2000可以是手机,其上安装有共享自行车应用程序,共享自行车应用程序可以帮助用户使用车辆3000获取相应的功能等等。Taking the vehicle 3000 as a shared bicycle as an example, the vehicle system 100 is a shared bicycle system. The server 1000 is used to provide all the functions necessary to support the sharing of bicycle use. The client 2000 can be a mobile phone with a shared bicycle application installed thereon, and the shared bicycle application can assist the user in using the vehicle 3000 to obtain corresponding functions and the like.
图1所示的车辆系统100仅是解释性的,并且决不是为了要限制本发明、其应用或用途。The vehicle system 100 shown in Figure 1 is merely illustrative and is in no way intended to limit the invention, its application or use.
应用于本发明的实施例中,尽管图1只示出一个服务器1000、一个客户端2000、一个车辆3000,但是,应当理解的是,具体应用中,可以根据实际需求使得所述车辆系统100包括多个服务器1000、多个客户端2000、多个车辆3000。In the embodiment of the present invention, although FIG. 1 shows only one server 1000, one client 2000, and one vehicle 3000, it should be understood that, in a specific application, the vehicle system 100 may be included according to actual needs. A plurality of servers 1000, a plurality of clients 2000, and a plurality of vehicles 3000.
应用于本发明的实施例中,服务器1000的所述存储器1200用于存储指令,所述指令用于控制所述处理器1100进行操作以执行本发明实施例中提供的车辆调度方法。In an embodiment of the present invention, the memory 1200 of the server 1000 is for storing instructions for controlling the processor 1100 to operate to perform the vehicle scheduling method provided in the embodiments of the present invention.
尽管在图1中对服务器1000示出了多个装置,但是,本发明可以仅 涉及其中的部分装置,例如,服务器1000只涉及存储器1200和处理器1100。Although a plurality of devices are shown for server 1000 in FIG. 1, the present invention may relate only to some of the devices therein, for example, server 1000 only relates to memory 1200 and processor 1100.
应用于本发明的实施例中,客户端2000的所述存储器2200用于存储指令,所述指令用于控制所述处理器2100运行客户端2000执行本发明实施例中提供的车辆调度方法。In an embodiment of the present invention, the memory 2200 of the client 2000 is configured to store instructions for controlling the processor 2100 to operate the client 2000 to perform the vehicle scheduling method provided in the embodiments of the present invention.
尽管在图1中对客户端2000示出了多个装置,但是,本发明可以仅涉及其中的部分装置,例如,客户端2000只涉及存储器2200和处理器2100。Although a plurality of devices are shown for client 2000 in FIG. 1, the present invention may relate only to some of the devices therein, for example, client 2000 only relates to memory 2200 and processor 2100.
在上述描述中,技术人员可以根据本发明所公开方案设计指令。指令如何控制处理器进行操作,这是本领域公知,故在此不再详细描述。In the above description, a person skilled in the art can design instructions in accordance with the disclosed aspects of the present invention. How the instructions control the processor for operation is well known in the art and will not be described in detail herein.
<第一实施例><First Embodiment>
<方法><method>
在本实施例中,提供一种车辆调度方法,该车辆是被投放供用户以分时租赁、分地租赁等模式获取使用权的交通设备,该车辆可以是两轮或三轮自行车、助力车、电动车,也可以是四轮以上的机动车辆。In this embodiment, a vehicle scheduling method is provided. The vehicle is a transportation device that is placed for the user to acquire the usage right in a time sharing manner, a land lease, or the like. The vehicle may be a two- or three-wheel bicycle, a moped, Electric vehicles can also be four or more motor vehicles.
该车辆调度方法,如图2所示,包括:步骤S2100-S2200。The vehicle scheduling method, as shown in FIG. 2, includes: steps S2100-S2200.
步骤S2100,在用户对目标车辆实施调度后,确定用户对所述目标车辆实施调度的调度起点和调度终点,获取对应的激励参数。Step S2100: After the user performs scheduling on the target vehicle, determine a scheduling start point and a scheduling end point that the user performs scheduling on the target vehicle, and obtain corresponding excitation parameters.
在本实施例中,用户可以通过以分时租赁、分地租赁等模式获取目标车辆的使用权,通过目标车辆出行。在用户通过目标车辆出行时,可以同时实施对目标车辆的调度,即用户通过目标车辆出行时,会使得目标车辆从调度起点到达调度终点,同时完成目标车辆的调度。In this embodiment, the user can obtain the use right of the target vehicle in a time-sharing manner, a land lease, or the like, and travel through the target vehicle. When the user travels through the target vehicle, the scheduling of the target vehicle can be simultaneously performed, that is, when the user travels through the target vehicle, the target vehicle is caused to reach the dispatch destination from the dispatch starting point, and the scheduling of the target vehicle is completed.
在用户对目标车辆实施调度的过程中,可以通过目标车辆的定位模块或者用户使用的客户端的定位模块,定位确定用户对目标车辆实施调度的调度起点和调度终点,例如,车辆是共享自行车时,调度起点是用户的骑行起点,调度终点是用户的骑行终点。In the process of the user performing the scheduling on the target vehicle, the positioning module of the target vehicle or the positioning module of the client used by the user may be positioned to determine the scheduling starting point and the scheduling end point of the user performing scheduling on the target vehicle, for example, when the vehicle is a shared bicycle. The starting point of the scheduling is the starting point of the user's riding, and the ending point of the scheduling is the ending point of the user's riding.
该激励参数是与用户实施车辆调度后可获取的调度激励值相关的参数,至少包括基准调度成本、用户激励系数以及调度供需系数。The excitation parameter is a parameter related to a scheduling excitation value that can be acquired after the user implements the vehicle scheduling, and includes at least a reference scheduling cost, a user excitation coefficient, and a scheduling supply and demand coefficient.
基准调度成本是用于评估用户实施车辆调度行为相关成本的基准值。The baseline scheduling cost is a baseline value used to evaluate the costs associated with implementing a vehicle scheduling behavior.
具体地,可以根据预设的激励均值、激励最大值、激励最小值以及激 励波动系数,计算获取基准调度成本。Specifically, the acquisition reference scheduling cost may be calculated according to a preset excitation mean value, an excitation maximum value, an excitation minimum value, and an excitation fluctuation coefficient.
假设激励均值为Avg,激励最大值为Max,激励最小值为Min,激励波动系数为σ,可以根据下述公式计算基准调度成本Y:Assuming that the excitation mean is Avg, the excitation maximum is Max, the excitation minimum is Min, and the excitation fluctuation coefficient is σ, the baseline scheduling cost Y can be calculated according to the following formula:
Figure PCTCN2018104206-appb-000001
Figure PCTCN2018104206-appb-000001
其中,X=e μ+σ×Z+Min,Z~Norm(0,1),Z是服从正态分布的0到1之间的随机数;μ可以通过
Figure PCTCN2018104206-appb-000002
求取。
Where X = e μ + σ × Z + Min, Z ~ Norm (0, 1), Z is a random number between 0 and 1 obeying the normal distribution; μ can pass
Figure PCTCN2018104206-appb-000002
Seek.
在本实施例中,激励均值Avg、激励最大值Max、激励最小值Min、激励波动系数σ可以根据具体应用场景设置,例如,可以根据不同的调度区域(不同城市或不同的行政区域)设置不同的Avg、激励最大值Max、激励最小值Min、激励波动系数σ。在一个例子中,激励波动系数σ可以设置为1。In this embodiment, the excitation mean Avg, the excitation maximum value Max, the excitation minimum value Min, and the excitation fluctuation coefficient σ may be set according to specific application scenarios, for example, different scheduling areas (different cities or different administrative regions) may be set differently. Avg, excitation maximum value Max, excitation minimum value Min, excitation fluctuation coefficient σ. In one example, the excitation fluctuation coefficient σ can be set to one.
