WO2024134897A1 - Vehicle dispatch management device and vehicle dispatch management method - Google Patents

Vehicle dispatch management device and vehicle dispatch management method Download PDF

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Publication number
WO2024134897A1
WO2024134897A1 PCT/JP2022/047727 JP2022047727W WO2024134897A1 WO 2024134897 A1 WO2024134897 A1 WO 2024134897A1 JP 2022047727 W JP2022047727 W JP 2022047727W WO 2024134897 A1 WO2024134897 A1 WO 2024134897A1
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vehicle
dispatch
vehicle dispatch
plan
request
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PCT/JP2022/047727
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French (fr)
Japanese (ja)
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祥代 福山
知己 平林
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日産自動車株式会社
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Priority to PCT/JP2022/047727 priority Critical patent/WO2024134897A1/en
Publication of WO2024134897A1 publication Critical patent/WO2024134897A1/en

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  • the present invention relates to vehicle dispatch management technology, and in particular to a vehicle dispatch management device and a vehicle dispatch management method for managing vehicle dispatch on an on-demand basis.
  • Mobility services are known as services that provide smooth transportation of passengers and/or luggage by vehicle.
  • mobility services that transport passengers and luggage simultaneously in a single vehicle have been proposed.
  • Patent Document 1 discloses a shared vehicle operation scheduling system for a shared vehicle operation service that accepts requests for use from user terminals via a network and creates on-demand an optimal shared vehicle operation schedule indicating the locations that each available shared vehicle will visit from now on, the scheduled visit times, and the scheduled departure times.
  • a root schedule is created based on the planned arrival time at or departure time from the location to be visited after the current time after the time the use request is received, and a solution schedule is searched for from the root schedule by performing an optimal schedule search.
  • the present invention aims to provide a vehicle dispatch management device and a vehicle dispatch management method that, when a new dispatch request is made for a vehicle traveling on a specified operating route, can accurately determine the scheduled arrival time of the vehicle at the boarding point in response to the new dispatch request.
  • the present invention which aims to solve the above problems, comprises the following invention-specific matters and technical features.
  • the present invention is a vehicle dispatch management device that manages vehicle dispatch in response to a dispatch request.
  • the vehicle dispatch management device includes a dispatch request acquisition unit that acquires the dispatch request from a terminal device, a dispatch plan creation unit that creates a dispatch plan including a boarding location for each of one or more candidate vehicles extracted from the plurality of vehicles based on the acquired dispatch request, and confirms the dispatch plan for a specific vehicle in the created dispatch plan, an acceptance processing unit that transmits the created dispatch plan for the candidate vehicle to the terminal device, and a dispatch instruction unit that transmits the confirmed dispatch plan to the specific vehicle.
  • the vehicle dispatch plan creation unit includes a predicted time calculation unit that calculates a predicted time until the vehicle dispatch plan is confirmed in response to the dispatch request.
  • the vehicle dispatch plan creation unit calculates a predicted arrival time at the boarding location in the vehicle dispatch plan based on the predicted time calculated by the predicted time calculation unit. Furthermore, the acceptance processing unit controls so that the vehicle dispatch plan for the candidate vehicle including the predicted arrival time is displayed on the terminal device.
  • the present invention according to another aspect is a vehicle dispatch management method by a vehicle dispatch management device that manages vehicle dispatch in response to a dispatch request.
  • the method includes acquiring the vehicle dispatch request from a terminal device, creating a vehicle dispatch plan including a boarding location for each of one or more candidate vehicles extracted from a plurality of vehicles based on the acquired vehicle dispatch request, transmitting the created vehicle dispatch plan for the candidate vehicles to the terminal device and displaying the vehicle dispatch plan on the terminal device, confirming the vehicle dispatch plan for a specific vehicle among the candidate vehicles in response to the transmitted vehicle dispatch request, and transmitting the confirmed vehicle dispatch plan to the specific vehicle.
  • Creating the vehicle dispatch plan includes calculating a predicted time until the vehicle dispatch plan is confirmed in response to the acquired vehicle dispatch request, and calculating an expected arrival time at the boarding location in the vehicle dispatch plan based on the calculated predicted time. Also, displaying includes displaying the calculated expected arrival time.
  • FIG. 1 is a diagram illustrating an example of a vehicle dispatch management system according to an embodiment of the present invention.
  • FIG. 2 is a block diagram showing an example of a functional configuration model of a vehicle dispatch control device according to an embodiment of the present invention.
  • FIG. 3 is a diagram for explaining derivation of a route pattern in the vehicle dispatch management system according to one embodiment of the present invention.
  • FIG. 4 is a sequence chart for explaining an outline of a vehicle dispatch service in the vehicle dispatch management system according to one embodiment of the present invention.
  • FIG. 5A is a flowchart for explaining an example of a vehicle dispatch management process by the vehicle dispatch management device according to one embodiment of the present invention.
  • FIG. 1 is a diagram illustrating an example of a vehicle dispatch management system according to an embodiment of the present invention.
  • FIG. 2 is a block diagram showing an example of a functional configuration model of a vehicle dispatch control device according to an embodiment of the present invention.
  • FIG. 3 is a diagram for explaining derivation of a route pattern in the
  • FIG. 5B is a flowchart for explaining an example of a vehicle dispatch management process by the vehicle dispatch management device according to one embodiment of the present invention.
  • FIG. 6 is a flowchart for explaining an example of a vehicle dispatch management process performed by the vehicle dispatch management device according to one embodiment of the present invention.
  • FIG. 7 is a diagram for explaining vehicle travel routes in the vehicle dispatch management system according to one embodiment of the present invention.
  • the vehicle dispatch management system 1 includes a vehicle dispatch management device 10, a terminal device 20, and a vehicle V, which are connected to each other so that they can communicate with each other via a communication network N.
  • the vehicle dispatch management system 1 of the present disclosure provides, for example, an on-demand vehicle dispatch service using multiple vehicles V for a certain area.
  • An "on-demand vehicle dispatch service” is a service that immediately responds to a vehicle dispatch request from a user and assigns (dispatches) a specific vehicle to the user. In other words, in an on-demand vehicle dispatch service, there is no vehicle dispatch reservation time specified by the user.
  • immediate response is a concept that includes not only dispatching a vehicle immediately in response to a vehicle dispatch request from a user, but also a certain amount of time that the user can normally tolerate.
  • the vehicle dispatch management system 1 of the present disclosure is based on such an "on-demand vehicle dispatch service”.
  • the vehicle dispatch management device 10 is a computing device that comprehensively manages a vehicle dispatch service using multiple vehicles V in a target area.
  • the vehicle dispatch management device 10 for example, implements a vehicle dispatch management server program and executes the vehicle dispatch management server program under the control of a processor, thereby realizing the vehicle dispatch service disclosed herein.
  • the vehicle dispatch management device 10 includes various databases 12 that manage data necessary to realize such a vehicle dispatch service.
  • the databases 12 include, for example, an operation record database 12a, a user information database 12b, a map database 12c, a vehicle information database 12d, and a vehicle dispatch plan database 12e (see FIG. 2).
  • the databases 12 are configured as part of the vehicle dispatch management device 10, but are not limited to this, and all or part of the databases may be configured separately from the vehicle dispatch management device 10.
  • the vehicle dispatch management device 10 accepts a dispatch request for a vehicle V from a user who wishes to dispatch a vehicle, creates and confirms a dispatch plan for a vehicle V that is selectively assigned to the dispatch request, and issues dispatch instructions to the vehicle V according to the confirmed dispatch plan.
  • the dispatch plan is confirmed, for example, in response to the user's consent.
  • the following description uses as an example a request for dispatch of a vehicle from a user who is a passenger for a ride, but the request for dispatch may also be a request for dispatch of luggage from a user who is a shipper (a luggage delivery company or a general public). Therefore, a general user who is not a luggage delivery company may also make a request for dispatch of luggage delivery to have their luggage delivered.
  • the request for dispatch includes, for example, information regarding the user name, the type of dispatch request, the desired boarding and disembarking locations (desired boarding and disembarking locations), the transportation details (the number of passengers, etc.) and the like, but is not limited to this.
  • the dispatch plan includes a driving route that specifies the route from the location where the vehicle V is waiting (the starting waiting location), passing through several points (boarding and disembarking points) along the way where the user gets on and off, to the final waiting location (not necessarily the same as the initial waiting location).
  • the dispatch management device 10 of the present disclosure predicts the time until the dispatch plan is finalized, and creates the dispatch plan using a predicted position of the vehicle V according to the predicted time. This makes it possible to calculate the expected arrival time at the boarding location based on the driving route that passes through the predicted position due to movement during the expected time from the position of the vehicle V at the time of receipt of the dispatch request by the user until the dispatch plan is finalized.
  • the vehicle V is a vehicle registered in the vehicle information database 12d and is provided for use by the user.
  • the vehicle V may be of any type (e.g., sedan, minivan, SUV, etc.), but it must be a vehicle capable of carrying at least both passengers and freight.
  • the vehicle V may be an electric vehicle (EV) powered by an on-board battery.
  • the vehicle V may also be a self-driving vehicle capable of completely autonomous driving, and the so-called level of automation does not matter.
  • the vehicle V is equipped with a control device 300 that controls the vehicle V itself or its on-board equipment (e.g., a navigation device) according to instructions from the vehicle dispatch management device 10 (see FIG. 2).
  • the control device 300 acquires position information of the vehicle V via a GPS system, transmits this to the vehicle dispatch management device 10, and receives dispatch instructions from the vehicle dispatch management device 10 to control the operation of various devices or equipment of the vehicle V.
  • the control device 300 includes, for example, a navigation function that presents a driving route according to a dispatch plan, and an autonomous driving control function that follows the driving route of the vehicle V if the vehicle is a fully autonomous vehicle.
  • the terminal device 20 is, for example, a computing device that allows a user wishing to ride to make a vehicle dispatch request by operating a user interface.
  • the terminal device 20 is, for example, a smartphone, a pad computer, a notebook personal computer, a desktop computer, etc., but is not limited to these.
  • the terminal device 20 implements, for example, a vehicle dispatch management client program (a so-called vehicle dispatch application).
  • vehicle dispatch application a so-called vehicle dispatch application
  • the terminal device 20 executes the vehicle dispatch application under the control of the processor, thereby enabling the user to use the vehicle dispatch service of the vehicle dispatch management device 10.
  • the user can make a vehicle dispatch request from a vehicle dispatch request screen (not shown) on the user interface of the terminal device 20, and in response to this, accept the vehicle dispatch plan created by the vehicle dispatch management device 10, thereby making a reservation for a ride in the vehicle V or a reservation for baggage delivery.
  • a vehicle dispatch request screen (not shown) on the user interface of the terminal device 20
  • accept the vehicle dispatch plan created by the vehicle dispatch management device 10 thereby making a reservation for a ride in the vehicle V or a reservation for baggage delivery.
  • the time until a vehicle dispatch plan is finalized in response to a new vehicle dispatch request is predicted, and the vehicle dispatch plan is created using the predicted position of the vehicle according to the predicted time.
  • the predicted arrival time at the boarding point is calculated based on the operating route that passes through the predicted position due to movement from the position of vehicle V at the time the vehicle dispatch request is received to the predicted time until the vehicle dispatch plan is finalized, thereby improving the accuracy of the predicted arrival time.
  • the vehicle dispatch management device 10 is configured as a functional configuration model including functional components such as a front-end processing unit 110, a demand information acquisition unit 120, a vehicle dispatch request acquisition unit 130, a boarding and alighting point determination unit 140, a vehicle dispatch plan creation unit 150, a driving route planning unit 160, and a vehicle communication interface unit 170.
  • the vehicle dispatch management device 10 also includes various databases 12.
  • Such a functional model is realized by the vehicle dispatch management device 10 executing a vehicle dispatch management server program under the control of a processor, thereby cooperating with various hardware resources.
  • the functional configuration model shown here is an example, and all or part of the functions of a certain functional component may be realized by other functional components. Note that, for convenience of explanation, the figure also shows the configuration of a user's terminal device 20 and part of the control device 300 in the vehicle V.
  • the operation record database 12a stores information (actual operation information) relating to the past operation records of each vehicle V, for example.
  • the actual operation information includes various specification information such as the operation time (operation start time and end time) of each vehicle V, the operation route, and the mileage.
  • the actual operation information may indicate the actual demand for the vehicle V in a certain time period and/or in a certain area based on the operation time of each vehicle V.
  • the user information database 12b stores user information about users who use the vehicle dispatch service.
  • the user information includes, for example, a user ID and password, personal attributes, information about the service usage status (number of uses, etc.), and the actual time required from a vehicle dispatch request to the approval of a vehicle dispatch plan.
  • the user information is registered in the user information database 12b under the control of the vehicle dispatch management device 10, for example, when the user inputs certain information when the vehicle dispatch app is first launched.
  • Map database 12c stores map data for at least the target area of the vehicle dispatch service.
  • the map data includes information on addresses, place names, roads, facility names, etc.
  • the map data may also include information necessary for route searches and environmental information such as road congestion conditions.
  • the map data may be a known data, or may be, for example, an external map database that can be connected via an API.
  • the vehicle information database 12d stores information (vehicle information) about the vehicle V available for use by the user.
  • vehicle information includes, for example, information about the vehicle ID, vehicle attributes (vehicle registration number, vehicle model, maximum number of passengers/maximum load capacity, etc.), current dispatch plan, current location, and current status (service status, remaining battery capacity (driving range), number of passengers, and luggage load capacity, etc.).
  • the current location of the vehicle V is updated at any time based on location information transmitted from the vehicle V, as described below.
  • the vehicle dispatch plan database 12e stores a vehicle dispatch plan for each vehicle V based on a dispatch request.
  • the vehicle dispatch plan includes a driving route from a starting waiting location to a terminal waiting location via several boarding and disembarking points.
  • the front-end processing unit 110 performs various processes with the user's terminal device 20.
  • the front-end processing unit 110 refers to the user information database 12b in response to a login request from a dispatch application on the user's terminal device 20 and performs login authentication processing.
  • the front-end processing unit 110 also accepts a dispatch request from the dispatch application on the user's terminal device 20, transfers it to the dispatch request acquisition unit 130, and interacts with the terminal device 20 to receive the user's approval or refusal of the dispatch plan created by the dispatch plan creation unit 150 in response to this.
  • the front-end processing unit 110 also functions as an approval processing unit under the control of the dispatch plan creation unit 150.
  • the approval processing unit transmits an approval request including the expected arrival time at the boarding point and the disembarking point to the user's terminal device 20, controls so that a dispatch plan proposal screen based on the approval request is displayed on the terminal device 20, and receives a notification of approval or refusal transmitted from the terminal device 20 in response to this.
  • the demand information acquisition unit 120 acquires demand information regarding the demand for vehicles V at a predetermined timing.
  • the demand information acquisition unit 120 refers to the vehicle information database 12d, calculates the current demand based on the number of waiting vehicles V that are not currently assigned any dispatch plan (number of waiting vehicles), and outputs this as demand information.
  • the demand information acquisition unit 120 may be configured to calculate the future demand amount in addition to the current demand amount of the vehicle V.
  • the demand information acquisition unit 120 refers to the operation record database 12a, predicts the future demand amount of the vehicle V based on the past actual operation information, etc., and outputs it as demand information.