用户激励系数是与用户相关的、体现用户参与车辆调度的系数。The user incentive coefficient is a coefficient related to the user that reflects the user's participation in vehicle scheduling.
具体地,可以获取用户的调度行为参数,计算获取用户激励系数。Specifically, the scheduling behavior parameter of the user may be acquired, and the user excitation coefficient is calculated and calculated.
调度行为参数至少包括分享因子、寻找因子、调度比例因子以及作弊因子这四者其中之一。The scheduling behavior parameter includes at least one of a sharing factor, a finding factor, a scheduling scale factor, and a cheating factor.
分享因子用于表征对应的用户是否存在分享推广车辆调度行为,具体地,分享因子可以根据用户是否在最近预设时长内存在分享调度激励值的行为设置,最近预设时长可以根据具体应用场景选择,例如,可以设置为最近7天。分享因子配置对应的权重,该权重可以具体应用场景选取,例如,选取为2.5。当用户在最近预设时长内存在对应行为时,分享因子为2.5,否则,为0。The sharing factor is used to indicate whether the corresponding user has a sharing promotion vehicle scheduling behavior. Specifically, the sharing factor may be set according to whether the user has the sharing scheduling incentive value in the latest preset duration. The latest preset duration may be selected according to the specific application scenario. For example, it can be set to the last 7 days. The weight corresponding to the sharing factor configuration may be selected by the specific application scenario, for example, selected as 2.5. When the user has the corresponding behavior in the most recent preset duration, the sharing factor is 2.5, otherwise, it is 0.
寻找因子用于表征用户是否存在主动参与车辆调度的行为,具体地,寻找因子可以根据用户是否在最近预设时长内存在寻找需要调度的车辆的行为设置,最近预设时长可以根据具体应用场景选择,例如,可以设置为最近7天。寻找因子配置对应的权重,该权重可以具体应用场景选取,例如,选取为1.5。当用户在最近预设时长内存在对应行为时,寻找因子为1.5,否则,为0。The search factor is used to indicate whether the user has an active participation in the vehicle scheduling behavior. Specifically, the search factor may be set according to whether the user has found the behavior of the vehicle that needs to be scheduled according to the latest preset duration. The latest preset duration may be selected according to the specific application scenario. For example, it can be set to the last 7 days. Find the weight corresponding to the factor configuration, and the weight can be specifically selected for the scene selection, for example, selected as 1.5. When the user has a corresponding behavior in the most recent preset duration, the search factor is 1.5, otherwise, it is 0.
调度比例因子用于表征用户实时车辆调度行为的频繁程度,具体地, 调度比例因子可以根据用户在最近预设时长内调度车辆数目与使用车辆的总数目的比例是否超过预设比例阈值设置,最近预设时长、预设比例阈值可以根据具体应用场景选择,例如,最近预设时长可以设置为最近7天,预设比例阈值可以设置为50%。调度比例因子配置有对应的权重,该权重可以具体应用场景选取,例如,选取为0.8。当用户在最近预设时长内调度车辆的比例超过预设比例阈值时,调度比例因子取值为0.8,否则,取值为0。The scheduling scale factor is used to characterize the frequency of the real-time vehicle scheduling behavior of the user. Specifically, the scheduling scale factor may be set according to whether the ratio of the number of scheduled vehicles and the total number of used vehicles in the latest preset duration exceeds a preset ratio threshold. The preset duration and the preset ratio threshold can be selected according to the specific application scenario. For example, the latest preset duration can be set to the last 7 days, and the preset proportional threshold can be set to 50%. The scheduling scale factor is configured with a corresponding weight, and the weight can be specifically selected for the scenario selection, for example, selected as 0.8. When the proportion of the user scheduling the vehicle within the most recent preset time exceeds the preset ratio threshold, the scheduling scale factor takes a value of 0.8, otherwise, the value is 0.
实际应用中,用户可能存在使用车辆时不实施实施车辆使用行为,来骗取车辆调度的调度激励值。例如,车辆是自行车时,用户可能通过解锁自行车后却不实际骑行来骗取车辆调度的调度激励值,可以通过用户解锁后自行车停在原地不动来判定。In practical applications, the user may not implement the vehicle usage behavior when using the vehicle to defraud the scheduling incentive value of the vehicle scheduling. For example, when the vehicle is a bicycle, the user may defraud the dispatching incentive value of the vehicle dispatch by unlocking the bicycle but not actually riding, and may be determined by the bicycle being stopped and the bicycle is stopped in place.
作弊因子用于表征用户在实施车辆调度行为的诚信程度。具体地,作弊因子可以根据用户最近预设次数使用车辆时未实际发生使用行为的比例是否超过预设比例阈值设置。最近预设次数、预设比例阈值可以根据具体应用场景设置,例如,最近预设次数可以是10次,预设比例阈值可以设置为50%。作弊因子配置有对应的权重,该权重可以具体应用场景选取,例如,选取为0.01。当用户在最近预设次数使用车辆时未实际发生使用行为的比例是否超过预设比例阈值,取值为0,否则,取值为0.01。The cheating factor is used to characterize the user's level of integrity in implementing vehicle scheduling behavior. Specifically, the cheat factor may be set according to whether the proportion of the usage behavior that does not actually occur when the vehicle is used by the user in the preset number of times exceeds a preset ratio threshold setting. The preset preset number and the preset ratio threshold may be set according to a specific application scenario. For example, the most recent preset number may be 10 times, and the preset proportional threshold may be set to 50%. The cheating factor is configured with a corresponding weight, and the weight can be specifically selected for the scene selection, for example, selected as 0.01. The value is 0 when the user does not actually use the behavior when the vehicle is used for the preset number of times. The value is 0. Otherwise, the value is 0.01.
假设分享因子为W 1、寻找因子为W 2、调度比例因子为W 3以及作弊因子为W 4,则可以根据下述公式计算获取用户激励系数W: Assuming that the sharing factor is W 1 , the finding factor is W 2 , the scheduling scale factor is W 3 , and the cheat factor is W 4 , the user excitation coefficient W can be calculated according to the following formula:
W=W 1×W 2×W 3×W 4。 W = W 1 × W 2 × W 3 × W 4 .
在实际运营过程中,不同地域中车辆分布数量不同,车辆的供应和需求也不相关,在车辆供需关系存在不平衡的地域,需要实施车辆调度以调节该地域的车辆供需关系趋于平衡。In the actual operation process, the number of vehicles in different regions is different, and the supply and demand of vehicles are not related. In the region where the supply and demand relationship of vehicles is not balanced, vehicle scheduling needs to be implemented to adjust the supply and demand relationship of vehicles in this region to balance.
调度供需系数用于表征用户实施的车辆调度对车辆供需关系的影响。通过调度供需关系,可以评估用户实施的车辆调度对车辆供需关系的调整程度。The scheduling supply and demand coefficient is used to characterize the impact of vehicle scheduling implemented by the user on the vehicle supply and demand relationship. By scheduling the supply and demand relationship, it is possible to assess the degree of adjustment of the vehicle supply and demand relationship by the vehicle implementation implemented by the user.
具体地,计算获取调度供需系数,可以通过如图3所示的方法:包括步骤S2110-S2120。Specifically, calculating the acquisition scheduling supply and demand coefficient may be performed by the method shown in FIG. 3: including steps S2110-S2120.