  • the future demand amount may be the number of vehicles V that are expected to be in demand at a specific time or time period, such as 10 minutes, 20 minutes, 30 minutes, and 1 hour after a reference time (for example, the current time).
  • the demand information acquisition unit 120 may predict the future demand amount by taking into account, in addition to the actual operation information, for example, time/seasonal factors and environmental factors such as event holding.
  • the demand information acquisition unit 120 may include a demand prediction model in which machine learning is performed according to a predetermined machine learning algorithm, with the actual operation information, etc., as explanatory variables and the predicted demand amount as an objective variable. In this way, the demand information acquisition unit 120 predicts the future demand amount, and an optimal vehicle plan can be created by taking into account not only the current demand but also the future demand, thereby enabling efficient operation of the vehicle V.
  • the dispatch request acquisition unit 130 accepts and acquires a dispatch request from a user via the front-end processing unit 110.
  • the time when the dispatch request acquisition unit 130 accepts the dispatch request becomes the start time of counting various limit times as described below.
  • the dispatch request acquisition unit 130 passes the acquired dispatch request to each of the boarding and alighting point determination unit 140 and the dispatch plan creation unit 150.
  • the boarding and alighting location determination unit 140 refers to the map database 12c and determines predefined boarding and alighting locations (e.g., bus stops) shown on the map where the user can actually board and alight. That is, the boarding and alighting location determination unit 140 refers to the map database 12c for the desired boarding location and alighting location specified by the dispatch request, and determines boarding and alighting locations that indicate geographical locations in the target area where the user can actually board and alight.
  • predefined boarding and alighting locations e.g., bus stops
  • the boarding and alighting location determination unit 140 refers to the map database 12c based on the user's current location and determines the boarding and alighting locations.
  • the boarding and alighting location determination unit 140 delivers the determined boarding and alighting locations to the dispatch plan creation unit 150.
  • the vehicle dispatch plan creation unit 150 extracts candidate vehicles (candidate vehicles v) from among the vehicles V in the target area based on a given dispatch request, creates and confirms a dispatch plan for an optimal vehicle V selected from the candidate vehicles v, and issues dispatch instructions to the vehicle V according to the confirmed dispatch plan.
  • the vehicle dispatch plan creation unit 150 requests the driving route planning unit 160 to derive a route pattern.
  • the vehicle dispatch plan creation unit 150 proposes the created vehicle dispatch plan to the user and confirms it upon receipt of the user's consent.
  • the proposed vehicle dispatch plan includes the expected arrival time of vehicle V at the user's boarding location.
  • the vehicle dispatch plan creation unit 150 may present multiple vehicle dispatch plan candidates to the user, have the user select one vehicle dispatch plan from among them, and confirm it.
  • the vehicle dispatch plan creation unit 150 stores the confirmed vehicle dispatch plan in the vehicle dispatch plan database 12e and notifies the vehicle dispatch instruction unit 172 to issue a dispatch instruction to the vehicle V.
  • the vehicle dispatch plan creation unit 150 first requests the travel route planning unit 160 to derive a route pattern according to the acquired vehicle dispatch request.
  • the route pattern indicates a route that passes through all the boarding and alighting points (waypoints) when a boarding and alighting point is added by a new vehicle dispatch request to a route that passes through the determined boarding and alighting points.
  • the travel route planning unit 160 refers to the map database 12c and the vehicle information database 12d, extracts one or more vehicles V that can match the vehicle dispatch request as candidate vehicles v, and derives a route pattern according to the boarding and alighting points for each of the extracted candidate vehicles v.
  • the travel route planning unit 160 can associate the derived route pattern with environmental information such as congested areas, detour routes due to traffic regulations, time/seasonal factors, and event holding.
  • the travel route planning unit 160 passes the derived route pattern to the vehicle dispatch plan creation unit 150.
  • candidate vehicles v(1) to v(3) are extracted based on the geographical relationship between the boarding location Req_PU and the disembarking location Req_DO specified by the dispatch request.
  • Candidate vehicle v(1) is a vehicle for which a route passing through points P(0) to P(1) to P(2) has already been set.
  • Candidate vehicle v(2) is a vehicle waiting at a waiting location S.
  • Candidate vehicle v(3) is a vehicle for which a route passing through points P(0) to P(1) has already been set.
  • route patterns there are a total of six patterns (route patterns) in which the boarding location Req_PU and the disembarking location Req_DO are added to points P(0) to P(2).
  • the route patterns of candidate vehicles v(2) and v(3) are one pattern and three patterns, respectively.
  • the vehicle dispatch plan creation unit 150 includes a predicted time calculation unit 152 that calculates a predicted time until a vehicle dispatch plan is finalized in response to an acquired vehicle dispatch request.
  • the predicted time calculation unit 152 calculates a predicted time based on an average value of past actual required times calculated by tallying up the times required from when all users who use the vehicle dispatch service make a vehicle dispatch request, to when they accept the proposed vehicle dispatch plan (acceptance request) and when the vehicle dispatch plan is finalized.
  • the predicted time calculation unit 152 may calculate the predicted time based on the user's characteristic information.
  • the user's characteristic information may include, for example, the user's age and the number of times the vehicle dispatch service has been used in the past.
  • the user's characteristic information may also include information based on the average time required from when the user has made a vehicle dispatch request in the past until the user accepts the proposed vehicle dispatch plan.
  • the predicted time calculation unit 152 may calculate the predicted time to be shorter than the average of the actual required time in the past for, for example, a user who is not elderly, a user who has used the vehicle dispatch service many times, and/or a user who tends to take a short time from the vehicle dispatch request to acceptance.
  • the predicted time calculation unit 152 may be configured as a demand forecast model in which machine learning has been performed according to a predetermined machine learning algorithm, with the user's characteristic information and the like as explanatory variables and the average required time as a target variable.
  • the vehicle dispatch plan creation unit 150 attempts to create a vehicle dispatch plan based on each route pattern of the candidate vehicle v derived by the travel route planning unit 160.
  • the vehicle dispatch plan includes a driving route that includes a waiting location as a starting point and a waiting location as an end point in addition to the route pattern.
  • the vehicle dispatch plan creation unit 150 identifies the predicted position of the candidate vehicle v at the time when the vehicle dispatch plan is expected to be finalized based on the predicted time calculated by the predicted time calculation unit 152 and the position information included in the vehicle information of each vehicle V acquired from the vehicle information acquisition unit 171 described later, and creates a driving route based on the identified predicted position.
  • the vehicle dispatch plan creation unit 150 calculates the predicted arrival time at the boarding point and disembarking point of the user who made the vehicle dispatch request on the driving route.
  • the vehicle dispatch plan creation unit 150 associates the calculated predicted arrival time with the vehicle dispatch plan.
  • the vehicle dispatch plan creation unit 150 sorts the vehicle dispatch plans in order of the expected arrival time at the boarding location of the user who made the dispatch request, and extracts the vehicle dispatch plan with the earliest expected arrival time from among them. Furthermore, the vehicle dispatch plan creation unit 150 narrows down the vehicle dispatch plans by deleting or excluding vehicle dispatch plans that meet a predetermined exclusion condition. As a predetermined exclusion condition, for example, the vehicle dispatch plan creation unit 150 excludes candidate vehicles v whose cruising distance does not meet a predetermined threshold value. Furthermore, based on the location information acquired from the vehicle information acquisition unit 171, the vehicle dispatch plan creation unit 150 may exclude vehicles V that are in, for example, a busy station area or a congestion-prone area with many intersections from the candidate vehicles v.
  • the vehicle dispatch plan creation unit 150 may exclude vehicles V whose operating route includes a detour route due to traffic regulations such as restrictions on right and left turns and travel direction or construction regulations from the candidate vehicles v. Furthermore, the vehicle dispatch plan creation unit 150 may exclude vehicles V in areas that depend on a predetermined environmental factor from the candidate vehicles v based on the location information acquired from the vehicle information acquisition unit 171.
  • the predetermined environmental factor is, for example, the holding of an event, and since it is expected that the demand for vehicles V will temporarily increase around the facility where the event is held, vehicles V in such areas are excluded from the candidate vehicles v.
  • the dispatch management device 10 excludes the dispatch plan. In this way, by excluding vehicles V in a predetermined vehicle delay area from the candidate vehicles v, it is possible to suppress unexpectedly delayed dispatches in on-demand dispatch services.
  • the vehicle dispatch plan creation unit 150 stores the time required until confirmation as the actual required time in the user information database 12b.
  • the vehicle communication interface unit 170 exchanges various information with the vehicle V via the communication network N.
  • the vehicle communication interface unit 170 includes a vehicle information acquisition unit 171 that acquires vehicle information including the position information of the vehicle V, and a vehicle dispatch instruction unit 172 that instructs the vehicle V to move according to a vehicle dispatch plan.
  • the vehicle information acquisition unit 171 communicates with the communication unit 310 of the control device 300 and acquires the location information acquired by the location information acquisition unit 320.
  • the dispatch instruction unit 172 also refers to the dispatch plan database 12f in accordance with the instructions of the dispatch plan creation unit 150, identifies a corresponding dispatch plan, and transmits driving instructions to the vehicle V in accordance with the identified dispatch plan.
  • the control device 300 of the vehicle V that has received the driving instructions uses a navigation function to display a driving route in accordance with the dispatch plan, for example, on the user interface (shown as "UI" in the figure) 330.
  • FIG. 4 is a sequence chart for explaining an overview of the vehicle dispatch service in a vehicle dispatch management system according to one embodiment of the present invention.
  • a user who wishes to use a ride-hailing service executes a ride-hailing app implemented in the terminal device 20 and inputs the necessary information for a ride-hailing request to a ride-hailing request screen displayed on the user interface, causing the terminal device 20 to transmit a ride-hailing request to the ride-hailing management device 10 (S401).
  • a ride-hailing app implemented in the terminal device 20 and inputs the necessary information for a ride-hailing request to a ride-hailing request screen displayed on the user interface, causing the terminal device 20 to transmit a ride-hailing request to the ride-hailing management device 10 (S401).
  • a user who wishes to board a ride operates the ride-hailing app to input the boarding and disembarking locations, the number of passengers, etc.
  • the boarding and disembarking locations can be selected, for example, from a geographical map displayed by the ride-hailing app.
  • the boarding location may also be the current location obtained by the GPS function installed in the user's smartphone
  • the vehicle dispatch management device 10 When the vehicle dispatch management device 10 receives a dispatch request from the terminal device 20 (S402), it requests vehicles V in the target area to obtain vehicle information including location information (S403). In response to this, each vehicle V transmits vehicle information including its own location information obtained from the GPS system to the vehicle dispatch management device 10 (S404). Note that the acquisition and transmission of location information by vehicles V may be performed periodically or in response to a transmission request from the vehicle dispatch management device 10. The vehicle dispatch management device 10 acquires the vehicle information including location information transmitted from vehicles V (S402).
  • the vehicle dispatch management device 10 creates a dispatch plan for the candidate vehicle v extracted based on the user's dispatch request, and proposes this to the user (S405). That is, the vehicle dispatch management device 10 derives a route pattern based on the dispatch request, and creates a dispatch plan for the candidate vehicle v extracted based on the derived route pattern. In this case, the vehicle dispatch management device 10 predicts the time from when the user makes a dispatch request to when the user accepts the proposed dispatch plan, and calculates the expected arrival time at the user's boarding and disembarking points on the operating route based on the predicted time and the position information of each vehicle V.
  • the vehicle dispatch management device 10 further selects an optimal dispatch plan to be proposed to the user according to the calculated expected arrival time and a specified exclusion condition.
  • the vehicle dispatch management device 10 transmits an acceptance request including the contents of the dispatch plan to the terminal device 20 in order to propose the selected dispatch plan to the user.
  • the terminal device 20 When the terminal device 20 receives the request for approval of the dispatch plan, it displays it as a dispatch plan proposal screen on the user interface and prompts the user to accept or reject (accept or reject) the proposed dispatch plan (S406).
  • the dispatch plan proposal screen includes the above-mentioned expected arrival time, which allows the user to input acceptance or rejection of the proposed dispatch plan with reference to the expected arrival time, etc.
  • the terminal device 20 responds by sending an acceptance or rejection notice to the dispatch management device 10 (S407), and the dispatch management device 10 receives the acceptance or rejection notice sent from the terminal device 20 (S408).
  • the dispatch management device 10 confirms the dispatch plan of the vehicle V according to the dispatch plan, sends a confirmation notice of the dispatch reservation to the terminal device 20, and sends a dispatch instruction to the vehicle V according to the dispatch plan (S409).
  • the terminal device 20 When the terminal device 20 receives the notification that the vehicle dispatch reservation has been confirmed, it displays this on the user interface to inform the user that the vehicle dispatch reservation has been confirmed (S410). On the other hand, when the vehicle V receives the dispatch instruction, it displays, for example, on a navigation screen, a driving route according to the dispatch plan indicated in the dispatch instruction in order to navigate the driver (S411). This enables the driver to operate the vehicle V on an on-demand basis in response to the user's dispatch request.
  • FIGS. 5A and 5B are flowcharts for explaining an example of vehicle dispatch management processing by a vehicle dispatch management device according to one embodiment of the present invention. Such processing is realized by the vehicle dispatch management device 10 executing a vehicle dispatch management server program under the control of a processor, in cooperation with various hardware resources.
  • the vehicle dispatch management device 10 waits until a new vehicle dispatch request is received from a user (S501). Meanwhile, for example, a user wishing to ride operates a vehicle dispatch app on the user interface of the terminal device 20 to input a vehicle dispatch request.
  • the vehicle dispatch management device 10 requests each vehicle V to transmit vehicle information, and acquires the vehicle information including location information transmitted from each vehicle V (S502).
  • the dispatch management device 10 refers to the map database 12c based on the boarding and disembarking locations specified in the dispatch request, and determines the boarding and disembarking locations (boarding and disembarking locations) where the user will actually board and disembark (S503).
  • the vehicle dispatch management device 10 extracts one or more candidate vehicles v according to the determined boarding or disembarking locations (S504). For example, the vehicle dispatch management device 10 extracts a vehicle V in operation near the boarding location as a candidate vehicle v.
  • a vehicle V in operation is a vehicle that is waiting at a waiting location in a state where it can provide service, or is actually transporting passengers. This makes it possible to exclude vehicles V that are located far away from the boarding or disembarking locations from the candidate vehicles v, for example, and to reduce the number of route patterns to be derived.
  • the vehicle dispatch management device 10 derives a route pattern for each of the extracted candidate vehicles v by referring to the map database 12c (S505).
  • the route pattern indicates a route that passes through all of the determined boarding and alighting points (waypoints) when new boarding and alighting points are added to the route that passes through these boarding and alighting points.
  • the vehicle dispatch management device 10 creates a vehicle dispatch plan based on the derived route pattern (S506).
  • the vehicle dispatch plan includes a driving route that includes a waiting place as a starting point and a waiting place as an end point, as well as a predicted position of the candidate vehicle v according to the predicted time until the vehicle dispatch plan is finalized, in addition to the route pattern.
  • a new vehicle dispatch plan is created for the vehicle V waiting at the waiting place.
  • a new vehicle dispatch plan is created or updated for the vehicle V that is operating according to the already set vehicle dispatch plan, based on the derived route pattern.
  • the vehicle dispatch plan creation unit 150 calculates the predicted arrival time at the boarding and alighting points of the user who made the vehicle dispatch request on the driving route. Details of the vehicle dispatch plan creation process will be described later.
  • the vehicle dispatch management device 10 narrows down the vehicle dispatch plans by excluding those that do not meet a predetermined exclusion condition from the created vehicle dispatch plans (S507). For example, the vehicle dispatch management device 10 excludes vehicle dispatch plans of candidate vehicles whose cruising distance does not meet a predetermined threshold value.
  • the vehicle dispatch plan creation unit 150 excludes from the candidate vehicles v, for example, vehicles V that are in a congested area such as in front of a busy station or a densely packed intersection, or vehicles V whose travel route includes a detour route due to traffic regulations such as restrictions on right and left turns or restrictions on the direction of travel, or construction restrictions.
  • the vehicle dispatch management device 10 calculates an evaluation value for the narrowed down vehicle dispatch plans according to a predetermined evaluation function, and selects one vehicle dispatch plan with the highest calculated evaluation value (S508).
  • the predetermined evaluation function is, for example, a function defined such that the shorter the ride time from the boarding time to the disembarking time, the higher the evaluation value.
  • the vehicle dispatch management device 10 proposes the contents of the selected vehicle dispatch plan to the user (S509 in FIG. 5B). That is, the vehicle dispatch management device 10 transmits the contents of the created current vehicle dispatch plan to the terminal device 20, and in response, the terminal device 20 displays the contents on the user interface and prompts the user to accept or reject the vehicle dispatch plan.
  • the vehicle dispatch management device 10 determines whether or not the proposed vehicle dispatch plan has been accepted by the user (S510). If the vehicle dispatch management device 10 accepts the proposed vehicle dispatch plan from the user (Yes in S510), the vehicle dispatch management device 10 confirms the current vehicle dispatch plan (S511). The vehicle dispatch management device 10 stores the confirmed vehicle dispatch plan in the vehicle dispatch plan database 12e. Next, the vehicle dispatch management device 10 transmits a notification of confirmation of the vehicle dispatch reservation to the terminal device 20, and transmits a dispatch instruction based on the vehicle dispatch plan to the vehicle V (S512).
  • the vehicle dispatch management device 10 receives a non-acceptance (rejection) from the user of the proposed vehicle dispatch plan (No in S510), it cancels the current vehicle dispatch plan based on the user's vehicle dispatch request (S513). In this case, the vehicle dispatch management device 10 returns the temporarily held vehicle dispatch plan that was used to recreate the vehicle dispatch plan to the original held vehicle dispatch plan. If the user desires a different vehicle dispatch service, they will make a new vehicle dispatch request.
  • FIG. 6 is a flowchart for explaining an example of a vehicle dispatch management process performed by a vehicle dispatch management device according to one embodiment of the present invention. More specifically, this figure is a flowchart showing the details of the vehicle dispatch plan narrowing process (S506) shown in FIG. 5A.
  • the vehicle dispatch management device 10 calculates the predicted time from the time when a vehicle dispatch request is accepted to the time when a vehicle dispatch plan is finalized (S601). As described above, the vehicle dispatch management device 10 calculates the predicted time based on, for example, the average value of past actual required times, which are calculated by aggregating the time required from the time when a vehicle dispatch request is accepted to the time when a vehicle dispatch plan is finalized. Alternatively, the vehicle dispatch management device 10 may calculate the predicted time based on user characteristic information.
  • the vehicle dispatch management device 10 identifies the predicted positions of the candidate vehicles v at the time when the vehicle dispatch plan is expected to be finalized based on the calculated predicted time and the position information of each candidate vehicle v (S602). Next, the vehicle dispatch management device 10 creates a driving route that passes through the identified predicted positions (S603).
  • the vehicle dispatch management device 10 calculates the expected arrival times at the boarding and disembarking locations of the user who made the vehicle dispatch request according to the created operating route (S604), and then creates a vehicle dispatch plan that associates the calculated expected arrival times (S605).
  • the vehicle dispatch management device 10 predicts the time until a vehicle dispatch plan is finalized in response to a user's vehicle dispatch request, and creates the vehicle dispatch plan using the predicted position of the vehicle according to the predicted time, so that the expected arrival time at the boarding location can be accurately determined based on the vehicle V's operating route from the predicted position. For example, as shown in Fig. 5, assume that a vehicle V is traveling in a city according to a route in a vehicle dispatch plan, and a user transmits a vehicle dispatch request from a vehicle dispatch application of the terminal device 20 at a boarding point P_PU. Also assume that the position of the vehicle V at the time when the vehicle dispatch management device 10 accepts the vehicle dispatch request is a point P_Req.
  • the operating route of vehicle V will be the shortest route from point P_Req to boarding point P_PU (shown by the dashed line in the figure).
  • vehicle V has already passed the previous intersection and is no longer able to take the shortest route. Therefore, if the predicted arrival time at boarding point P_PU is calculated according to such an operating route, there is a risk that there will be a large discrepancy between the actual arrival time of vehicle V and the predicted arrival time.
  • the vehicle dispatch management device 10 disclosed herein calculates the predicted time until a vehicle dispatch plan is finalized for a candidate vehicle v based on a dispatch request, and predicts the position of vehicle V after the calculated predicted time.
  • the position of vehicle V at this time is assumed to be point P_Est.
  • vehicle V has traveled a distance d past the intersection based on the predicted time.
  • the vehicle dispatch management device 10 calculates the predicted arrival time at boarding point P_PU for the operating route (shown by a solid line in the figure) from point P_Req via point P_Est to boarding point P_PU. This enables the vehicle dispatch management device 10 to present a more accurate predicted arrival time to the user.
  • the time until a vehicle dispatch plan is finalized in response to a new vehicle dispatch request is predicted, and the vehicle dispatch plan is created using the predicted position of the vehicle according to the predicted time, so that the expected arrival time at the boarding location can be accurately determined based on the operating route of vehicle V from the predicted position. Therefore, a more accurate expected arrival time can be presented to the user, and the user can accept or reject the proposed vehicle dispatch plan based on this.
  • steps, operations, or functions may be performed in parallel or in a different order, provided that the results are not inconsistent.
  • the steps, operations, and functions described are provided merely as examples, and some of the steps, operations, and functions may be omitted or combined into one, or other steps, operations, or functions may be added, without departing from the spirit of the invention.

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Abstract

The present invention is a vehicle dispatch management device that manages on-demand vehicle dispatch services. The device creates vehicle dispatch plans for candidate vehicles on the basis of a user's vehicle dispatch request, causes the user's terminal device to display a request for approval of the created vehicle dispatch plan for one vehicle, receives an approval notification transmitted from the terminal device in response to the request, confirms the vehicle dispatch plan for the one vehicle, and transmits a vehicle dispatch instruction based on the confirmed vehicle dispatch plan to the one vehicle. When creating each vehicle dispatch plan, the device calculates an estimated time that it will take to confirm the vehicle dispatch plan after responding to the vehicle dispatch request, and calculates an expected arrival time at the boarding location in the vehicle dispatch plan on the basis of the calculated estimated time. The device also causes a vehicle dispatch plan suggestion screen based on the approval request to be displayed to present the expected arrival time at the boarding location to the user.

Description

配車管理装置及び配車管理方法Vehicle allocation management device and vehicle allocation management method
 本発明は、配車管理技術に関し、特に、車両のオンデマンド方式による配車を管理する配車管理装置及び配車管理方法に関する。 The present invention relates to vehicle dispatch management technology, and in particular to a vehicle dispatch management device and a vehicle dispatch management method for managing vehicle dispatch on an on-demand basis.
 モビリティサービスは、車両による乗客及び/又は荷物の輸送をスムーズに提供するサービスとして知られている。近年では、人口減少に伴う輸送需要の減少や労働力不足等を背景に、一つの車両で乗客と荷物とを同時に輸送するモビリティサービスが提案されている。 Mobility services are known as services that provide smooth transportation of passengers and/or luggage by vehicle. In recent years, against the backdrop of a decrease in transportation demand due to population decline and labor shortages, mobility services that transport passengers and luggage simultaneously in a single vehicle have been proposed.
 例えば、下記特許文献1は、乗合型の車両運行サービスにおいて、ネットワークを介して利用者端末からの利用要求を受け付け、運行可能な各乗合車両が現在以降に訪問する地点、訪問予定時刻、及び出発予定時刻を示す最適な乗合車両運行スケジュールを、オンデマンドで作成する乗合車両運行スケジューリングシステムを開示している。 For example, the following Patent Document 1 discloses a shared vehicle operation scheduling system for a shared vehicle operation service that accepts requests for use from user terminals via a network and creates on-demand an optimal shared vehicle operation schedule indicating the locations that each available shared vehicle will visit from now on, the scheduled visit times, and the scheduled departure times.
特開2002-140788号公報JP 2002-140788 A
 上述した特許文献1に開示されたシステムでは、各車両のスケジュールの作成において、利用要求の受付時刻以降で現在以降に訪問する地点への到達予定時刻又は該地点からの出発予定時刻に基づいて根スケジュールを作成し、根スケジュールから最適スケジュール探索によって解スケジュールの検索を行っている。 In the system disclosed in the above-mentioned Patent Document 1, when creating schedules for each vehicle, a root schedule is created based on the planned arrival time at or departure time from the location to be visited after the current time after the time the use request is received, and a solution schedule is searched for from the root schedule by performing an optimal schedule search.
 しかしながら、かかるシステムでは、利用要求の受付時刻からスケジュール決定までの時間差が考慮されておらず、また、スケジュールの再作成にあたっては、通過地点に対する条件が定められていなかった。このため、車両は、作成されたスケジュールどおりに運行できずに遅延が発生するおそれがあった。更に、訪問地点間の経路を車両が既に走行中の場合、スケジュールを変更し再作成することができないため、車両の柔軟な運行が難しく、運行効率が低下するおそれがあった。 However, this system did not take into account the time lag between when a request for use was received and when the schedule was determined, and no conditions for passing points were set when recreating the schedule. This meant that vehicles could not operate according to the created schedule, which could result in delays. Furthermore, if a vehicle was already traveling on a route between destinations, the schedule could not be changed and re-created, making it difficult to operate vehicles flexibly and reducing operational efficiency.
 そこで、本発明は、所定の運行ルートを走行中の車両に対して新規の配車要求があった場合に、該新規の配車要求に応じた該車両の乗車地への到着予定時刻を精度良く求めることができる配車管理装置及び配車管理方法を提供することを目的とする。 The present invention aims to provide a vehicle dispatch management device and a vehicle dispatch management method that, when a new dispatch request is made for a vehicle traveling on a specified operating route, can accurately determine the scheduled arrival time of the vehicle at the boarding point in response to the new dispatch request.
 上記課題を解決するための本発明は、以下に示す発明特定事項乃至は技術的特徴を含んで構成される。 The present invention, which aims to solve the above problems, comprises the following invention-specific matters and technical features.
 すなわち、ある観点に従う本発明は、配車要求に応じて車両の配車を管理する配車管理装置である。前記配車管理装置は、前記配車要求を端末装置から取得する配車要求取得部と、取得された前記配車要求に基づいて、前記複数の車両の中から抽出される1以上の候補車両ごとに乗車地を含む配車計画を作成し、作成された前記配車計画のうちの特定の車両に対する前記配車計画を確定する配車計画作成部と、作成された前記候補車両の前記配車計画を前記端末装置に送信する承諾処理部と、確定された前記配車計画を前記特定の車両に送信する配車指示部と、を備える。前記配車計画作成部は、前記配車要求に応答して前記配車計画が確定されるまでの予測時間を算出する予測時間算出部を含む。また、前記配車計画作成部は、前記予測時間算出部による算出された前記予測時間に基づいて、前記配車計画における前記乗車地への予想到着時刻を算出する。また、前記承諾処理部は、前記予想到着時刻を含む前記候補車両の前記配車計画が前記端末装置に表示されるように制御する。 That is, the present invention according to one aspect is a vehicle dispatch management device that manages vehicle dispatch in response to a dispatch request. The vehicle dispatch management device includes a dispatch request acquisition unit that acquires the dispatch request from a terminal device, a dispatch plan creation unit that creates a dispatch plan including a boarding location for each of one or more candidate vehicles extracted from the plurality of vehicles based on the acquired dispatch request, and confirms the dispatch plan for a specific vehicle in the created dispatch plan, an acceptance processing unit that transmits the created dispatch plan for the candidate vehicle to the terminal device, and a dispatch instruction unit that transmits the confirmed dispatch plan to the specific vehicle. The vehicle dispatch plan creation unit includes a predicted time calculation unit that calculates a predicted time until the vehicle dispatch plan is confirmed in response to the dispatch request. Furthermore, the vehicle dispatch plan creation unit calculates a predicted arrival time at the boarding location in the vehicle dispatch plan based on the predicted time calculated by the predicted time calculation unit. Furthermore, the acceptance processing unit controls so that the vehicle dispatch plan for the candidate vehicle including the predicted arrival time is displayed on the terminal device.
 また、別の観点に従う本発明は、配車要求に応じて車両の配車を管理する配車管理装置による配車管理方法である。前記方法は、前記配車要求を端末装置から取得することと、取得された前記配車要求に基づいて複数の車両の中から抽出される1以上の候補車両ごとに乗車地を含む配車計画を作成することと、作成された前記候補車両の前記配車計画を前記端末装置に送信し、前記配車計画を前記端末装置上に表示させることと、送信された前記配車要求に応答して、前記候補車両のうちの特定の前記車両の前記配車計画を確定することと、確定された前記配車計画を前記特定の車両に送信することと、を含む。前記配車計画を作成することは、前記取得された配車要求に応答して前記配車計画が確定されるまでの予測時間を算出することと、算出された前記予測時間に基づいて、前記配車計画における前記乗車地への予想到着時刻を算出することと、を含む。また、前記表示させることは、算出された前記予想到着時刻を表示させることを含む。 The present invention according to another aspect is a vehicle dispatch management method by a vehicle dispatch management device that manages vehicle dispatch in response to a dispatch request. The method includes acquiring the vehicle dispatch request from a terminal device, creating a vehicle dispatch plan including a boarding location for each of one or more candidate vehicles extracted from a plurality of vehicles based on the acquired vehicle dispatch request, transmitting the created vehicle dispatch plan for the candidate vehicles to the terminal device and displaying the vehicle dispatch plan on the terminal device, confirming the vehicle dispatch plan for a specific vehicle among the candidate vehicles in response to the transmitted vehicle dispatch request, and transmitting the confirmed vehicle dispatch plan to the specific vehicle. Creating the vehicle dispatch plan includes calculating a predicted time until the vehicle dispatch plan is confirmed in response to the acquired vehicle dispatch request, and calculating an expected arrival time at the boarding location in the vehicle dispatch plan based on the calculated predicted time. Also, displaying includes displaying the calculated expected arrival time.