步骤S2110,获取调度起点以及调度终点的调度等级。Step S2110: Acquire a scheduling start point and a scheduling level of the scheduling end point.
调度等级用于评估对应的调度区域实施车辆调度的需求。The scheduling level is used to evaluate the requirements of the corresponding dispatch area to implement vehicle scheduling.
获取调度起点的调度等级的步骤,可以如图4所示,包括:步骤S2111-S2112。The step of obtaining the scheduling level of the scheduling start point may be as shown in FIG. 4, including: steps S2111-S2112.
步骤S2111,在时空单元集合中选取与所述调度起点对应的时空单元,计算获取对应的时空单元的车辆分发指数和车辆收集指数。Step S2111: Select a space-time unit corresponding to the scheduling start point in the set of space-time units, and calculate a vehicle distribution index and a vehicle collection index of the corresponding space-time unit.
所述时空单元集合中包括由调度区域划分得到的多个时空单元,每个所述时空单元具有对应的时间段和地理位置。The space-time unit set includes a plurality of spatio-temporal units obtained by dividing the scheduling area, and each of the spatio-temporal units has a corresponding time period and a geographical position.
在本实施例中,该调度区域是存在车辆调度需求的区域,可以根据实际的车辆调度需求设置调度区域,例如某个城市或者某个城市的某个行政区等。可以根据具体的时间、空间两个维度来划分调度区域,得到对应的包括多个时空单元的时空单元集合,每个时空单元具有对应的时间段和地理位置。具体地时间段或地理位置的划分粒度,可以根据具体应用需求设置。In this embodiment, the scheduling area is an area where there is a vehicle scheduling requirement, and the scheduling area may be set according to actual vehicle scheduling requirements, such as a certain city or an administrative area of a certain city. The scheduling area may be divided according to specific time and space dimensions, and a corresponding set of spatio-temporal units including a plurality of spatio-temporal units is obtained, and each spatio-temporal unit has a corresponding time period and a geographical position. Specifically, the granularity of the time period or geographic location can be set according to specific application requirements.
例如,可以将一天24小时分为24个时间段,将调度区域的划分为100米*100米的精细网格,在时间与空间维度上分别进行划分,得到对应的时空单元,如图5所示。For example, the 24 hours a day can be divided into 24 time segments, and the scheduling area is divided into fine meshes of 100 meters*100 meters, and divided into time and space dimensions respectively to obtain corresponding space-time units, as shown in FIG. 5 Show.
获取用户对所述目标车辆实施调度的调度起始时间,可以根据调度起始时间和调度地点的具体地理位置,在时空单元集合中选取与调度起点对应的时空单元。Obtaining a scheduling start time for the user to perform scheduling on the target vehicle, and selecting a space-time unit corresponding to the scheduling starting point in the set of space-time units according to the scheduling starting time and the specific geographic location of the scheduling location.
在车辆被用户使用时,车辆会根据用户的需求离开某个时空单元,又进入另一个时空单元。对每一个时空单元,在其对应的时间段内会有车辆进入或者离开。时空单元作为交通网络的节点,存在收集车辆(车辆进入)或者分发车辆(车辆离开)的动态变化。When the vehicle is used by the user, the vehicle will leave a certain space-time unit according to the user's needs and enter another time-space unit. For each space-time unit, there will be vehicles entering or leaving during their corresponding time periods. The space-time unit acts as a node of the transportation network, and there is a dynamic change in collecting the vehicle (vehicle entering) or distributing the vehicle (vehicle leaving).
车辆收集指数用于表征对应的时空单元在对应的时间段内从其他所述时空单元收集车辆的能力。车辆分发指数用于表征对应的时空单元在对应的时间段内向其他所述时空单元分发车辆的能力。The vehicle collection index is used to characterize the ability of the corresponding space-time unit to collect vehicles from other of the space-time units within a corresponding time period. The vehicle distribution index is used to characterize the ability of the corresponding space-time unit to distribute the vehicle to other of the space-time units within a corresponding time period.
例如,时空单元u的时间段是早上8:00-9:00,其车辆收集指数就是表征在此时间段内从其他所述时空单元收集车辆的能力,车辆分发指数用 于表征在此时间段内向其他所述时空单元分发车辆的能力。For example, the time period of the space-time unit u is 8:00-9:00 in the morning, and its vehicle collection index is the ability to characterize the collection of vehicles from other time-space units during this time period, and the vehicle distribution index is used to characterize the time period. The ability to distribute vehicles to other such space-time units.
具体地,计算时空单元的车辆收集指数与车辆分发指数的步骤,可以如图6所示,包括:Specifically, the step of calculating the vehicle collection index and the vehicle distribution index of the space-time unit may be as shown in FIG. 6, and includes:
步骤S2111-1,对该时空单元,根据历史行程记录,计算获取以该时空单元作为行程起点的第一链路权重集合以及以该时空单元作为行程终点的第二链路权重集合,Step S2111-1, the space-time unit calculates, according to the historical travel record, a first link weight set obtained by using the space-time unit as a travel start point and a second link weight set using the space-time unit as a travel end point,
其中,所述历史行程记录中包括多条历史行程,所述历史行程中包括作为行程起点的所述时空单元以及作为行程终点的所述时空单元,所述第一链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程终点的每一条链路的链路权重,所述第二链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程起点的每一条链路的链路权重。The historical travel record includes a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a The other space-time unit other than the space-time unit is a link weight of each link of the end of the trip, and the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip. The link weight of each link.
步骤S2111-2,根据第一链路权重集合以及预设的平滑系数,计算获取所述车辆分发指数,以及根据第二链路权重集合以及平滑系数,计算获取车辆收集指数。Step S2111-2, calculating and acquiring the vehicle distribution index according to the first link weight set and the preset smoothing coefficient, and calculating the acquired vehicle collection index according to the second link weight set and the smoothing coefficient.
历史行程记录可以从车辆历史使用记录中获取。例如车辆是共享自行车时,可以从对应提供共享自行车服务的共享自行车系统的订单服务器中存储的自行车历史订单信息中获取,对应的,每条历史行程与一条历史订单信息对应,行程起点是用户骑行起点所在的时空单元,行程终点是用户骑行终点所在的时空单元。Historical trip records can be obtained from the vehicle history usage record. For example, when the vehicle is a shared bicycle, it can be obtained from the bicycle history order information stored in the order server corresponding to the shared bicycle system that provides the shared bicycle service. Correspondingly, each historical trip corresponds to a historical order information, and the starting point of the trip is the user riding. The space-time unit where the starting point of the line is, and the end point of the trip is the space-time unit where the user's riding end is located.
预设的平滑系数,可以根据工程经验值或者实验仿真值来设置,例如,可以设置为0.85。The preset smoothing factor can be set according to the engineering experience value or the experimental simulation value, for example, it can be set to 0.85.