 本発明によれば、所定の運行ルートを走行中の車両に対して新規の配車要求があった場合に、該新規の配車要求に応じた該車両の到着予定時刻を精度良く求めることができるようになる。 According to the present invention, when a new dispatch request is made for a vehicle traveling along a specified route, it becomes possible to accurately determine the estimated arrival time of the vehicle in response to the new dispatch request.
 本発明の他の技術的特徴、目的、及び作用効果乃至は利点は、添付した図面を参照して説明される以下の実施形態により明らかにされる。本明細書に記載された効果はあくまで例示であって限定されるものではなく、また他の効果があっても良い。 Other technical features, objects, and effects or advantages of the present invention will become apparent from the following embodiments described with reference to the accompanying drawings. The effects described in this specification are merely examples and are not limiting, and other effects may also be present.
図1は、本発明の一実施形態に係る配車管理システムの一例を説明する図である。FIG. 1 is a diagram illustrating an example of a vehicle dispatch management system according to an embodiment of the present invention. 図2は、本発明の一実施形態に係る配車管理装置の機能構成モデルの一例を示すブロックダイアグラム図である。FIG. 2 is a block diagram showing an example of a functional configuration model of a vehicle dispatch control device according to an embodiment of the present invention. 図3は、本発明の一実施形態に係る配車管理システムにおけるルートパターンの導出を説明するための図である。FIG. 3 is a diagram for explaining derivation of a route pattern in the vehicle dispatch management system according to one embodiment of the present invention. 図4は、本発明の一実施形態に係る配車管理システムにおける配車サービスの概要を説明するためのシーケンスチャートである。FIG. 4 is a sequence chart for explaining an outline of a vehicle dispatch service in the vehicle dispatch management system according to one embodiment of the present invention. 図5Aは、本発明の一実施形態に係る配車管理装置による配車管理処理の一例を説明するためのフローチャートである。FIG. 5A is a flowchart for explaining an example of a vehicle dispatch management process by the vehicle dispatch management device according to one embodiment of the present invention. 図5Bは、本発明の一実施形態に係る配車管理装置による配車管理処理の一例を説明するためのフローチャートである。FIG. 5B is a flowchart for explaining an example of a vehicle dispatch management process by the vehicle dispatch management device according to one embodiment of the present invention. 図6は、本発明の一実施形態に係る配車管理装置による配車管理処理の一例を説明するためのフローチャートである。FIG. 6 is a flowchart for explaining an example of a vehicle dispatch management process performed by the vehicle dispatch management device according to one embodiment of the present invention. 図7は、本発明の一実施形態に係る配車管理システムにおける車両の運行ルートを説明するための図である。FIG. 7 is a diagram for explaining vehicle travel routes in the vehicle dispatch management system according to one embodiment of the present invention.
 以下、図面を参照して本発明の実施の形態を説明する。ただし、以下に説明する実施形態は、あくまでも例示であり、以下に明示しない種々の変形や技術の適用を排除する意図はない。本発明は、その趣旨を逸脱しない範囲で種々変形(例えば各実施形態を組み合わせる等)して実施することができる。また、以下の図面の記載において、同一又は類似の部分には同一又は類似の符号を付して表している。図面は模式的なものであり、必ずしも実際の寸法や比率等とは一致しない。図面相互間においても互いの寸法の関係や比率が異なる部分が含まれていることがある。 Below, an embodiment of the present invention will be described with reference to the drawings. However, the embodiment described below is merely an example, and there is no intention to exclude the application of various modifications and techniques not explicitly described below. The present invention can be implemented with various modifications (for example, combining the various embodiments) without departing from the spirit of the invention. In addition, in the description of the drawings below, identical or similar parts are represented by the same or similar reference numerals. The drawings are schematic and do not necessarily correspond to actual dimensions, ratios, etc. The drawings may also include parts with different dimensional relationships and ratios.
 図1は、本発明の一実施形態に係る配車管理システムの一例を説明する図である。同図に示すように、配車管理システム1は、配車管理装置10と、端末装置20と、車両Vを含み、これらは通信ネットワークNを介して相互に通信可能に接続される。本開示の配車管理システム1は、例えば、ある地域を対象にした、複数の車両Vを用いたオンデマンド方式による配車サービスを提供する。「オンデマンド方式による配車サービス」は、ユーザからの配車要求に即時に応答して、該ユーザに所定の車両を割り当てる(配車する)サービスである。つまり、オンデマンド方式による配車サービスでは、ユーザが指定する配車予約時刻は存在しない。また、「即時に応答」とは、ユーザからの配車要求に対して間髪入れずに配車するだけでなく、ユーザが通常許容し得るようなある程度の幅をもった時間を含む概念である。本開示の配車管理システム1は、このような「オンデマンド方式による配車サービス」を前提としている。 1 is a diagram for explaining an example of a vehicle dispatch management system according to an embodiment of the present invention. As shown in the figure, the vehicle dispatch management system 1 includes a vehicle dispatch management device 10, a terminal device 20, and a vehicle V, which are connected to each other so that they can communicate with each other via a communication network N. The vehicle dispatch management system 1 of the present disclosure provides, for example, an on-demand vehicle dispatch service using multiple vehicles V for a certain area. An "on-demand vehicle dispatch service" is a service that immediately responds to a vehicle dispatch request from a user and assigns (dispatches) a specific vehicle to the user. In other words, in an on-demand vehicle dispatch service, there is no vehicle dispatch reservation time specified by the user. In addition, "immediate response" is a concept that includes not only dispatching a vehicle immediately in response to a vehicle dispatch request from a user, but also a certain amount of time that the user can normally tolerate. The vehicle dispatch management system 1 of the present disclosure is based on such an "on-demand vehicle dispatch service".
 配車管理装置10は、対象地域における複数の車両Vによる配車サービスを統括的に管理するコンピューティングデバイスである。配車管理装置10は、例えば配車管理サーバプログラムを実装し、プロセッサの制御の下、配車管理サーバプログラムを実行することにより、本開示の配車サービスを実現する。 The vehicle dispatch management device 10 is a computing device that comprehensively manages a vehicle dispatch service using multiple vehicles V in a target area. The vehicle dispatch management device 10, for example, implements a vehicle dispatch management server program and executes the vehicle dispatch management server program under the control of a processor, thereby realizing the vehicle dispatch service disclosed herein.
 配車管理装置10は、かかる配車サービスを実現するために必要なデータを管理する各種のデータベース12を含む。データベース12は、例えば、稼働実績データベース12aと、ユーザ情報データベース12bと、地図データベース12cと、車両情報データベース12dと、配車計画データベース12eとを含み構成される(図2参照)。本例では、データベース12は、配車管理装置10の一部として構成されているが、これに限られず、その全部又は一部が配車管理装置10とは別体に構成されても良い。 The vehicle dispatch management device 10 includes various databases 12 that manage data necessary to realize such a vehicle dispatch service. The databases 12 include, for example, an operation record database 12a, a user information database 12b, a map database 12c, a vehicle information database 12d, and a vehicle dispatch plan database 12e (see FIG. 2). In this example, the databases 12 are configured as part of the vehicle dispatch management device 10, but are not limited to this, and all or part of the databases may be configured separately from the vehicle dispatch management device 10.
 概略的には、配車管理装置10は、配車を希望するユーザから車両Vの配車要求を受け付けて、該配車要求に対して選択的に割り当てられた一の車両Vに対する配車計画を作成して確定し、確定した配車計画に従った配車指示を一の車両Vに行う。配車計画の確定は、例えば、ユーザの承諾に応答して行われる。 Overall, the vehicle dispatch management device 10 accepts a dispatch request for a vehicle V from a user who wishes to dispatch a vehicle, creates and confirms a dispatch plan for a vehicle V that is selectively assigned to the dispatch request, and issues dispatch instructions to the vehicle V according to the confirmed dispatch plan. The dispatch plan is confirmed, for example, in response to the user's consent.
 以下では、乗客であるユーザからの乗車のための配車要求を例に説明されるが、配車要求は、荷主(荷物配送事業者又は一般者)であるユーザからの荷物配送のための配車要求であっても良い。したがって、荷物配送事業者でない一般のユーザもまた、自身の荷物を配送してもらうために荷物配送の配車要求を行い得る。配車要求は、例えば、ユーザ名、配車要求の種別、乗降希望地(乗車希望地及び降車希望地)、運送内容(乗客であれば人数等)等に関する情報を含むが、これに限られない。 The following description uses as an example a request for dispatch of a vehicle from a user who is a passenger for a ride, but the request for dispatch may also be a request for dispatch of luggage from a user who is a shipper (a luggage delivery company or a general public). Therefore, a general user who is not a luggage delivery company may also make a request for dispatch of luggage delivery to have their luggage delivered. The request for dispatch includes, for example, information regarding the user name, the type of dispatch request, the desired boarding and disembarking locations (desired boarding and disembarking locations), the transportation details (the number of passengers, etc.) and the like, but is not limited to this.
 配車計画は、車両Vが待機する場所(起点となる待機場所)から、ユーザが乗降を行う途中のいくつかの地点(乗降地)を経由して、終点となる待機場所(最初の待機場所と同じとは限らない。)までを定めた運行ルートを含む。本開示の配車管理装置10は、新規の配車要求に基づいて所定の運行ルートを走行中の車両に対する配車計画を作成又は更新する際に、該配車計画が確定されるまでの時間を予測して、該予測された時間に応じた該車両Vの予測位置を用いて該配車計画を作成する。これにより、ユーザによる配車要求の受付時刻での車両Vの位置から配車計画の確定までの予想時間の間の移動による予測位置を経由した運行ルートに基づいて乗車地への予想到着時刻を算出することができる。 The dispatch plan includes a driving route that specifies the route from the location where the vehicle V is waiting (the starting waiting location), passing through several points (boarding and disembarking points) along the way where the user gets on and off, to the final waiting location (not necessarily the same as the initial waiting location). When creating or updating a dispatch plan for a vehicle traveling along a specified driving route based on a new dispatch request, the dispatch management device 10 of the present disclosure predicts the time until the dispatch plan is finalized, and creates the dispatch plan using a predicted position of the vehicle V according to the predicted time. This makes it possible to calculate the expected arrival time at the boarding location based on the driving route that passes through the predicted position due to movement during the expected time from the position of the vehicle V at the time of receipt of the dispatch request by the user until the dispatch plan is finalized.
 車両Vは、ユーザの利用に供される、車両情報データベース12dに登録された車両である。車両Vの車種(例えば、セダン、ミニバン、SUV等)は問わないが、少なくとも貨客混載が可能な車種であるものとする。車両Vは、車載バッテリーを動力源とする電気自動車(EV)であっても良い。また、車両Vは、完全な自律走行可能な自動運転車であっても良く、いわゆる自動運転化レベルを問わない。車両Vは、配車管理装置10による指示に従って車両V自体又はその搭載機器(例えばナビゲーション装置)を制御する制御装置300を備える(図2参照)。制御装置300は、例えば、GPSシステムを介して車両Vの位置情報を取得し、これを配車管理装置10に送信するとともに、配車管理装置10から配車指示を受け付けて、車両Vの各種の機器又は装置の動作を制御する。制御装置300は、例えば、配車計画に従った運行ルートを提示するナビゲーション機能や、完全自動運転車であれば車両Vの運行ルートに沿った自律走行制御機能を含む。 The vehicle V is a vehicle registered in the vehicle information database 12d and is provided for use by the user. The vehicle V may be of any type (e.g., sedan, minivan, SUV, etc.), but it must be a vehicle capable of carrying at least both passengers and freight. The vehicle V may be an electric vehicle (EV) powered by an on-board battery. The vehicle V may also be a self-driving vehicle capable of completely autonomous driving, and the so-called level of automation does not matter. The vehicle V is equipped with a control device 300 that controls the vehicle V itself or its on-board equipment (e.g., a navigation device) according to instructions from the vehicle dispatch management device 10 (see FIG. 2). The control device 300, for example, acquires position information of the vehicle V via a GPS system, transmits this to the vehicle dispatch management device 10, and receives dispatch instructions from the vehicle dispatch management device 10 to control the operation of various devices or equipment of the vehicle V. The control device 300 includes, for example, a navigation function that presents a driving route according to a dispatch plan, and an autonomous driving control function that follows the driving route of the vehicle V if the vehicle is a fully autonomous vehicle.
 端末装置20は、例えば、乗車を希望するユーザがユーザインターフェースを操作して配車要求を行うためのコンピューティングデバイスである。端末装置20は、例えばスマートフォンやパッドコンピュータ、ノート型パーソナルコンピュータ、デスクトップ型コンピュータ等であるが、これらに限られない。端末装置20は、例えば、配車管理クライアントプログラム(いわゆる配車アプリ)を実装する。端末装置20は、プロセッサの制御の下、配車アプリを実行することにより、ユーザによる配車管理装置10の配車サービスの利用を可能にする。例えば、ユーザは、端末装置20のユーザインターフェース上の配車要求画面(図示せず)から配車要求を行い、これに応答して配車管理装置10が作成した配車計画を承諾することで、車両Vの乗車予約又は荷物配送予約を行い得る。 The terminal device 20 is, for example, a computing device that allows a user wishing to ride to make a vehicle dispatch request by operating a user interface. The terminal device 20 is, for example, a smartphone, a pad computer, a notebook personal computer, a desktop computer, etc., but is not limited to these. The terminal device 20 implements, for example, a vehicle dispatch management client program (a so-called vehicle dispatch application). The terminal device 20 executes the vehicle dispatch application under the control of the processor, thereby enabling the user to use the vehicle dispatch service of the vehicle dispatch management device 10. For example, the user can make a vehicle dispatch request from a vehicle dispatch request screen (not shown) on the user interface of the terminal device 20, and in response to this, accept the vehicle dispatch plan created by the vehicle dispatch management device 10, thereby making a reservation for a ride in the vehicle V or a reservation for baggage delivery.
 このように、本開示の配車管理システム1では、オンデマンド方式による配車サービスにおいて、新規の配車要求に応じて配車計画が確定されるまでの時間を予測し、該予測時間に応じた該車両の予測位置を用いて該配車計画を作成する。すなわち、配車要求の受付時刻での車両Vの位置から配車計画の確定までの予想時間の間の移動による予測位置を経由した運行ルートに基づいて乗車地への予想到着時刻を算出するので、予想到着時刻の精度を向上させることができる。 In this way, in the vehicle dispatch management system 1 disclosed herein, in an on-demand vehicle dispatch service, the time until a vehicle dispatch plan is finalized in response to a new vehicle dispatch request is predicted, and the vehicle dispatch plan is created using the predicted position of the vehicle according to the predicted time. In other words, the predicted arrival time at the boarding point is calculated based on the operating route that passes through the predicted position due to movement from the position of vehicle V at the time the vehicle dispatch request is received to the predicted time until the vehicle dispatch plan is finalized, thereby improving the accuracy of the predicted arrival time.
 図2は、本発明の一実施形態に係る配車管理装置の機能構成モデルの一例を示すブロックダイアグラム図である。同図に示すように、配車管理装置10は、例えば、フロントエンド処理部110と、需要情報取得部120と、配車要求取得部130と、乗降地決定部140と、配車計画作成部150と、走行ルート計画部160と、車両通信インターフェース部170といった機能構成要素を含む機能構成モデルとして構成される。また、配車管理装置10は、上述したように、各種のデータベース12を含む。かかる機能モデルは、配車管理装置10が、プロセッサの制御の下、配車管理サーバプログラムを実行し、これにより、各種のハードウェア資源と協働することにより、実現される。ここに示す機能構成モデルは一例であって、ある機能構成要素における全部又は一部の機能が、他の機能構成要素によって実現されても良い。なお、同図では、説明の便宜上、ユーザの端末装置20、及び車両Vにおける制御装置300の一部の構成もまた示されている。 2 is a block diagram showing an example of a functional configuration model of a vehicle dispatch management device according to an embodiment of the present invention. As shown in the figure, the vehicle dispatch management device 10 is configured as a functional configuration model including functional components such as a front-end processing unit 110, a demand information acquisition unit 120, a vehicle dispatch request acquisition unit 130, a boarding and alighting point determination unit 140, a vehicle dispatch plan creation unit 150, a driving route planning unit 160, and a vehicle communication interface unit 170. As described above, the vehicle dispatch management device 10 also includes various databases 12. Such a functional model is realized by the vehicle dispatch management device 10 executing a vehicle dispatch management server program under the control of a processor, thereby cooperating with various hardware resources. The functional configuration model shown here is an example, and all or part of the functions of a certain functional component may be realized by other functional components. Note that, for convenience of explanation, the figure also shows the configuration of a user's terminal device 20 and part of the control device 300 in the vehicle V.
 稼働実績データベース12aは、例えば車両Vごとの過去の稼働実績に関する情報(実績稼働情報)を格納する。実績稼働情報は、例えば、車両Vごとの稼働時刻(運行開始時刻及び終了時刻)、運行ルート、及び走行距離等の各種の諸元情報を含む。実績稼働情報は、車両Vごとの稼働時刻に基づいて、ある時間帯及び/又はある地域における車両Vの需要実績を示し得る。 The operation record database 12a stores information (actual operation information) relating to the past operation records of each vehicle V, for example. The actual operation information includes various specification information such as the operation time (operation start time and end time) of each vehicle V, the operation route, and the mileage. The actual operation information may indicate the actual demand for the vehicle V in a certain time period and/or in a certain area based on the operation time of each vehicle V.
 ユーザ情報データベース12bは、配車サービスを利用するユーザに関するユーザ情報を格納する。ユーザ情報は、例えば、ユーザID及びパスワード、個人属性、並びにサービス利用状況に関する情報(利用回数等)、配車要求から配車計画の承諾までの実績所要時間等を含む。ユーザ情報は、例えば配車アプリの最初の起動時にユーザが所定の情報を入力することにより、配車管理装置10の制御の下、ユーザ情報データベース12bに登録される。 The user information database 12b stores user information about users who use the vehicle dispatch service. The user information includes, for example, a user ID and password, personal attributes, information about the service usage status (number of uses, etc.), and the actual time required from a vehicle dispatch request to the approval of a vehicle dispatch plan. The user information is registered in the user information database 12b under the control of the vehicle dispatch management device 10, for example, when the user inputs certain information when the vehicle dispatch app is first launched.
 地図データベース12cは、少なくとも配車サービスの対象地域における地図データを格納する。地図データは、例えば、住所、地名、道路、及び施設名等に関する情報を含む。また、地図データは、ルート探索に必要な情報や道路渋滞状況等の環境情報を含み得る。地図データは、既知のものを利用することができ、例えば、APIを介して接続可能な外部の地図データベースであってもよい。 Map database 12c stores map data for at least the target area of the vehicle dispatch service. The map data includes information on addresses, place names, roads, facility names, etc. The map data may also include information necessary for route searches and environmental information such as road congestion conditions. The map data may be a known data, or may be, for example, an external map database that can be connected via an API.
 車両情報データベース12dは、ユーザの利用に供される車両Vに関する情報(車両情報)を格納する。車両情報は、例えば、車両ID、車両属性(車両登録番号、車種、及び最大乗車人員/最大積載量等)、現在の配車計画、現在位置、及び現在状態(サービス状態、バッテリー残容量(航続可能距離)、乗車人員、及び荷物積載量等)等に関する情報を含む。車両Vの現在位置は、後述するように、車両Vから送信される位置情報に基づいて随時に更新される。 The vehicle information database 12d stores information (vehicle information) about the vehicle V available for use by the user. The vehicle information includes, for example, information about the vehicle ID, vehicle attributes (vehicle registration number, vehicle model, maximum number of passengers/maximum load capacity, etc.), current dispatch plan, current location, and current status (service status, remaining battery capacity (driving range), number of passengers, and luggage load capacity, etc.). The current location of the vehicle V is updated at any time based on location information transmitted from the vehicle V, as described below.
 配車計画データベース12eは、配車要求に基づく車両Vごとの配車計画を格納する。配車計画は、起点となる待機場所からいくつかの乗降地を経由して終点となる待機場所までの運行ルートを含む。 The vehicle dispatch plan database 12e stores a vehicle dispatch plan for each vehicle V based on a dispatch request. The vehicle dispatch plan includes a driving route from a starting waiting location to a terminal waiting location via several boarding and disembarking points.
 フロントエンド処理部110は、ユーザの端末装置20との間での各種の処理を行う。一例として、フロントエンド処理部110は、ユーザの端末装置20上の配車アプリからのログイン要求に従って、ユーザ情報データベース12bを参照し、ログイン認証処理を行う。また、フロントエンド処理部110は、ユーザの端末装置20上の配車アプリからの配車要求を受け付けて、これを配車要求取得部130に引き渡し、これに応答して配車計画作成部150により作成された配車計画に対するユーザの諾否を受けるために、端末装置20とやり取りする。本開示において、フロントエンド処理部110は、配車計画作成部150の制御の下、承諾処理部としても機能する。すなわち、承諾処理部は、後述するように、乗車地及び降車地への予想到着時刻を含む承諾要求をユーザの端末装置20に送信し、該承諾要求に基づく配車計画提案画面が端末装置20に表示されるように制御し、これに応答して端末装置20から送信される承諾又は拒否の通知を受信する。 The front-end processing unit 110 performs various processes with the user's terminal device 20. As an example, the front-end processing unit 110 refers to the user information database 12b in response to a login request from a dispatch application on the user's terminal device 20 and performs login authentication processing. The front-end processing unit 110 also accepts a dispatch request from the dispatch application on the user's terminal device 20, transfers it to the dispatch request acquisition unit 130, and interacts with the terminal device 20 to receive the user's approval or refusal of the dispatch plan created by the dispatch plan creation unit 150 in response to this. In this disclosure, the front-end processing unit 110 also functions as an approval processing unit under the control of the dispatch plan creation unit 150. That is, the approval processing unit transmits an approval request including the expected arrival time at the boarding point and the disembarking point to the user's terminal device 20, controls so that a dispatch plan proposal screen based on the approval request is displayed on the terminal device 20, and receives a notification of approval or refusal transmitted from the terminal device 20 in response to this.
 需要情報取得部120は、所定のタイミングで、車両Vの需要量に関する需要情報を取得する。例えば、需要情報取得部120は、車両情報データベース12dを参照し、現時点においていずれの配車計画も割り当てられていない待機中の車両Vの台数(待機台数)に基づいて、現在の需要量を算出し、これを需要情報として出力する。 The demand information acquisition unit 120 acquires demand information regarding the demand for vehicles V at a predetermined timing. For example, the demand information acquisition unit 120 refers to the vehicle information database 12d, calculates the current demand based on the number of waiting vehicles V that are not currently assigned any dispatch plan (number of waiting vehicles), and outputs this as demand information.
 また、需要情報取得部120は、車両Vの現在の需要量に加えて、将来の需要量を算出するように構成されても良い。例えば、需要情報取得部120は、稼働実績データベース12aを参照し、過去の実績稼働情報等に基づいて、車両Vの将来の需要量を予測して、これを需要情報として出力する。例えば、将来の需要量は、基準時刻(例えば現在時刻)から10分後、20後、30分後、及び1時間後等といった特定の時刻又はその時間帯において需要が見込まれるであろう車両Vの台数であり得る。また、需要情報取得部120は、実績稼働情報に加えて、例えば、時間的・季節的要因やイベント開催といった環境的要因を考慮して、将来の需要量を予測しても良い。需要情報取得部120は、例えば実績稼働情報等を説明変数とし、予測需要量を目的変数として、所定の機械学習アルゴリズムに従って機械学習が施された需要予測モデルを含み得る。このように、需要情報取得部120が将来の需要量を予測することで、現在の需要のみならず将来の需要を考慮して最適な車両計画を作成することができ、車両Vの効率的な運用が可能になる。 The demand information acquisition unit 120 may be configured to calculate the future demand amount in addition to the current demand amount of the vehicle V. For example, the demand information acquisition unit 120 refers to the operation record database 12a, predicts the future demand amount of the vehicle V based on the past actual operation information, etc., and outputs it as demand information. For example, the future demand amount may be the number of vehicles V that are expected to be in demand at a specific time or time period, such as 10 minutes, 20 minutes, 30 minutes, and 1 hour after a reference time (for example, the current time). The demand information acquisition unit 120 may predict the future demand amount by taking into account, in addition to the actual operation information, for example, time/seasonal factors and environmental factors such as event holding. The demand information acquisition unit 120 may include a demand prediction model in which machine learning is performed according to a predetermined machine learning algorithm, with the actual operation information, etc., as explanatory variables and the predicted demand amount as an objective variable. In this way, the demand information acquisition unit 120 predicts the future demand amount, and an optimal vehicle plan can be created by taking into account not only the current demand but also the future demand, thereby enabling efficient operation of the vehicle V.
 配車要求取得部130は、フロントエンド処理部110を介して、ユーザからの配車要求を受け付け、取得する。配車要求取得部130が配車要求を受け付けた時刻は、後述するような各種の限界時間の計時開始時刻となる。配車要求取得部130は、取得した配車要求を乗降地決定部140及び配車計画作成部150の各々に引き渡す。 The dispatch request acquisition unit 130 accepts and acquires a dispatch request from a user via the front-end processing unit 110. The time when the dispatch request acquisition unit 130 accepts the dispatch request becomes the start time of counting various limit times as described below. The dispatch request acquisition unit 130 passes the acquired dispatch request to each of the boarding and alighting point determination unit 140 and the dispatch plan creation unit 150.
 乗降地決定部140は、引き渡された配車要求に基づいて、地図データベース12cを参照し、地図上に示される実際にユーザが乗降可能な予め定められた乗降地(例えば停留所)を決定する。すなわち、乗降地決定部140は、配車要求によって指定される乗車希望地及び降車希望地に対して、地図データベース12cを参照し、対象地域においてユーザが実際に乗降可能な地理的位置を示す乗車地及び降車地を決定する。また、配車要求に乗降希望地等が含まれない場合、乗降地決定部140は、ユーザの現在位置に基づいて、地図データベース12cを参照し、乗車地及び降車地を決定する。乗降地決定部140は、決定した乗降地を配車計画作成部150に引き渡す。 Based on the dispatch request delivered, the boarding and alighting location determination unit 140 refers to the map database 12c and determines predefined boarding and alighting locations (e.g., bus stops) shown on the map where the user can actually board and alight. That is, the boarding and alighting location determination unit 140 refers to the map database 12c for the desired boarding location and alighting location specified by the dispatch request, and determines boarding and alighting locations that indicate geographical locations in the target area where the user can actually board and alight. In addition, if the dispatch request does not include a desired boarding or alighting location, the boarding and alighting location determination unit 140 refers to the map database 12c based on the user's current location and determines the boarding and alighting locations. The boarding and alighting location determination unit 140 delivers the determined boarding and alighting locations to the dispatch plan creation unit 150.
 配車計画作成部150は、与えられた配車要求に基づいて、対象地域の車両Vの中から候補となる車両(候補車両v)を抽出し、候補車両vの中から選択される最適な一の車両Vに対する配車計画を作成して確定し、確定した配車計画に従った配車指示を該車両Vに行う。配車計画作成部150は、候補車両vの抽出のため、走行ルート計画部160にルートパターンの導出を依頼する。配車計画作成部150は、作成された配車計画をユーザに提案し、ユーザの承諾を受けてこれを確定する。提案される配車計画には、ユーザの乗車地への車両Vの予想到着時刻が含まれる。配車計画作成部150は、複数の配車計画の候補をユーザに提示し、その中からユーザに一の配車計画を選択させ、これを確定するようにしても良い。配車計画作成部150は、確定した配車計画を配車計画データベース12eに格納するとともに、車両Vに配車指示するように配車指示部172に通知する。 The vehicle dispatch plan creation unit 150 extracts candidate vehicles (candidate vehicles v) from among the vehicles V in the target area based on a given dispatch request, creates and confirms a dispatch plan for an optimal vehicle V selected from the candidate vehicles v, and issues dispatch instructions to the vehicle V according to the confirmed dispatch plan. In order to extract the candidate vehicle v, the vehicle dispatch plan creation unit 150 requests the driving route planning unit 160 to derive a route pattern. The vehicle dispatch plan creation unit 150 proposes the created vehicle dispatch plan to the user and confirms it upon receipt of the user's consent. The proposed vehicle dispatch plan includes the expected arrival time of vehicle V at the user's boarding location. The vehicle dispatch plan creation unit 150 may present multiple vehicle dispatch plan candidates to the user, have the user select one vehicle dispatch plan from among them, and confirm it. The vehicle dispatch plan creation unit 150 stores the confirmed vehicle dispatch plan in the vehicle dispatch plan database 12e and notifies the vehicle dispatch instruction unit 172 to issue a dispatch instruction to the vehicle V.
 より具体的には、配車計画作成部150は、取得された配車要求に従って、まず、走行ルート計画部160にルートパターンの導出を依頼する。ルートパターンは、決定済みの乗降地(経由地)を通る経路に対して新たな配車要求により乗降地を追加した場合における全ての乗降地を通るルートを示す。走行ルート計画部160は、配車計画作成部150によるルートパターンの導出依頼に応答して、地図データベース12c及び車両情報データベース12dを参照して、配車要求に適合し得る1又はそれ以上の車両Vを候補車両vとして抽出し、抽出された候補車両vの各々について、乗降地に従ったルートパターンを導出する。また、走行ルート計画部160は、導出したルートパターンに、渋滞エリアや交通規制による迂回ルート、時間的・季節的要因やイベント開催といった環境情報を関連付け得る。走行ルート計画部160は、導出したルートパターンを配車計画作成部150に引き渡す。 More specifically, the vehicle dispatch plan creation unit 150 first requests the travel route planning unit 160 to derive a route pattern according to the acquired vehicle dispatch request. The route pattern indicates a route that passes through all the boarding and alighting points (waypoints) when a boarding and alighting point is added by a new vehicle dispatch request to a route that passes through the determined boarding and alighting points. In response to the request for derivation of a route pattern from the vehicle dispatch plan creation unit 150, the travel route planning unit 160 refers to the map database 12c and the vehicle information database 12d, extracts one or more vehicles V that can match the vehicle dispatch request as candidate vehicles v, and derives a route pattern according to the boarding and alighting points for each of the extracted candidate vehicles v. In addition, the travel route planning unit 160 can associate the derived route pattern with environmental information such as congested areas, detour routes due to traffic regulations, time/seasonal factors, and event holding. The travel route planning unit 160 passes the derived route pattern to the vehicle dispatch plan creation unit 150.