例如,假设调度区域划分得到的全部N+1个时空单元u n(n=0,...,N)构成时空单元集合G,其中,每个u n(b n,t n)具有对应的时间段t n和地理位置b nFor example, it is assumed that all N+1 space-time units u n (n=0, . . . , N) obtained by the scheduling area division constitute a space-time unit set G, wherein each u n (b n , t n ) has a corresponding Time period t n and geographic location b n ;
历史行程记录为是包括多条历史行程的历史行程集合O,在集合O中包括M+1条历史行程o j(j=0,...,M),每条历史行程为o j(start_geogrid,start_timeslot,end_geogrid,end_timeslot),其中,start_geogrid是作为行程起点的时空单元的地理位置,start_timeslot是作为行程起点的时空单元的时间段,end_geogrid是作为行程终点的时空单元的地理位置,end_timeslot是作为行程终点的时空单元的地时间段,具体地,对应历史行 程的链路示意图可以如图7所示; The historical itinerary is recorded as a historical itinerary set O including a plurality of historical itineraries, including M+1 historical itineraries o j (j=0,...,M) in the set O, each historical itinerary is o j (start_geogrid , start_timeslot, end_geogrid, end_timeslot), where start_geogrid is the geographic location of the space-time unit as the starting point of the journey, start_timeslot is the time period of the space-time unit as the starting point of the journey, end_geogrid is the geographical position of the space-time unit as the end of the journey, and end_timeslot is used as the itinerary The ground time period of the space-time unit of the end point, specifically, the link diagram corresponding to the historical travel may be as shown in FIG. 7;
对于时空单元u p(b p,t p)为行程起点,以时空单元u q(b q,t q)为行程终点的链路,对应的链路权重W(u p,u q)为: For the spatio-temporal unit u p (b p , t p ) is the starting point of the journey, and the spatio-temporal unit u q (b q , t q ) is the end of the travel end, the corresponding link weight W(u p , u q ) is:
Figure PCTCN2018104206-appb-000003
Figure PCTCN2018104206-appb-000003
其中,
Figure PCTCN2018104206-appb-000004
among them,
Figure PCTCN2018104206-appb-000004
Figure PCTCN2018104206-appb-000005
Figure PCTCN2018104206-appb-000005
类似地,也可以得到ω(u n,u q),在此不再赘述。 Similarly, ω(u n , u q ) can also be obtained, and will not be described again here.
根据上述计算W(u p,u q)的方法,可以得到每一个时空单元u p(b p,t p)(p=0,...,N)作为行程起点,到其他时空单元u p(b p,t p)∈G(p≠q)为行程终点的链路权重,从而得到第一链路权重集合{W(u p,u q)}; According to the above method of calculating W(u p , u q ), each space-time unit u p (b p , t p ) (p=0, . . . , N) can be obtained as the starting point of the journey to other space-time units u p (b p , t p ) ∈ G(p ≠ q) is the link weight of the end of the stroke, thereby obtaining the first link weight set {W(u p , u q )};
根据候选时空单元u p(b p,t p)(p=0,...,N)的第一链路权重集合{W(u p,u q)}、预设的平滑系数d进行迭代计算所述车辆分发指数: Iterating according to the first link weight set {W(u p , u q )} of the candidate space-time unit u p (b p , t p )(p=0, . . . , N), the preset smoothing coefficient d Calculate the vehicle distribution index:
初始化:PRd 0(u p)=1(u p∈G,p=0,...,N); Initialization: PRd 0 (u p )=1(u p ∈G, p=0,...,N);
第t次计算:
Figure PCTCN2018104206-appb-000006
The tth calculation:
Figure PCTCN2018104206-appb-000006
Figure PCTCN2018104206-appb-000007
时中止迭代计算,得到对应的车辆分发指数PRd(u p)=PRd t(u p),其中α是预设的差异阈值,可以根据实验仿真或者工程经验设置;
when
Figure PCTCN2018104206-appb-000007
The iteration calculation is aborted, and the corresponding vehicle distribution index PRd(u p )=PRd t (u p ) is obtained, where α is a preset difference threshold, which can be set according to experimental simulation or engineering experience;
对于时空单元u p(b p,t p)为行程终点,以时空单元u q(b q,t q)为行程起点的链路,对应的链路权重W(u q,u p)为: For the spatio-temporal unit u p (b p , t p ) is the end of the travel, the spatio-temporal unit u q (b q , t q ) is the starting point of the journey, and the corresponding link weight W(u q , u p ) is:
Figure PCTCN2018104206-appb-000008
Figure PCTCN2018104206-appb-000008
其中,
Figure PCTCN2018104206-appb-000009
among them,
Figure PCTCN2018104206-appb-000009
Figure PCTCN2018104206-appb-000010
Figure PCTCN2018104206-appb-000010
类似地,也可以得到ω(u q,u n),在此不再赘述。 Similarly, ω(u q , u n ) can also be obtained, and details are not described herein again.
根据上述计算W(u q,u p)的方法,可以得到时空单元u p(b p,t p)作为行程终点,以其他每一个时空单元u p(b p,t p)∈G(p≠q)为行程起点的链路权重,从而得到第二链路权重集合{W(u q,u p)}; According to the above method of calculating W(u q , u p ), the space-time unit u p (b p , t p ) can be obtained as the end of the stroke, and every other space-time unit u p (b p ,t p )∈G(p ≠q) is the link weight of the starting point of the journey, thereby obtaining a second link weight set {W(u q , u p )};
根据候选时空单元u p(b p,t p)(p=0,...,N)的第二链路权重集合{W(u q,u p)}、预设的平滑系数d进行迭代计算所述车辆收集指数: Iterating according to the second link weight set {W(u q , u p )} of the candidate space-time unit u p (b p , t p )(p=0, . . . , N), the preset smoothing coefficient d Calculate the vehicle collection index:
初始化:PRc 0(u p)=1(u p∈G,p=0,...,N); Initialization: PRc 0 (u p )=1(u p ∈G, p=0,...,N);
第t次计算:
Figure PCTCN2018104206-appb-000011
The tth calculation:
Figure PCTCN2018104206-appb-000011
Figure PCTCN2018104206-appb-000012
时中止迭代计算,得到对应的车辆收集指数PRc(u p)=PRc t(u p),其中α是预设的差异阈值,可以根据实验仿真或者工程经验设置。
when
Figure PCTCN2018104206-appb-000012
When the iterative calculation is aborted, the corresponding vehicle collection index PRc(u p )=PRc t (u p ) is obtained, where α is a preset difference threshold, which can be set according to experimental simulation or engineering experience.
类似地,可以计算任意一个时空单元的车辆分发指数和车辆收集指数。对于调度起点对应的时空单元,可以如图6所述的方法计算车辆分发指数和车辆收集指数。Similarly, the vehicle distribution index and the vehicle collection index of any one of the space-time units can be calculated. For the space-time unit corresponding to the scheduling start point, the vehicle distribution index and the vehicle collection index may be calculated as described in FIG. 6.
步骤S2112,根据车辆分发指数和车辆收集指数确定调度起点的调度等级。Step S2112, determining a scheduling level of the scheduling starting point according to the vehicle distribution index and the vehicle collection index.
具体地,可以根据预设的等级阈值,来确定调度起点的调度等级:Specifically, the scheduling level of the scheduling start point may be determined according to a preset level threshold:
当车辆分发指数大于等级阈值时,调度等级为第一级;When the vehicle distribution index is greater than the level threshold, the scheduling level is the first level;
当车辆收集指数大于等级阈值时,调度等级为第三级;When the vehicle collection index is greater than the level threshold, the scheduling level is the third level;
否则,调度等级为第二级。Otherwise, the scheduling level is the second level.
等级阈值可以根据工程经验或者实验仿真设置,例如,设置等级阈值 为1。对应地,车辆分发指数大于1时,调度等级为第一级,当车辆收集指数大于1时,调度等级为第三级,否则,调度等级为第二级。The level threshold can be set according to engineering experience or experimental simulation, for example, setting the level threshold to 1. Correspondingly, when the vehicle distribution index is greater than 1, the scheduling level is the first level, and when the vehicle collection index is greater than 1, the scheduling level is the third level; otherwise, the scheduling level is the second level.