 例えば、図3に示すように、配車要求が指定する乗車地Req_PU及び降車地Req_DOとの地理的関係から、候補車両v(1)~v(3)が抽出されたとする。候補車両v(1)は、地点P(0)~P(1)~P(2)を通るルートが既に設定された車両である。また、候補車両v(2)は、待機場所Sで待機している車両である。また、候補車両v(3)は、地点P(0)~P(1)を通るルートが既に設定された車両である。今、候補車両v(1)についてみると、地点P(0)~P(2)に乗車地Req_PU及び降車地Req_DOが追加されるパターン(ルートパターン)は、全部で6パターンとなる。同様に、候補車両v(2)及びV(3)のルートパターンは、各々、1パターン及び3パターンとなる。
 図2に戻り、配車計画作成部150は、取得された配車要求に応答して配車計画が確定されるまでの予測時間を算出する予測時間算出部152を含む。予測時間算出部152は、一例として、配車サービスを利用する全てのユーザによる配車要求を行ってから提案(承諾要求)された配車計画に対して承諾し、配車計画が確定するまでの所要時間を集計した過去の実績所要時間の平均値に基づいて予測時間を算出する。
For example, as shown in FIG. 3, candidate vehicles v(1) to v(3) are extracted based on the geographical relationship between the boarding location Req_PU and the disembarking location Req_DO specified by the dispatch request. Candidate vehicle v(1) is a vehicle for which a route passing through points P(0) to P(1) to P(2) has already been set. Candidate vehicle v(2) is a vehicle waiting at a waiting location S. Candidate vehicle v(3) is a vehicle for which a route passing through points P(0) to P(1) has already been set. Now, looking at candidate vehicle v(1), there are a total of six patterns (route patterns) in which the boarding location Req_PU and the disembarking location Req_DO are added to points P(0) to P(2). Similarly, the route patterns of candidate vehicles v(2) and v(3) are one pattern and three patterns, respectively.
2, the vehicle dispatch plan creation unit 150 includes a predicted time calculation unit 152 that calculates a predicted time until a vehicle dispatch plan is finalized in response to an acquired vehicle dispatch request. As an example, the predicted time calculation unit 152 calculates a predicted time based on an average value of past actual required times calculated by tallying up the times required from when all users who use the vehicle dispatch service make a vehicle dispatch request, to when they accept the proposed vehicle dispatch plan (acceptance request) and when the vehicle dispatch plan is finalized.
 代替的に又は追加的に、予測時間算出部152は、ユーザの特性情報に基づいて予測時間を算出しても良い。ユーザの特性情報は、例えば、ユーザの年齢や過去に配車サービスを利用した回数等を含む。また、ユーザの特性情報は、ユーザが過去に配車要求を行ってから提案された配車計画に対して承諾するまでの所要時間の平均値に基づく情報を含み得る。更に、予測時間算出部152は、例えば、高齢者でないユーザ、配車サービスを利用した回数が多いユーザ、及び/又は配車要求から承諾までの所要時間が短い傾向にあるユーザについて、過去の実績所要時間の平均値よりも短くなるように、予測時間を算出し得る。これにより、配車予約に慣れているユーザや、普段から端末装置20の操作に時間の掛からないユーザに対しては、より実情に即した予測時間が算出されることになる。予測時間算出部152は、例えばユーザの特性情報等を説明変数とし、所要時間の平均値を目的変数として、所定の機械学習アルゴリズムに従って機械学習が施された需要予測モデルとして構成され得る。 Alternatively or additionally, the predicted time calculation unit 152 may calculate the predicted time based on the user's characteristic information. The user's characteristic information may include, for example, the user's age and the number of times the vehicle dispatch service has been used in the past. The user's characteristic information may also include information based on the average time required from when the user has made a vehicle dispatch request in the past until the user accepts the proposed vehicle dispatch plan. Furthermore, the predicted time calculation unit 152 may calculate the predicted time to be shorter than the average of the actual required time in the past for, for example, a user who is not elderly, a user who has used the vehicle dispatch service many times, and/or a user who tends to take a short time from the vehicle dispatch request to acceptance. As a result, for a user who is accustomed to making vehicle dispatch reservations or a user who does not usually spend much time operating the terminal device 20, a predicted time that is more in line with the actual situation is calculated. The predicted time calculation unit 152 may be configured as a demand forecast model in which machine learning has been performed according to a predetermined machine learning algorithm, with the user's characteristic information and the like as explanatory variables and the average required time as a target variable.
 配車計画作成部150は、走行ルート計画部160により導出された候補車両vの各ルートパターンに基づいて配車計画の作成を試みる。配車計画は、ルートパターンに対して、起点となる待機場所及び終点となる待機場所を加えた運行ルートを含む。この場合、配車計画作成部150は、予測時間算出部152によって算出された予測時間と、後述する車両情報取得部171から取得される各車両Vの車両情報に含まれる位置情報とに基づいて、配車計画が確定すると予想される時刻での候補車両vの予測位置を特定し、特定された予測位置に基づいて運行ルートを作成する。更に、配車計画作成部150は、運行ルートにおける配車要求を行ったユーザの乗車地及び降車地への予想到着時刻を算出する。配車計画作成部150は、算出された予想到着時刻を配車計画に関連付ける。 The vehicle dispatch plan creation unit 150 attempts to create a vehicle dispatch plan based on each route pattern of the candidate vehicle v derived by the travel route planning unit 160. The vehicle dispatch plan includes a driving route that includes a waiting location as a starting point and a waiting location as an end point in addition to the route pattern. In this case, the vehicle dispatch plan creation unit 150 identifies the predicted position of the candidate vehicle v at the time when the vehicle dispatch plan is expected to be finalized based on the predicted time calculated by the predicted time calculation unit 152 and the position information included in the vehicle information of each vehicle V acquired from the vehicle information acquisition unit 171 described later, and creates a driving route based on the identified predicted position. Furthermore, the vehicle dispatch plan creation unit 150 calculates the predicted arrival time at the boarding point and disembarking point of the user who made the vehicle dispatch request on the driving route. The vehicle dispatch plan creation unit 150 associates the calculated predicted arrival time with the vehicle dispatch plan.
 続いて、配車計画作成部150は、配車要求を行ったユーザの乗車地への予想到着時刻順に配車計画を並べ替え、その中から最も予想到着時刻が早い配車計画を抽出する。更に、配車計画作成部150は、所定の除外条件に該当する配車計画を削除又は除外して配車計画を絞り込む。所定の除外条件として、例えば、配車計画作成部150は、航続可能距離が所定のしきい値に満たない候補車両vを除外する。また、配車計画作成部150は、車両情報取得部171から取得される位置情報に基づいて、例えば人通りの多い駅前や交差点が密集する渋滞発生エリアにいる車両Vを候補車両vから除外し得る。また、配車計画作成部150は、車両情報取得部171から取得される位置情報に基づいて、右左折の規制や進行方向の規制といった交通規制や工事規制による迂回ルートを運行ルートに含む車両Vを候補車両vから除外し得る。また、配車計画作成部150は、車両情報取得部171から取得される位置情報に基づいて、所定の環境的要因に依存するエリアにいる車両Vを候補車両vから除外し得る。所定の環境的要因とは、例えばイベントの開催であり、イベントが開催される施設の周辺では車両Vの需要が一時的に増加することが予想されるため、そのようなエリアにいる車両Vは候補車両vから除外される。更に、例えば、配車管理装置10は、新規の配車要求を行ったユーザの乗車までの時間が所定の遅延限界時間を超える場合、該配車計画を除外する。このように、車両遅延所定のエリアにいる車両Vを候補車両vから除外することで、オンデマンド方式による配車サービスによる想定以上の遅延配車を抑制することができる。 Next, the vehicle dispatch plan creation unit 150 sorts the vehicle dispatch plans in order of the expected arrival time at the boarding location of the user who made the dispatch request, and extracts the vehicle dispatch plan with the earliest expected arrival time from among them. Furthermore, the vehicle dispatch plan creation unit 150 narrows down the vehicle dispatch plans by deleting or excluding vehicle dispatch plans that meet a predetermined exclusion condition. As a predetermined exclusion condition, for example, the vehicle dispatch plan creation unit 150 excludes candidate vehicles v whose cruising distance does not meet a predetermined threshold value. Furthermore, based on the location information acquired from the vehicle information acquisition unit 171, the vehicle dispatch plan creation unit 150 may exclude vehicles V that are in, for example, a busy station area or a congestion-prone area with many intersections from the candidate vehicles v. Furthermore, based on the location information acquired from the vehicle information acquisition unit 171, the vehicle dispatch plan creation unit 150 may exclude vehicles V whose operating route includes a detour route due to traffic regulations such as restrictions on right and left turns and travel direction or construction regulations from the candidate vehicles v. Furthermore, the vehicle dispatch plan creation unit 150 may exclude vehicles V in areas that depend on a predetermined environmental factor from the candidate vehicles v based on the location information acquired from the vehicle information acquisition unit 171. The predetermined environmental factor is, for example, the holding of an event, and since it is expected that the demand for vehicles V will temporarily increase around the facility where the event is held, vehicles V in such areas are excluded from the candidate vehicles v. Furthermore, for example, if the time until a user who has made a new dispatch request boards exceeds a predetermined delay limit time, the dispatch management device 10 excludes the dispatch plan. In this way, by excluding vehicles V in a predetermined vehicle delay area from the candidate vehicles v, it is possible to suppress unexpectedly delayed dispatches in on-demand dispatch services.
 配車計画作成部150は、ユーザに提案され配車計画が承諾されると、確定までにかかった所要時間を実績所要時間として、ユーザ情報データベース12bに格納する。 When a vehicle dispatch plan proposed by a user is accepted, the vehicle dispatch plan creation unit 150 stores the time required until confirmation as the actual required time in the user information database 12b.
 車両通信インターフェース部170は、通信ネットワークNを介して、車両Vとの間で各種の情報をやり取りする。例えば、車両通信インターフェース部170は、車両Vの位置情報を含む車両情報を取得する車両情報取得部171と、配車計画に従って車両Vに移動を指示する配車指示部172とを備える。 The vehicle communication interface unit 170 exchanges various information with the vehicle V via the communication network N. For example, the vehicle communication interface unit 170 includes a vehicle information acquisition unit 171 that acquires vehicle information including the position information of the vehicle V, and a vehicle dispatch instruction unit 172 that instructs the vehicle V to move according to a vehicle dispatch plan.
 車両情報取得部171は、制御装置300の通信部310との間で通信を行い、位置情報取得部320によって取得された位置情報等を取得する。また、配車指示部172は、配車計画作成部150の指示に従い、配車計画データベース12fを参照し、対応する配車計画を特定し、特定された配車計画に従って車両Vに運行指示を送信する。運行指示を受信した車両Vの制御装置300は、ナビゲーション機能により、例えばユーザインターフェース(図中「UI」と表示)330上に、配車計画に従った走行ルートを表示する。 The vehicle information acquisition unit 171 communicates with the communication unit 310 of the control device 300 and acquires the location information acquired by the location information acquisition unit 320. The dispatch instruction unit 172 also refers to the dispatch plan database 12f in accordance with the instructions of the dispatch plan creation unit 150, identifies a corresponding dispatch plan, and transmits driving instructions to the vehicle V in accordance with the identified dispatch plan. The control device 300 of the vehicle V that has received the driving instructions uses a navigation function to display a driving route in accordance with the dispatch plan, for example, on the user interface (shown as "UI" in the figure) 330.
 図4は、本発明の一実施形態に係る配車管理システムにおける配車サービスの概要を説明するためのシーケンスチャートである。 FIG. 4 is a sequence chart for explaining an overview of the vehicle dispatch service in a vehicle dispatch management system according to one embodiment of the present invention.
 同図に示すように、配車サービスを利用しようとするユーザは、端末装置20に実装された配車アプリを実行して、ユーザインターフェース上に表示された配車要求画面に対して配車要求のための必要な情報を入力し、これにより、端末装置20は、配車要求を配車管理装置10に送信する(S401)。例えば、乗車(配車予約)を希望するユーザは、配車アプリを操作して、乗車地及び降車地並びに乗車人数等を入力する。乗車地及び降車地は、例えば、配車アプリにより表示された地理的マップから選択され得る。また、乗車地は、ユーザのスマートフォンに搭載されたGPS機能により取得される現在位置であっても良い。 As shown in the figure, a user who wishes to use a ride-hailing service executes a ride-hailing app implemented in the terminal device 20 and inputs the necessary information for a ride-hailing request to a ride-hailing request screen displayed on the user interface, causing the terminal device 20 to transmit a ride-hailing request to the ride-hailing management device 10 (S401). For example, a user who wishes to board a ride (reserve a ride) operates the ride-hailing app to input the boarding and disembarking locations, the number of passengers, etc. The boarding and disembarking locations can be selected, for example, from a geographical map displayed by the ride-hailing app. The boarding location may also be the current location obtained by the GPS function installed in the user's smartphone.
 配車管理装置10は、端末装置20から配車要求を受信すると(S402)、対象地域における車両Vに位置情報を含む車両情報の取得を要求する(S403)。これに応答して、各車両Vは、GPSシステムから取得される自身の位置情報を含む車両情報を配車管理装置10に送信する(S404)。なお、車両Vによる位置情報の取得及び送信は、定期的に又は配車管理装置10からの送信要求に応じて行われても良い。配車管理装置10は、車両Vから送信される位置情報を含む車両情報を取得する(S402)。 When the vehicle dispatch management device 10 receives a dispatch request from the terminal device 20 (S402), it requests vehicles V in the target area to obtain vehicle information including location information (S403). In response to this, each vehicle V transmits vehicle information including its own location information obtained from the GPS system to the vehicle dispatch management device 10 (S404). Note that the acquisition and transmission of location information by vehicles V may be performed periodically or in response to a transmission request from the vehicle dispatch management device 10. The vehicle dispatch management device 10 acquires the vehicle information including location information transmitted from vehicles V (S402).
 次に、配車管理装置10は、ユーザの配車要求に基づいて抽出される候補車両vの配車計画を作成し、これをユーザに提案する(S405)。すなわち、配車管理装置10は、配車要求に基づいて、ルートパターンを導出し、導出されたルートパターンに基づいて抽出される候補車両vの配車計画を作成する。この場合、配車管理装置10は、ユーザが配車要求を行ってから提案された配車計画に対して承諾するまでの時間を予測し、予測された時間と各車両Vの位置情報とに基づいて、運行ルートにおけるユーザの乗車地及び降車地への予想到着時刻を算出する。配車管理装置10は、更に、算出された予想到着時刻及び所定の除外条件に従って、ユーザに提案する最適な配車計画を選択する。配車管理装置10は、選択された配車計画をユーザに提案するために、配車計画の内容を含む承諾要求を端末装置20に送信する。 Next, the vehicle dispatch management device 10 creates a dispatch plan for the candidate vehicle v extracted based on the user's dispatch request, and proposes this to the user (S405). That is, the vehicle dispatch management device 10 derives a route pattern based on the dispatch request, and creates a dispatch plan for the candidate vehicle v extracted based on the derived route pattern. In this case, the vehicle dispatch management device 10 predicts the time from when the user makes a dispatch request to when the user accepts the proposed dispatch plan, and calculates the expected arrival time at the user's boarding and disembarking points on the operating route based on the predicted time and the position information of each vehicle V. The vehicle dispatch management device 10 further selects an optimal dispatch plan to be proposed to the user according to the calculated expected arrival time and a specified exclusion condition. The vehicle dispatch management device 10 transmits an acceptance request including the contents of the dispatch plan to the terminal device 20 in order to propose the selected dispatch plan to the user.