应当理解的是,调度等级可以不限于第一、二、三级,也可以分为例如A、B、C三类。调度等级也可以根据具体的应用场景划分为更多的等级,分别设置不同的等级阈值进行划分等等,在此不一一列举。It should be understood that the scheduling level may not be limited to the first, second, and third levels, and may also be classified into three categories, for example, A, B, and C. The scheduling level can also be divided into more levels according to specific application scenarios, and different levels of thresholds are respectively set for division, etc., which are not enumerated here.
与图4所示的方法类似地,获取调度终点的调度等级步骤包括:Similar to the method shown in FIG. 4, the steps of acquiring the scheduling level of the scheduling endpoint include:
在所述时空单元集合中选取与所述调度终点对应的时空单元,计算获取对应的所述时空单元的车辆分发指数和车辆收集指数,根据所述车辆分发指数和车辆收集指数确定所述调度终点的调度等级;Selecting a space-time unit corresponding to the scheduling end point in the set of space-time units, calculating a vehicle distribution index and a vehicle collection index of the corresponding space-time unit, and determining the scheduling end point according to the vehicle distribution index and the vehicle collection index. Scheduling level;
获取用户对所述目标车辆实施调度的调度结束时间,可以根据调度结束时间和调度终点的具体地理位置,在时空单元集合中选取与调度终点对应的时空单元;Obtaining a scheduling end time for the user to perform scheduling on the target vehicle, and selecting a space-time unit corresponding to the scheduling end point in the set of space-time units according to the scheduling end time and the specific geographic location of the scheduling end point;
在选取与调度终点的时空单元后,计算时空单元的车辆分发指数和车辆收集指数可以如图6所示的方法,根据车辆分发指数和车辆收集指数确定所述调度终点的调度等级的步骤,与确定调度起点的调度等级的步骤类似,在此不再赘述。After the time-space unit of the scheduling end point is selected, the vehicle distribution index and the vehicle collection index of the space-time unit may be calculated, and the step of determining the scheduling level of the scheduling end point according to the vehicle distribution index and the vehicle collection index may be performed as shown in FIG. 6 . The steps of determining the scheduling level of the scheduling start point are similar, and are not described here.
步骤S2120,根据调度起点的调度等级、调度终点的调度等级以及预设的调度供需系数配置表,确定调度供需系数,Step S2120: Determine a scheduling supply and demand coefficient according to a scheduling level of the scheduling starting point, a scheduling level of the scheduling end point, and a preset scheduling supply and demand coefficient configuration table.
其中,所述调度供需系数配置表中包括从不同的调度等级的调度起点、到达不同的所述调度等级的调度终点的调度供需系数。The scheduling supply and demand coefficient configuration table includes a scheduling supply and demand coefficient from a scheduling starting point of different scheduling levels and a scheduling ending point of reaching the different scheduling levels.
例如,假设调度等级分为三级:A、B、C,调度供需系数配置表可以被预先配置如下:For example, suppose the scheduling level is divided into three levels: A, B, and C. The scheduling supply and demand coefficient configuration table can be pre-configured as follows:
Figure PCTCN2018104206-appb-000013
Figure PCTCN2018104206-appb-000013
假设用户对目标车辆实施调度,是从调度等级为A的调度起点,调度至调度等级为C的调度终点,根据上述调度供需系数配置表,可以确定调 度供需系数为0.1。It is assumed that the user performs scheduling on the target vehicle from the scheduling starting point of the scheduling level A to the scheduling end point of the scheduling level C. According to the scheduling supply and demand coefficient configuration table, the scheduling supply and demand coefficient can be determined to be 0.1.
应当理解的是,调度供需系数配置表针对具体的应用场景,根据工程经验或者实验仿真,进行设置。在此不一一列举。It should be understood that the scheduling supply and demand coefficient configuration table is set according to engineering experience or experimental simulation for a specific application scenario. I will not list them here.
步骤S2200,根据激励参数,向用户提供对应的调度激励值,以激励用户实施车辆调度。Step S2200: Provide a corresponding scheduling incentive value to the user according to the excitation parameter to motivate the user to implement vehicle scheduling.
在本实施例中,调度激励值可以是激励用户实施车辆调度的用户积分值、激励金额等。In this embodiment, the scheduling incentive value may be a user integral value, an incentive amount, and the like that motivate the user to implement vehicle scheduling.
具体地,假设激励参数中包括基准调度成本Y、用户激励系数W以及调度供需系数S,可以根据下述公式得到对应的调度激励值M:Specifically, assuming that the excitation parameter includes the reference scheduling cost Y, the user excitation coefficient W, and the scheduling supply and demand coefficient S, the corresponding scheduling incentive value M can be obtained according to the following formula:
M=Y×W×S。M = Y × W × S.
通过在用户对目标车辆实施调度后,向用户提供与车辆调度行为对应的调度激励值,可以引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。By providing the user with a scheduling incentive value corresponding to the vehicle scheduling behavior after the user performs scheduling on the target vehicle, the user can be guided to participate in the vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
<服务器><server>
在本实施例中,还提供一种服务器200,用于实施车辆调度,如图8所示,包括:In this embodiment, a server 200 is further provided for implementing vehicle scheduling, as shown in FIG. 8, including:
存储器210,用于存储可执行的指令;a memory 210, configured to store executable instructions;
处理器220,用于根据指令的控制运行服务器200执行本实施例中提供的任意一项所述的车辆调度方法。The processor 220 is configured to execute, according to the instruction, the server 200 to perform the vehicle scheduling method according to any one of the embodiments provided in this embodiment.
在本实施例中,服务器200可以具体各种实体形式。例如,服务器200可以是云端服务器。服务器200还可以是如图1所示的服务器1000。In this embodiment, the server 200 can be in various physical forms. For example, server 200 can be a cloud server. Server 200 can also be server 1000 as shown in FIG.
本领域技术人员应当明白,可以通过各种方式来实现服务器200。例如,可以通过指令配置处理器来实现服务器200。例如,可以将指令存储在ROM中,并且当启动设备时,将指令从ROM读取到可编程器件中来实现服务器200。例如,可以将服务器200固化到专用器件(例如ASIC)中。可以将服务器200分成相互独立的单元,或者可以将它们合并在一起实现。服务器200可以通过上述各种实现方式中的一种来实现,或者可以通过上述各种实现方式中的两种或更多种方式的组合来实现。Those skilled in the art will appreciate that server 200 can be implemented in a variety of ways. For example, server 200 can be implemented by an instruction configuration processor. For example, the instructions can be stored in the ROM, and when the device is booted, the instructions are read from the ROM into the programmable device to implement the server 200. For example, server 200 can be cured into a dedicated device (eg, an ASIC). The server 200 can be divided into mutually independent units, or they can be implemented together. The server 200 may be implemented by one of the various implementations described above, or may be implemented by a combination of two or more of the various implementations described above.
以上已经结合附图说明了本实施例中提供的车辆调度方法及服务器, 根据本实施例,可以根据用户对目标车辆实施的调度行为,向用户提供与车辆调度行为对应的调度激励值,引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。The vehicle scheduling method and the server provided in the embodiment are described above with reference to the accompanying drawings. According to the embodiment, the scheduling incentive behavior corresponding to the vehicle scheduling behavior can be provided to the user according to the scheduling behavior performed by the user on the target vehicle, and the user is guided. Participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
<第二实施例><Second embodiment>
在本实施例中,提供一种车辆调度方法,包括:In this embodiment, a vehicle scheduling method is provided, including:
在用户实施对目标车辆的调度后,提供调度激励展示界面,以向用户展示所获取的对应的调度激励值。After the user implements scheduling of the target vehicle, a scheduling incentive display interface is provided to display the acquired scheduling incentive value to the user.
调度激励值根据第一实施例中提供的任意一项所述的车辆调度方法获取,在此不再赘述。The scheduling incentive value is obtained according to the vehicle scheduling method described in any one of the first embodiments, and details are not described herein again.
在本实施例中,调度激励展示界面是提供显示、操作的人机交互界面,面向使用车辆的用户。可以由实施本实施例的设备安装的面向用户的车辆应用(APP)提供。用户通过调度激励展示界面,可以在对目标车辆实施调度后,确认所获取的调度激励值。实现引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。In this embodiment, the scheduling incentive display interface is a human-computer interaction interface that provides display and operation, and is directed to a user who uses the vehicle. It may be provided by a user-oriented vehicle application (APP) installed by the apparatus implementing the embodiment. By scheduling the incentive display interface, the user can confirm the acquired scheduling incentive value after performing scheduling on the target vehicle. Achieve guiding users to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
<客户端><client>
在本实施例中,还提供一种客户端300,如图9所示,包括:In this embodiment, a client 300 is also provided. As shown in FIG. 9, the method includes:
显示装置310,用于显示人机交互界面;a display device 310, configured to display a human-computer interaction interface;
存储器320,用于存储可执行的指令;a memory 320, configured to store executable instructions;
处理器300,用于根据所述指令的控制运行所述服务器执行本实施例提供的车辆调度方法。The processor 300 is configured to run the server according to the control of the instruction to execute the vehicle scheduling method provided by the embodiment.
在本实施例中,客户端300可以具体各种实体形式。例如,客户端300可以是手机。客户端300还可以是如图1所示的客户端2000。In this embodiment, the client 300 can be in various physical forms. For example, client 300 can be a cell phone. Client 300 can also be client 2000 as shown in FIG.
本领域技术人员应当明白,可以通过各种方式来实现客户端300。例如,可以通过指令配置处理器来实现客户端300。例如,可以将指令存储在ROM中,并且当启动设备时,将指令从ROM读取到可编程器件中来实现客户端300。例如,可以将客户端300固化到专用器件(例如ASIC)中。可以将客户端300分成相互独立的单元,或者可以将它们合并在一起实现。客户端300可以通过上述各种实现方式中的一种来实现,或者可以通过上述各种实现方式中的两种或更多种方式的组合来实现。Those skilled in the art will appreciate that the client 300 can be implemented in a variety of ways. For example, client 300 can be implemented by an instruction configuration processor. For example, the instructions can be stored in the ROM, and when the device is booted, the instructions are read from the ROM into the programmable device to implement the client 300. For example, client 300 can be cured into a dedicated device (eg, an ASIC). The client 300 can be divided into mutually independent units, or they can be combined and implemented. The client 300 may be implemented by one of the various implementations described above, or may be implemented by a combination of two or more of the various implementations described above.
以上已经结合附图说明了本实施例提供的车辆调度方法及客户端,根据本实施例,向实施车辆调度的用户,提供调度激励展示界面,使得用户确认所获取的调度激励值。实现引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。The vehicle scheduling method and the client provided by the embodiment are described above with reference to the accompanying drawings. According to the embodiment, the user who implements the vehicle scheduling is provided with a scheduling incentive display interface, so that the user confirms the acquired scheduling incentive value. Achieve guiding users to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
<第三实施例><Third embodiment>
在本实施例中,提供一种车辆调度系统400,如图10所示,包括:In this embodiment, a vehicle scheduling system 400 is provided, as shown in FIG. 10, including:
第一实施例提供的服务器200,以及第二实施例提供的客户端300。The server 200 provided by the first embodiment, and the client 300 provided by the second embodiment.
在本实施例中,车辆调度系统400还可以包括车辆,例如,可以是如图1所示的车辆系统100。In the present embodiment, the vehicle dispatch system 400 can also include a vehicle, for example, the vehicle system 100 can be as shown in FIG.
在车辆调度系统400中,可以通过服务器200实施如第一实施例中提供的车辆调度方法,向对目标车辆实施调度的用户,提供对应的调度激励值,并通过该用户持有的客户端300的调度激励展示界面,向用户展示其获取的调度激励值,可以引导用户参与车辆调度。提升用户参与车辆调度的积极性。降低车辆调度的运营人力成本。提升调度效率。In the vehicle scheduling system 400, the vehicle scheduling method provided in the first embodiment may be implemented by the server 200, and a user who performs scheduling to the target vehicle is provided with a corresponding scheduling incentive value, and the client 300 is held by the user. The scheduling incentive display interface displays the acquired scheduling incentive value to the user, and can guide the user to participate in vehicle scheduling. Improve the enthusiasm of users to participate in vehicle scheduling. Reduce the operational labor cost of vehicle scheduling. Improve scheduling efficiency.
本发明可以是系统、方法和/或计算机程序产品。计算机程序产品可以包括计算机可读存储介质,其上载有用于使处理器实现本发明的各个方面的计算机可读程序指令。The invention can be a system, method and/or computer program product. The computer program product can comprise a computer readable storage medium having computer readable program instructions embodied thereon for causing a processor to implement various aspects of the present invention.
计算机可读存储介质可以是可以保持和存储由指令执行设备使用的指令的有形设备。计算机可读存储介质例如可以是――但不限于――电存储设备、磁存储设备、光存储设备、电磁存储设备、半导体存储设备或者上述的任意合适的组合。计算机可读存储介质的更具体的例子(非穷举的列表)包括:便携式计算机盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、静态随机存取存储器(SRAM)、便携式压缩盘只读存储器(CD-ROM)、数字多功能盘(DVD)、记忆棒、软盘、机械编码设备、例如其上存储有指令的打孔卡或凹槽内凸起结构、以及上述的任意合适的组合。这里所使用的计算机可读存储介质不被解释为瞬时信号本身,诸如无线电波或者其他自由传播的电磁波、通过波导或其他传输媒介传播的电磁波(例如,通过光纤电缆的光脉冲)、或者通过电线传输的电信号。The computer readable storage medium can be a tangible device that can hold and store the instructions used by the instruction execution device. The computer readable storage medium can be, for example, but not limited to, an electrical storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing. More specific examples (non-exhaustive list) of computer readable storage media include: portable computer disks, hard disks, random access memory (RAM), read only memory (ROM), erasable programmable read only memory (EPROM) Or flash memory), static random access memory (SRAM), portable compact disk read only memory (CD-ROM), digital versatile disk (DVD), memory stick, floppy disk, mechanical encoding device, for example, with instructions stored thereon A raised structure in the hole card or groove, and any suitable combination of the above. A computer readable storage medium as used herein is not to be interpreted as a transient signal itself, such as a radio wave or other freely propagating electromagnetic wave, an electromagnetic wave propagating through a waveguide or other transmission medium (eg, a light pulse through a fiber optic cable), or through a wire The electrical signal transmitted.
这里所描述的计算机可读程序指令可以从计算机可读存储介质下载到各个计算/处理设备,或者通过网络、例如因特网、局域网、广域网和/或无线网下载到外部计算机或外部存储设备。网络可以包括铜传输电缆、光纤传输、无线传输、路由器、防火墙、交换机、网关计算机和/或边缘服务器。每个计算/处理设备中的网络适配卡或者网络接口从网络接收计算机可读程序指令,并转发该计算机可读程序指令,以供存储在各个计算/处理设备中的计算机可读存储介质中。The computer readable program instructions described herein can be downloaded from a computer readable storage medium to various computing/processing devices or downloaded to an external computer or external storage device over a network, such as the Internet, a local area network, a wide area network, and/or a wireless network. The network may include copper transmission cables, fiber optic transmissions, wireless transmissions, routers, firewalls, switches, gateway computers, and/or edge servers. A network adapter card or network interface in each computing/processing device receives computer readable program instructions from the network and forwards the computer readable program instructions for storage in a computer readable storage medium in each computing/processing device .