 端末装置20は、配車計画の承諾要求を受信すると、これをユーザインターフェース上に配車計画提案画面として表示して、提案された配車計画に対する承諾又は拒否(諾否)をユーザに促す(S406)。配車計画提案画面は、上述した予想到着時刻を含み、これにより、ユーザは、予想到着時刻等を参考に、提案された配車計画に対して諾否を入力することができる。ユーザが配車計画提案画面に対して諾否を入力すると、これを受けて、端末装置20は、諾否通知を配車管理装置10に送信し(S407)、配車管理装置10は、端末装置20から送信される諾否通知を受信する(S408)。例えば、諾否通知が配車計画の承諾を示すものである場合、配車管理装置10は、配車計画に従った車両Vの配車計画を確定し、配車予約の確定通知を端末装置20に送信するともに、車両Vに対して該配車計画に従った配車指示を送信する(S409)。 When the terminal device 20 receives the request for approval of the dispatch plan, it displays it as a dispatch plan proposal screen on the user interface and prompts the user to accept or reject (accept or reject) the proposed dispatch plan (S406). The dispatch plan proposal screen includes the above-mentioned expected arrival time, which allows the user to input acceptance or rejection of the proposed dispatch plan with reference to the expected arrival time, etc. When the user inputs acceptance or rejection on the dispatch plan proposal screen, the terminal device 20 responds by sending an acceptance or rejection notice to the dispatch management device 10 (S407), and the dispatch management device 10 receives the acceptance or rejection notice sent from the terminal device 20 (S408). For example, if the acceptance or rejection notice indicates acceptance of the dispatch plan, the dispatch management device 10 confirms the dispatch plan of the vehicle V according to the dispatch plan, sends a confirmation notice of the dispatch reservation to the terminal device 20, and sends a dispatch instruction to the vehicle V according to the dispatch plan (S409).
 端末装置20は、配車予約の確定通知を受信すると、これをユーザインターフェース上に表示してユーザに配車の予約が確定したことを知らせる(S410)。一方、車両Vは、配車指示を受信すると、ドライバをナビゲートするために、例えばナビゲーション画面に配車指示が示す配車計画に従った運行ルートを表示する(S411)。これにより、ドライバは、ユーザの配車要求に応じたオンデマンド方式の車両Vの運行が可能になる。 When the terminal device 20 receives the notification that the vehicle dispatch reservation has been confirmed, it displays this on the user interface to inform the user that the vehicle dispatch reservation has been confirmed (S410). On the other hand, when the vehicle V receives the dispatch instruction, it displays, for example, on a navigation screen, a driving route according to the dispatch plan indicated in the dispatch instruction in order to navigate the driver (S411). This enables the driver to operate the vehicle V on an on-demand basis in response to the user's dispatch request.
 図5A及び5Bは、本発明の一実施形態に係る配車管理装置による配車管理処理の一例を説明するためのフローチャートである。かかる処理は、配車管理装置10が、プロセッサの制御の下、配車管理サーバプログラムを実行することにより、各種のハードウェア資源との協働がなされ、実現される。 FIGS. 5A and 5B are flowcharts for explaining an example of vehicle dispatch management processing by a vehicle dispatch management device according to one embodiment of the present invention. Such processing is realized by the vehicle dispatch management device 10 executing a vehicle dispatch management server program under the control of a processor, in cooperation with various hardware resources.
 同図Aに示すように、配車管理装置10は、ユーザからの新規の配車要求があるまで待機している(S501)。一方で、例えば、乗車を希望するユーザは、端末装置20のユーザインターフェース上で配車アプリを操作して、配車要求を入力する。配車管理装置10は、ユーザからの配車要求があると(S501のYes)、各車両Vに車両情報の送信を要求し、各車両Vから送信される位置情報を含む車両情報を取得する(S502)。 As shown in FIG. A, the vehicle dispatch management device 10 waits until a new vehicle dispatch request is received from a user (S501). Meanwhile, for example, a user wishing to ride operates a vehicle dispatch app on the user interface of the terminal device 20 to input a vehicle dispatch request. When a vehicle dispatch request is received from the user (Yes in S501), the vehicle dispatch management device 10 requests each vehicle V to transmit vehicle information, and acquires the vehicle information including location information transmitted from each vehicle V (S502).
 続いて、配車管理装置10は、該配車要求が指定する乗車地及び降車地に基づいて、地図データベース12cを参照し、ユーザが実際に乗降するための乗車地及び降車地(乗降地)を決定する(S503)。 Next, the dispatch management device 10 refers to the map database 12c based on the boarding and disembarking locations specified in the dispatch request, and determines the boarding and disembarking locations (boarding and disembarking locations) where the user will actually board and disembark (S503).
 次に、配車管理装置10は、決定された乗車地又は降車地に従って1又はそれ以上の候補車両vを抽出する(S504)。例えば、配車管理装置10は、乗車地の近傍で運行中の車両Vを候補車両vとして抽出する。運行中の車両Vとは、待機場所においてサービス提供可能な状態で待機している又は実際に乗客を運送中の車両である。これにより、例えば、乗車地又は降車地から遠く離れた位置にいる車両Vを候補車両vから除外することができ、導出すべきルートパターンの数を減らすことができる。 Next, the vehicle dispatch management device 10 extracts one or more candidate vehicles v according to the determined boarding or disembarking locations (S504). For example, the vehicle dispatch management device 10 extracts a vehicle V in operation near the boarding location as a candidate vehicle v. A vehicle V in operation is a vehicle that is waiting at a waiting location in a state where it can provide service, or is actually transporting passengers. This makes it possible to exclude vehicles V that are located far away from the boarding or disembarking locations from the candidate vehicles v, for example, and to reduce the number of route patterns to be derived.
 次に、配車管理装置10は、抽出された各候補車両vについて、地図データベース12cを参照して、ルートパターンを導出する(S505)。上述したように、ルートパターンは、決定済みの乗降地(経由地)を通る経路に対して新たな乗降地を追加した場合にこれら全ての乗降地を通るルートを示す。続いて、配車管理装置10は、導出されたルートパターンに基づいて配車計画を作成する(S506)。配車計画は、ルートパターンに対して起点となる待機場所及び終点となる待機場所並びに配車計画の確定までの予測時間に応じた候補車両vの予測位置を加えた運行ルートを含む。待機場所で待機している車両Vの配車計画は、新たに作成される。また、既に設定された配車計画に従って運行中の車両Vの配車計画は、導出されたルートパターンに基づいて配車計画が新たに作成又は更新される。更に、配車計画作成部150は、運行ルートにおける配車要求を行ったユーザの乗車地及び降車地への予想到着時刻を算出する。配車計画の作成処理の詳細は、後述される。 Next, the vehicle dispatch management device 10 derives a route pattern for each of the extracted candidate vehicles v by referring to the map database 12c (S505). As described above, the route pattern indicates a route that passes through all of the determined boarding and alighting points (waypoints) when new boarding and alighting points are added to the route that passes through these boarding and alighting points. Next, the vehicle dispatch management device 10 creates a vehicle dispatch plan based on the derived route pattern (S506). The vehicle dispatch plan includes a driving route that includes a waiting place as a starting point and a waiting place as an end point, as well as a predicted position of the candidate vehicle v according to the predicted time until the vehicle dispatch plan is finalized, in addition to the route pattern. A new vehicle dispatch plan is created for the vehicle V waiting at the waiting place. In addition, a new vehicle dispatch plan is created or updated for the vehicle V that is operating according to the already set vehicle dispatch plan, based on the derived route pattern. Furthermore, the vehicle dispatch plan creation unit 150 calculates the predicted arrival time at the boarding and alighting points of the user who made the vehicle dispatch request on the driving route. Details of the vehicle dispatch plan creation process will be described later.
 次に、配車管理装置10は、作成された配車計画のうち、所定の除外条件に該当するたさない配車計画を除外して配車計画を絞り込む(S507)。例えば、配車管理装置10は、航続可能距離が所定のしきい値に満たない候補車両の配車計画を除外する。また、配車計画作成部150は、車両情報取得部171から取得される位置情報に基づいて、例えば人通りの多い駅前や交差点が密集する渋滞発生エリアにいる車両Vや右左折の規制や進行方向の規制といった交通規制や工事規制による迂回ルートを運行ルートに含む車両Vを候補車両vから除外する。 Next, the vehicle dispatch management device 10 narrows down the vehicle dispatch plans by excluding those that do not meet a predetermined exclusion condition from the created vehicle dispatch plans (S507). For example, the vehicle dispatch management device 10 excludes vehicle dispatch plans of candidate vehicles whose cruising distance does not meet a predetermined threshold value. In addition, based on the location information acquired from the vehicle information acquisition unit 171, the vehicle dispatch plan creation unit 150 excludes from the candidate vehicles v, for example, vehicles V that are in a congested area such as in front of a busy station or a densely packed intersection, or vehicles V whose travel route includes a detour route due to traffic regulations such as restrictions on right and left turns or restrictions on the direction of travel, or construction restrictions.
 次に、配車管理装置10は、絞り込まれた配車計画について、所定の評価関数に従って評価値を算出し、算出された評価値が最大となる一の配車計画を選定する(S508)。所定の評価関数は、例えば、乗車時刻から降車時刻までの乗車時間が短いほど評価値が高くなるように定義された関数である。 Next, the vehicle dispatch management device 10 calculates an evaluation value for the narrowed down vehicle dispatch plans according to a predetermined evaluation function, and selects one vehicle dispatch plan with the highest calculated evaluation value (S508). The predetermined evaluation function is, for example, a function defined such that the shorter the ride time from the boarding time to the disembarking time, the higher the evaluation value.
 続いて、配車管理装置10は、選定された該配車計画の内容をユーザに提案する(図5BのS509)。すなわち、配車管理装置10は、作成した現在の配車計画の内容を端末装置20に送信し、これに応答して、端末装置20は、ユーザインターフェース上にその内容を表示して、ユーザに配車計画の諾否を促す。 Then, the vehicle dispatch management device 10 proposes the contents of the selected vehicle dispatch plan to the user (S509 in FIG. 5B). That is, the vehicle dispatch management device 10 transmits the contents of the created current vehicle dispatch plan to the terminal device 20, and in response, the terminal device 20 displays the contents on the user interface and prompts the user to accept or reject the vehicle dispatch plan.
 配車管理装置10は、配車計画の提案に対してユーザから承諾を受け付けたか否かを判断する(S510)。配車管理装置10は、配車計画の提案に対してユーザから承諾を受け付けた場合(S510のYes)、配車管理装置10は、現在の配車計画を確定する(S511)。配車管理装置10は、確定した配車計画を配車計画データベース12eに格納する。続いて、配車管理装置10は、配車予約の確定通知を端末装置20に送信するとともに、配車計画に基づく配車指示を車両Vに送信する(S512)。 The vehicle dispatch management device 10 determines whether or not the proposed vehicle dispatch plan has been accepted by the user (S510). If the vehicle dispatch management device 10 accepts the proposed vehicle dispatch plan from the user (Yes in S510), the vehicle dispatch management device 10 confirms the current vehicle dispatch plan (S511). The vehicle dispatch management device 10 stores the confirmed vehicle dispatch plan in the vehicle dispatch plan database 12e. Next, the vehicle dispatch management device 10 transmits a notification of confirmation of the vehicle dispatch reservation to the terminal device 20, and transmits a dispatch instruction based on the vehicle dispatch plan to the vehicle V (S512).
 これに対して、配車管理装置10は、配車計画の提案に対してユーザから不承諾(拒否)を受け付けた場合(S510のNo)、該ユーザの配車要求に基づく現在の配車計画をキャンセルする(S513)。この場合、配車管理装置10は、配車計画の再作成のために使用された一時的に保留されていた配車計画を元の保留中の配車計画に戻す。ユーザは、別の配車サービスを希望する場合には、新たな配車要求を行うことになる。 In contrast, if the vehicle dispatch management device 10 receives a non-acceptance (rejection) from the user of the proposed vehicle dispatch plan (No in S510), it cancels the current vehicle dispatch plan based on the user's vehicle dispatch request (S513). In this case, the vehicle dispatch management device 10 returns the temporarily held vehicle dispatch plan that was used to recreate the vehicle dispatch plan to the original held vehicle dispatch plan. If the user desires a different vehicle dispatch service, they will make a new vehicle dispatch request.
 図6は、本発明の一実施形態に係る配車管理装置による配車管理処理の一例を説明するためのフローチャートである。より具体的には、同図は、図5Aに示す配車計画の絞り込み処理(S506)の詳細を示すフローチャートである。 FIG. 6 is a flowchart for explaining an example of a vehicle dispatch management process performed by a vehicle dispatch management device according to one embodiment of the present invention. More specifically, this figure is a flowchart showing the details of the vehicle dispatch plan narrowing process (S506) shown in FIG. 5A.
 同図に示すように、配車管理装置10は、配車要求を受け付けた時点から配車計画が確定するまでの予測時間を算出する(S601)。上述したように、配車管理装置10は、例えば、配車要求を受け付けてから配車計画が確定するまでの所要時間を集計した過去の実績所要時間の平均値に基づいて予測時間を算出する。或いは、配車管理装置10は、ユーザの特性情報に基づいて予測時間を算出しても良い。 As shown in the figure, the vehicle dispatch management device 10 calculates the predicted time from the time when a vehicle dispatch request is accepted to the time when a vehicle dispatch plan is finalized (S601). As described above, the vehicle dispatch management device 10 calculates the predicted time based on, for example, the average value of past actual required times, which are calculated by aggregating the time required from the time when a vehicle dispatch request is accepted to the time when a vehicle dispatch plan is finalized. Alternatively, the vehicle dispatch management device 10 may calculate the predicted time based on user characteristic information.
 次に、配車管理装置10は、算出された予測時間と各候補車両vの位置情報とに基づいて、配車計画が確定すると予想される時点での候補車両vの予測位置を特定する(S602)。続いて、配車管理装置10は、特定された予測位置を経由する運行ルートを作成する(S603)。 Next, the vehicle dispatch management device 10 identifies the predicted positions of the candidate vehicles v at the time when the vehicle dispatch plan is expected to be finalized based on the calculated predicted time and the position information of each candidate vehicle v (S602). Next, the vehicle dispatch management device 10 creates a driving route that passes through the identified predicted positions (S603).
 次に、配車管理装置10は、作成された運行ルートに従って、配車要求を行ったユーザの乗車地及び降車地への予想到着時刻を算出し(S604)、続いて、算出された予想到着時刻を関連付けた配車計画を作成する(S605)。 Next, the vehicle dispatch management device 10 calculates the expected arrival times at the boarding and disembarking locations of the user who made the vehicle dispatch request according to the created operating route (S604), and then creates a vehicle dispatch plan that associates the calculated expected arrival times (S605).