用于执行本发明操作的计算机程序指令可以是汇编指令、指令集架构(ISA)指令、机器指令、机器相关指令、微代码、固件指令、状态设置数据、或者以一种或多种编程语言的任意组合编写的源代码或目标代码,所述编程语言包括面向对象的编程语言—诸如Smalltalk、C++等,以及常规的过程式编程语言—诸如“C”语言或类似的编程语言。计算机可读程序指令可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络—包括局域网(LAN)或广域网(WAN)—连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。在一些实施例中,通过利用计算机可读程序指令的状态信息来个性化定制电子电路,例如可编程逻辑电路、现场可编程门阵列(FPGA)或可编程逻辑阵列(PLA),该电子电路可以执行计算机可读程序指令,从而实现本发明的各个方面。Computer program instructions for performing the operations of the present invention may be assembly instructions, instruction set architecture (ISA) instructions, machine instructions, machine related instructions, microcode, firmware instructions, state setting data, or in one or more programming languages. Source code or object code written in any combination, including object oriented programming languages such as Smalltalk, C++, etc., as well as conventional procedural programming languages such as the "C" language or similar programming languages. The computer readable program instructions can execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer, partly on the remote computer, or entirely on the remote computer or server. carried out. In the case of a remote computer, the remote computer can be connected to the user's computer through any kind of network, including a local area network (LAN) or wide area network (WAN), or can be connected to an external computer (eg, using an Internet service provider to access the Internet) connection). In some embodiments, the customized electronic circuit, such as a programmable logic circuit, a field programmable gate array (FPGA), or a programmable logic array (PLA), can be customized by utilizing state information of computer readable program instructions. Computer readable program instructions are executed to implement various aspects of the present invention.
这里参照根据本发明实施例的方法、装置(系统)和计算机程序产品的流程图和/或框图描述了本发明的各个方面。应当理解,流程图和/或框图的每个方框以及流程图和/或框图中各方框的组合,都可以由计算机可读程序指令实现。Aspects of the present invention are described herein with reference to flowchart illustrations and/or block diagrams of methods, apparatus, and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowcharts and/or block diagrams can be implemented by computer readable program instructions.
这些计算机可读程序指令可以提供给通用计算机、专用计算机或其它可编程数据处理装置的处理器,从而生产出一种机器,使得这些指令在通过计算机或其它可编程数据处理装置的处理器执行时,产生了实现流程图和/或框图中的一个或多个方框中规定的功能/动作的装置。也可以把这些 计算机可读程序指令存储在计算机可读存储介质中,这些指令使得计算机、可编程数据处理装置和/或其他设备以特定方式工作,从而,存储有指令的计算机可读介质则包括一个制造品,其包括实现流程图和/或框图中的一个或多个方框中规定的功能/动作的各个方面的指令。The computer readable program instructions can be provided to a general purpose computer, a special purpose computer, or a processor of other programmable data processing apparatus to produce a machine such that when executed by a processor of a computer or other programmable data processing apparatus Means for implementing the functions/acts specified in one or more of the blocks of the flowcharts and/or block diagrams. The computer readable program instructions can also be stored in a computer readable storage medium that causes the computer, programmable data processing device, and/or other device to operate in a particular manner, such that the computer readable medium storing the instructions includes An article of manufacture that includes instructions for implementing various aspects of the functions/acts recited in one or more of the flowcharts.
也可以把计算机可读程序指令加载到计算机、其它可编程数据处理装置、或其它设备上,使得在计算机、其它可编程数据处理装置或其它设备上执行一系列操作步骤,以产生计算机实现的过程,从而使得在计算机、其它可编程数据处理装置、或其它设备上执行的指令实现流程图和/或框图中的一个或多个方框中规定的功能/动作。The computer readable program instructions can also be loaded onto a computer, other programmable data processing device, or other device to perform a series of operational steps on a computer, other programmable data processing device or other device to produce a computer-implemented process. Thus, instructions executed on a computer, other programmable data processing apparatus, or other device implement the functions/acts recited in one or more of the flowcharts and/or block diagrams.
附图中的流程图和框图显示了根据本发明的多个实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段或指令的一部分,所述模块、程序段或指令的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个连续的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或动作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。对于本领域技术人员来说公知的是,通过硬件方式实现、通过软件方式实现以及通过软件和硬件结合的方式实现都是等价的。The flowchart and block diagrams in the Figures illustrate the architecture, functionality and operation of possible implementations of systems, methods and computer program products according to various embodiments of the invention. In this regard, each block in the flowchart or block diagram can represent a module, a program segment, or a portion of an instruction that includes one or more components for implementing the specified logical functions. Executable instructions. In some alternative implementations, the functions noted in the blocks may also occur in a different order than those illustrated in the drawings. For example, two consecutive blocks may be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending upon the functionality involved. It is also noted that each block of the block diagrams and/or flowcharts, and combinations of blocks in the block diagrams and/or flowcharts, can be implemented in a dedicated hardware-based system that performs the specified function or action. Or it can be implemented by a combination of dedicated hardware and computer instructions. It is well known to those skilled in the art that implementation by hardware, implementation by software, and implementation by a combination of software and hardware are equivalent.
以上已经描述了本发明的各实施例,上述说明是示例性的,并非穷尽性的,并且也不限于所披露的各实施例。在不偏离所说明的各实施例的范围和精神的情况下,对于本技术领域的普通技术人员来说许多修改和变更都是显而易见的。本文中所用术语的选择,旨在最好地解释各实施例的原理、实际应用或对市场中的技术改进,或者使本技术领域的其它普通技术人员能理解本文披露的各实施例。本发明的范围由所附权利要求来限定。The embodiments of the present invention have been described above, and the foregoing description is illustrative, not limiting, and not limited to the disclosed embodiments. Numerous modifications and changes will be apparent to those skilled in the art without departing from the scope of the invention. The choice of terms used herein is intended to best explain the principles, practical applications, or technical improvements in the various embodiments of the embodiments, or to enable those of ordinary skill in the art to understand the embodiments disclosed herein. The scope of the invention is defined by the appended claims.

Claims (10)

  1. 一种车辆调度方法,其特征在于,包括:A vehicle scheduling method, comprising:
    在用户对目标车辆实施调度后,确定用户对所述目标车辆实施调度的调度起点和调度终点,获取对应的激励参数,After the user performs scheduling on the target vehicle, determining a scheduling start point and a scheduling end point for the user to perform scheduling on the target vehicle, and acquiring corresponding excitation parameters,
    其中,所述激励参数至少包括基准调度成本、用户激励系数以及调度供需系数;Wherein, the excitation parameter includes at least a reference scheduling cost, a user excitation coefficient, and a scheduling supply and demand coefficient;
    根据所述激励参数,向用户提供对应的调度激励值,以激励用户实施车辆调度。Based on the excitation parameters, a corresponding scheduling incentive value is provided to the user to motivate the user to implement vehicle scheduling.
  2. 根据权利要求1所述的方法,其特征在于,还包括:The method of claim 1 further comprising:
    根据预设的激励均值、激励最大值、激励最小值以及激励波动系数,计算获取所述基准调度成本。The reference scheduling cost is calculated according to a preset excitation mean value, an excitation maximum value, an excitation minimum value, and an excitation fluctuation coefficient.
  3. 根据权利要求1或2所述的方法,其特征在于,还包括:The method according to claim 1 or 2, further comprising:
    获取用户的调度行为参数,计算获取所述用户激励系数,Obtaining a scheduling behavior parameter of the user, and calculating and obtaining the user excitation coefficient,
    其中,所述调度行为参数至少包括分享因子、寻找因子、调度比例因子以及作弊因子这四者其中之一,The scheduling behavior parameter includes at least one of a sharing factor, a finding factor, a scheduling scale factor, and a cheating factor.
    所述分享因子根据所述用户是否在最近预设时长内存在分享所述调度激励值的行为设置;所述寻找因子根据用户是否在最近预设时长内存在寻找需要调度的车辆的行为设置;所述调度比例因子根据所述用户在最近预设时长内调度车辆数目与使用车辆的总数目的比例是否超过预设比例阈值设置;所述作弊因子根据用户最近预设次数使用车辆时未实际发生使用行为的比例是否超过预设比例阈值设置。The sharing factor is set according to whether the user has the behavior of sharing the scheduling incentive value in the most recent preset duration; the searching factor is based on whether the user has found the behavior setting of the vehicle that needs to be scheduled according to the latest preset duration; The scheduling scale factor is set according to whether the ratio of the number of scheduled vehicles and the total number of used vehicles in the latest preset time period exceeds a preset ratio threshold setting; the cheat factor does not actually occur when the vehicle is used according to the user's latest preset number of times Whether the ratio exceeds the preset ratio threshold setting.
  4. 根据权利要求1-3任意一项所述的方法,其特征在于,还包括:The method of any of claims 1-3, further comprising:
    获取所述调度起点以及所述调度终点的调度等级;Obtaining a scheduling start point and a scheduling level of the scheduling end point;
    根据所述调度起点的调度等级、所述调度终点的调度等级以及预设的调度供需系数配置表,确定所述调度供需系数,Determining the scheduling supply and demand coefficient according to a scheduling level of the scheduling starting point, a scheduling level of the scheduling end point, and a preset scheduling supply and demand coefficient configuration table,
    其中,所述调度供需系数配置表中包括从不同的所述调度等级的所述调度起点、到达不同的所述调度等级的调度终点的调度供需系数。The scheduling supply and demand coefficient configuration table includes scheduling supply and demand coefficients from different scheduling levels of the scheduling level and scheduling end points of different scheduling levels.
  5. 根据权利要求1-4任意一项所述的方法,其特征在于,所述获取所述调度起点以及所述调度终点的调度等级的步骤包括:The method according to any one of claims 1 to 4, wherein the step of acquiring the scheduling start point and the scheduling level of the scheduling end point comprises:
    在时空单元集合中选取与所述调度起点对应的时空单元,计算获取对应的所述时空单元的车辆分发指数和车辆收集指数,根据所述车辆分发指数和车辆收集指数确定所述调度起点的调度等级;Selecting a space-time unit corresponding to the scheduling start point in the set of space-time units, calculating a vehicle distribution index and a vehicle collection index of the corresponding space-time unit, and determining a scheduling of the scheduling starting point according to the vehicle distribution index and the vehicle collection index. grade;
    以及as well as
    在所述时空单元集合中选取与所述调度终点对应的时空单元,计算获取对应的所述时空单元的车辆分发指数和车辆收集指数,根据所述车辆分发指数和车辆收集指数确定所述调度终点的调度等级;Selecting a space-time unit corresponding to the scheduling end point in the set of space-time units, calculating a vehicle distribution index and a vehicle collection index of the corresponding space-time unit, and determining the scheduling end point according to the vehicle distribution index and the vehicle collection index. Scheduling level;
    其中,所述时空单元集合中包括由调度区域划分得到的多个时空单元,每个所述时空单元具有对应的时间段和地理位置。The space-time unit set includes a plurality of space-time units divided by the scheduling area, and each of the space-time units has a corresponding time period and a geographical position.
  6. 根据权利要求1-5任意一项所述的方法,其特征在于,所述计算获取对应的所述时空单元的车辆分发指数和车辆收集指数的步骤包括:The method according to any one of claims 1 to 5, wherein the calculating the step of acquiring the corresponding vehicle distribution index and the vehicle collection index of the space-time unit comprises:
    对所述时空单元,根据历史行程记录,计算获取以所述时空单元作为行程起点的第一链路权重集合以及以所述时空单元作为行程终点的第二链路权重集合,And acquiring, by the time-space unit, a first link weight set that uses the space-time unit as a travel start point and a second link weight set that uses the space-time unit as a travel end point according to a historical travel record,
    其中,所述历史行程记录中包括多条历史行程,所述历史行程中包括作为行程起点的所述时空单元以及作为行程终点的所述时空单元,所述第一链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程终点的每一条链路的链路权重,所述第二链路权重集合中包括除所述时空单元之外的其他所述时空单元为行程起点的每一条链路的链路权重;The historical travel record includes a plurality of historical trips, where the historical trip includes the space-time unit as a starting point of the trip and the spatio-temporal unit as an end point of the trip, where the first link weight set includes a The other space-time unit other than the space-time unit is a link weight of each link of the end of the trip, and the second link weight set includes the other space-time unit except the space-time unit as a starting point of the trip. Link weight of each link;
    根据所述第一链路权重集合以及预设的平滑系数,计算获取所述车辆分发指数,以及根据所述第二链路权重集合以及所述平滑系数,计算获取所述车辆收集指数。Acquiring and acquiring the vehicle distribution index according to the first link weight set and a preset smoothing coefficient, and calculating and acquiring the vehicle collection index according to the second link weight set and the smoothing coefficient.
  7. 一种车辆调度方法,包括:A vehicle scheduling method includes:
    在用户实施对目标车辆的调度后,提供调度激励展示界面,以向用户展示所获取的对应的调度激励值,After the user implements scheduling of the target vehicle, providing a scheduling incentive display interface to display the acquired scheduling incentive value to the user.
    其中,所述调度激励值根据权利要求1-6任意一项所述的车辆调度方法获取。The scheduling incentive value is obtained according to the vehicle scheduling method according to any one of claims 1-6.
  8. 一种服务器,用于实施车辆调度,包括:A server for implementing vehicle scheduling, including:
    存储器,用于存储可执行的指令;a memory for storing executable instructions;
    处理器,用于根据所述指令的控制运行所述服务器执行如权利要求1-6任意一项所述的车辆调度方法。a processor for operating the server to perform the vehicle scheduling method according to any one of claims 1-6 in accordance with control of the instructions.
  9. 一种客户端,用于实施车辆调度,包括:A client for implementing vehicle scheduling, including:
    显示装置,用于展示人机交互界面;Display device for displaying a human-computer interaction interface;
    存储器,用于存储可执行的指令;a memory for storing executable instructions;
    处理器,用于根据所述指令的控制运行所述服务器执行如权利要求8所述的车辆调度方法。a processor for operating the server to perform the vehicle scheduling method of claim 8 in accordance with control of the instructions.
  10. 一种车辆系统,包括:A vehicle system comprising:
    如权利要求8所述的服务器;The server of claim 8;
    以及如权利要求9所述的客户端。And the client of claim 9.
PCT/CN2018/104206 2017-10-11 2018-09-05 Vehicle scheduling method, server, client, and system WO2019072054A1 (en)

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