 このように、配車管理装置10は、ユーザの配車要求に応じて配車計画が確定されるまでの時間を予測し、該予測時間に応じた該車両の予測位置を用いて該配車計画を作成するので、予測位置からの車両Vの運行ルートに基づいて乗車地への予想到着時刻を精度良く求めることができる。
 例えば、図5に示すように、配車計画の運行ルートに従って車両Vが街中を走行していている状況で、ユーザが乗車地P_PUの地点で端末装置20の配車アプリから配車要求を送信したとする。また、配車管理装置10が配車要求を受け付けた時点での車両Vの位置は、地点P_Reqであるとする。
In this way, the vehicle dispatch management device 10 predicts the time until a vehicle dispatch plan is finalized in response to a user's vehicle dispatch request, and creates the vehicle dispatch plan using the predicted position of the vehicle according to the predicted time, so that the expected arrival time at the boarding location can be accurately determined based on the vehicle V's operating route from the predicted position.
For example, as shown in Fig. 5, assume that a vehicle V is traveling in a city according to a route in a vehicle dispatch plan, and a user transmits a vehicle dispatch request from a vehicle dispatch application of the terminal device 20 at a boarding point P_PU. Also assume that the position of the vehicle V at the time when the vehicle dispatch management device 10 accepts the vehicle dispatch request is a point P_Req.
 仮に、車両Vの配車計画が確定するまでの予想時間に応じた車両Vの予想位置を考慮しなかった場合、車両Vの運行ルートは、地点P_Reqから乗車地P_PUまでの最短ルート(図中、破線で示されている。)となる。しかしながら、ユーザが配車計画の提案に応答して承諾した時点では、車両Vは、既に手前の交差点を通過しており、最短ルートを取れなくなっている。したがって、このような運行ルートに従って乗車地P_PUでの予想到着時刻が算出された場合、車両Vが実際に到着する時刻と予想到着時刻との乖離が大きくなるおそれがある。 If the predicted position of vehicle V according to the predicted time until the dispatch plan for vehicle V is finalized is not taken into consideration, the operating route of vehicle V will be the shortest route from point P_Req to boarding point P_PU (shown by the dashed line in the figure). However, by the time the user responds to and accepts the proposed dispatch plan, vehicle V has already passed the previous intersection and is no longer able to take the shortest route. Therefore, if the predicted arrival time at boarding point P_PU is calculated according to such an operating route, there is a risk that there will be a large discrepancy between the actual arrival time of vehicle V and the predicted arrival time.
 一方、本開示の配車管理装置10は、配車要求に基づく候補車両vについて、配車計画が確定するまでの予想時間を算出し、算出された予想時間後での車両Vの位置を予想する。このときの車両Vの位置は、地点P_Estであるとする。つまり、車両Vは、予想時間に基づいて、交差点を越えて距離dだけ進んでいる。配車管理装置10は、地点P_Reqから地点P_Estを経由し、乗車地P_PUまでの運行ルート(図中、実線で示されている。)での乗車地P_PUでの予想到着時刻を算出する。これにより、配車管理装置10は、より精確な予想到着時刻をユーザに提示することができるようになる。 On the other hand, the vehicle dispatch management device 10 disclosed herein calculates the predicted time until a vehicle dispatch plan is finalized for a candidate vehicle v based on a dispatch request, and predicts the position of vehicle V after the calculated predicted time. The position of vehicle V at this time is assumed to be point P_Est. In other words, vehicle V has traveled a distance d past the intersection based on the predicted time. The vehicle dispatch management device 10 calculates the predicted arrival time at boarding point P_PU for the operating route (shown by a solid line in the figure) from point P_Req via point P_Est to boarding point P_PU. This enables the vehicle dispatch management device 10 to present a more accurate predicted arrival time to the user.
 以上のように、本実施形態によれば、オンデマンド方式による配車サービスにおいて、新規の配車要求に応じて配車計画が確定されるまでの時間を予測し、該予測時間に応じた該車両の予測位置を用いて該配車計画を作成するので、予測位置からの車両Vの運行ルートに基づいて乗車地への予想到着時刻を精度良く求めることができる。したがって、ユーザには、より精確な予想到着時刻を提示することができ、これに基づいて、提案された配車計画の諾否を行うことができるようになる。 As described above, according to this embodiment, in an on-demand vehicle dispatch service, the time until a vehicle dispatch plan is finalized in response to a new vehicle dispatch request is predicted, and the vehicle dispatch plan is created using the predicted position of the vehicle according to the predicted time, so that the expected arrival time at the boarding location can be accurately determined based on the operating route of vehicle V from the predicted position. Therefore, a more accurate expected arrival time can be presented to the user, and the user can accept or reject the proposed vehicle dispatch plan based on this.
 上記各実施形態は、本発明を説明するための例示であり、本発明をこれらの実施形態にのみ限定する趣旨ではない。本発明は、その要旨を逸脱しない限り、さまざまな形態で実施することができる。 The above embodiments are merely examples for explaining the present invention, and are not intended to limit the present invention to these embodiments. The present invention can be implemented in various forms without departing from the gist of the invention.
 例えば、本明細書に開示される方法においては、その結果に矛盾が生じない限り、ステップ、動作又は機能を並行して又は異なる順に実施しても良い。説明されたステップ、動作及び機能は、単なる例として提供されており、ステップ、動作及び機能のうちのいくつかは、発明の要旨を逸脱しない範囲で、省略でき、また、互いに結合させることで一つのものとしてもよく、また、他のステップ、動作又は機能を追加してもよい。 For example, in the methods disclosed herein, steps, operations, or functions may be performed in parallel or in a different order, provided that the results are not inconsistent. The steps, operations, and functions described are provided merely as examples, and some of the steps, operations, and functions may be omitted or combined into one, or other steps, operations, or functions may be added, without departing from the spirit of the invention.
 また、本明細書では、さまざまな実施形態が開示されているが、一の実施形態における特定のフィーチャ(技術的事項)を、適宜改良しながら、他の実施形態に追加し、又は該他の実施形態における特定のフィーチャと置換することができ、そのような形態も本発明の要旨に含まれる。 In addition, although various embodiments are disclosed in this specification, specific features (technical matters) in one embodiment can be added to or replaced with specific features in another embodiment, with appropriate modifications, and such forms are also included in the gist of the present invention.
1…配車管理システム
10…配車管理装置
 110…フロントエンド処理部
 120…需要情報取得部
  121…現在需要算出部
  122…需要予測部
 130…配車要求取得部
 140…乗降地決定部
 150…配車計画作成部
  152…予測時間算出部
 160…走行ルート計画部
 170…車両通信インターフェース部
  171…車両情報取得部
  172…配車指示部
 12…データベース
  12a…稼働実績データベース
  12b…ユーザ情報データベース
  12c…地図データベース
  12d…車両情報データベース
  12e…配車計画データベース
20…端末装置
N…通信ネットワーク
V…車両
 300…制御装置
 310…通信部
 320…位置情報取得部
 330…ユーザインターフェース部
1...vehicle dispatch management system 10...vehicle dispatch management device 110...front-end processing unit 120...demand information acquisition unit 121...current demand calculation unit 122...demand forecasting unit 130...vehicle dispatch request acquisition unit 140...boarding and alighting location determination unit 150...vehicle dispatch plan creation unit 152...predicted time calculation unit 160...travel route planning unit 170...vehicle communication interface unit 171...vehicle information acquisition unit 172...vehicle dispatch instruction unit 12...database 12a...operation record database 12b...user information database 12c...map database 12d...vehicle information database 12e...vehicle dispatch plan database 20...terminal device N...communication network V...vehicle 300...control device 310...communication unit 320...location information acquisition unit 330...user interface unit

Claims (11)

  1.  配車要求に応じて車両の配車を管理する配車管理装置であって、
     前記配車要求を端末装置から取得する配車要求取得部と、
     取得された前記配車要求に基づいて、前記複数の車両の中から抽出される1以上の候補車両ごとに乗車地を含む配車計画を作成し、作成された前記配車計画のうちの特定の車両に対する前記配車計画を確定する配車計画作成部と、
     作成された前記候補車両の前記配車計画を前記端末装置に送信する承諾処理部と、
     確定された前記配車計画を前記特定の車両に送信する配車指示部と、を備え、
     前記配車計画作成部は、前記配車要求に応答して前記配車計画が確定されるまでの予測時間を算出する予測時間算出部を含み、
     前記配車計画作成部は、前記予測時間算出部による算出された前記予測時間に基づいて、前記配車計画における前記乗車地への予想到着時刻を算出し、
     前記承諾処理部は、前記予想到着時刻を含む前記候補車両の前記配車計画が前記端末装置に表示されるように制御する、
    配車管理装置。
    A vehicle dispatch management device that manages vehicle dispatch in response to a vehicle dispatch request,
    A vehicle dispatch request acquisition unit that acquires the vehicle dispatch request from a terminal device;
    a vehicle dispatch plan creation unit that creates a vehicle dispatch plan including a boarding location for each of one or more candidate vehicles extracted from the plurality of vehicles based on the acquired vehicle dispatch request, and determines the vehicle dispatch plan for a specific vehicle from among the created vehicle dispatch plans;
    an approval processing unit that transmits the created vehicle allocation plan of the candidate vehicles to the terminal device;
    a dispatch instruction unit that transmits the determined dispatch plan to the specific vehicle;
    the vehicle dispatch plan creation unit includes a predicted time calculation unit that calculates a predicted time until the vehicle dispatch plan is determined in response to the vehicle dispatch request;
    The vehicle dispatch plan creation unit calculates an expected arrival time at the boarding location in the vehicle dispatch plan based on the predicted time calculated by the predicted time calculation unit,
    The consent processing unit controls so that the vehicle dispatch plan of the candidate vehicles including the expected arrival time is displayed on the terminal device.
    Vehicle dispatch management device.
  2.  前記複数の車両の各々に対して該車両の位置情報を含む車両情報を要求し、各前記車両から前記車両情報を取得する車両情報取得部を更に備え、
     前記配車計画作成部は、取得された前記車両情報に基づいて前記配車計画を作成する、
    請求項1に記載の配車管理装置。
    a vehicle information acquisition unit that requests vehicle information including vehicle position information from each of the plurality of vehicles and acquires the vehicle information from each of the vehicles;
    The vehicle allocation plan creation unit creates the vehicle allocation plan based on the acquired vehicle information.
    The vehicle dispatch management device according to claim 1.
  3.  前記配車計画作成部は、前記取得された車両情報の前記位置情報と前記算出された予測時間とに基づいて前記予想到着時刻を算出する、
    請求項2に記載の配車管理装置。
    the vehicle dispatch plan creation unit calculates the expected arrival time based on the position information of the acquired vehicle information and the calculated predicted time;
    The vehicle dispatch management device according to claim 2.
  4.  前記配車計画作成部は、前記位置情報に基づいて、渋滞発生エリアにいる前記候補車両の前記配車計画を除外する、
    請求項2に記載の配車管理装置。
    The vehicle allocation plan creation unit excludes the candidate vehicles in a congestion occurrence area from the vehicle allocation plan based on the position information.
    The vehicle dispatch management device according to claim 2.
  5.  前記配車計画作成部は、前記位置情報に基づいて、交通規制による迂回ルートを含む前記候補車両の前記配車計画を除外する、
    請求項2に記載の配車管理装置。
    The vehicle allocation plan creation unit excludes the vehicle allocation plan of the candidate vehicles that includes a detour route due to a traffic regulation based on the location information.
    The vehicle dispatch management device according to claim 2.
  6.  前記配車計画作成部は、前記位置情報に基づいて、所定の環境的要因に依存するエリアにいる前記候補車両の前記配車計画を除外する、
    請求項2に記載の配車管理装置。
    The vehicle allocation plan creation unit excludes, from the vehicle allocation plan, the candidate vehicles that are in an area that depends on a predetermined environmental factor, based on the location information.
    The vehicle dispatch management device according to claim 2.
  7.  前記予測時間算出部は、前記ユーザの特性情報に基づいて、前記予測時間を算出する、
    請求項1に記載の配車管理装置。
    The predicted time calculation unit calculates the predicted time based on characteristic information of the user.
    The vehicle dispatch management device according to claim 1.
  8.  前記特性情報は、過去に前記ユーザが前記配車要求を行ってから前記承諾要求に対して承諾するまでの所要時間の平均値に基づく情報を含む、
    請求項7に記載の配車管理装置。
    The characteristic information includes information based on an average value of a time required from when the user made the dispatch request to when the user accepted the acceptance request in the past.
    The vehicle dispatch management device according to claim 7.
  9.  前記特性情報は、前記ユーザが過去に前記配車サービスを利用した回数及び/又は該ユーザの年齢に基づく情報を含む、
    請求項7に記載の配車管理装置。
    The characteristic information includes information based on the number of times the user has used the ride-hailing service in the past and/or the age of the user.
    The vehicle dispatch management device according to claim 7.
  10.  前記確定された配車計画を前記端末装置に送信する配車指示部を更に備える、
    請求項1に記載の配車管理装置。
    A vehicle dispatch instruction unit that transmits the determined vehicle dispatch plan to the terminal device.
    The vehicle dispatch management device according to claim 1.
  11.  配車要求に応じて車両の配車を管理する配車管理装置による配車管理方法であって、
     前記配車要求を端末装置から取得することと、
     取得された前記配車要求に基づいて複数の車両の中から抽出される1以上の候補車両ごとに乗車地を含む配車計画を作成することと、
     作成された前記候補車両の前記配車計画を前記端末装置に送信し、前記配車計画を前記端末装置上に表示させることと、
     送信された前記配車要求に応答して、前記候補車両のうちの特定の前記車両の前記配車計画を確定することと、
     確定された前記配車計画を前記特定の車両に送信することと、を含み、
     前記配車計画を作成することは、
     前記取得された配車要求に応答して前記配車計画が確定されるまでの予測時間を算出することと、
     算出された前記予測時間に基づいて、前記配車計画における前記乗車地への予想到着時刻を算出することと、を含み、
     前記表示させることは、算出された前記予想到着時刻を表示させることを含む、
    配車管理方法。
    A vehicle allocation management method by a vehicle allocation management device that manages vehicle allocation in response to a vehicle allocation request, comprising:
    acquiring the dispatch request from a terminal device;
    creating a vehicle dispatch plan including a boarding location for each of one or more candidate vehicles extracted from a plurality of vehicles based on the acquired vehicle dispatch request;
    Transmitting the created vehicle allocation plan of the candidate vehicles to the terminal device and displaying the vehicle allocation plan on the terminal device;
    determining the dispatch plan for a particular one of the candidate vehicles in response to the dispatch request transmitted;
    and transmitting the determined dispatch plan to the specific vehicle.
    Creating the vehicle dispatch plan includes:
    Calculating a predicted time until the dispatch plan is finalized in response to the acquired dispatch request;
    Calculating an expected arrival time at the boarding location in the vehicle dispatch plan based on the calculated predicted time,
    The displaying includes displaying the calculated expected arrival time.
    Vehicle allocation management methods.
PCT/JP2022/047727 2022-12-23 2022-12-23 Vehicle dispatch management device and vehicle dispatch management method WO2024134897A1 (en)

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