CN110363329A - One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method - Google Patents

One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method Download PDF

Info

Publication number
CN110363329A
CN110363329A CN201910508040.XA CN201910508040A CN110363329A CN 110363329 A CN110363329 A CN 110363329A CN 201910508040 A CN201910508040 A CN 201910508040A CN 110363329 A CN110363329 A CN 110363329A
Authority
CN
China
Prior art keywords
vehicle
net
traveler
demand
satisfaction
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201910508040.XA
Other languages
Chinese (zh)
Inventor
沈金星
霍豪
陈钰琪
杨婷
齐军杰
郑长江
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hohai University HHU
Original Assignee
Hohai University HHU
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Hohai University HHU filed Critical Hohai University HHU
Priority to CN201910508040.XA priority Critical patent/CN110363329A/en
Publication of CN110363329A publication Critical patent/CN110363329A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06315Needs-based resource requirements planning or analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0202Market predictions or forecasting for commercial activities
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0605Supply or demand aggregation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0633Lists, e.g. purchase orders, compilation or processing
    • G06Q30/0635Processing of requisition or of purchase orders
    • G06Q50/40

Abstract

The invention discloses one kind to be based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method, the specific steps are as follows: firstly, obtaining net about vehicle supply-demand information and the net about bilateral preference information of vehicle supply and demand in the net about vehicle coverage of division;Secondly, calculating separately traveler to the different nets about satisfaction of the satisfaction of vehicle trip service and net about vehicle to different travelers trip order according to the Demand perference of traveler and net about vehicle;Finally, constructing the bilateral satisfaction Matching Model of supply and demand respectively using the demand Maximum Satisfaction of net about vehicle and traveler as target, determining optimal net about vehicle worksheet processing scheme.The present invention is directed to real-time net about vehicle trip requirements, by comprehensively consider traveler personalization net about vehicle trip requirements preference and net about vehicle to trip order demand preference between matching, optimal worksheet processing scheme is determined by target of supply and demand both sides Maximum Satisfaction in dynamic environment, and the trip satisfaction of net about vehicle efficiency of service and traveler can be improved.

Description

One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method
Technical field
The present invention relates to a kind of about vehicle worksheet processing methods, belong to Transportation Planning and Management field.
Background technique
Rationally and effectively worksheet processing is one of the core missions of net about vehicle operation management, be improve net about vehicle service quality and Net the important measures of the user experience of Yue Che driver and traveler.However, since traveler is to the individual character of net about vehicle trip service How change demand and net about vehicle realize the preference demand of traveler trip order on the basis of meeting supply and demand both sides' demand The reasonable worksheet processing of net about vehicle is a complicated process.Inventor has found in early-stage study, and under conditions present, traveler is being selected When net about vehicle is gone on a journey, different nets about vehicle can not be selected according to the individual demand of itself, affect traveler and net about vehicle is taken The satisfaction of business;For net about Che Eryan, the off line about vehicle of conditions present can only passively receive system worksheet processing, can not be according to itself Demand selection traveler trip order, affect net Yue Che driver to the satisfaction of net about vehicle services.The present invention is just It is the angle from user experience, by the matching of the net about bilateral satisfaction of vehicle supply and demand, obtains optimal net about vehicle worksheet processing side Case to promote the user experience of net about vehicle platform, and then improves the market competitiveness of net about vehicle platform.
Summary of the invention
The technical problem to be solved by the present invention is to be based on the net about bilateral satisfaction of vehicle supply and demand, a kind of optimal worksheet processing side is provided Method.
In order to solve the above technical problems, the technical solution adopted by the present invention is that:
One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method, and steps are as follows:
(1) net about vehicle supply-demand information obtains: in the net about vehicle coverage of division, obtaining selection net about vehicle in real time and goes on a journey Trip order information, service available net about truck position information, road network information and the road traffic control information of person, and Traveler and net about vehicle are numbered respectively;
(2) the bilateral preference information of net about vehicle supply and demand obtains: obtaining traveler and believes the Demand perference of net about vehicle trip service Breath and net about vehicle to traveler trip order Demand perference information;
(3) the bilateral satisfaction measuring and calculating of net about vehicle supply and demand: according to the Demand perference of traveler and net about vehicle, trip is calculated separately Person is to the different nets about satisfaction of the satisfaction of vehicle trip service and net about vehicle to different travelers trip order;
(4) the bilateral satisfaction matching of net about vehicle supply and demand: respectively using the demand Maximum Satisfaction of net about vehicle and traveler as mesh Mark, the building net about bilateral satisfaction Matching Model of vehicle supply and demand;
(5) the optimal worksheet processing scheme of net about vehicle determines: using net about vehicle supply and demand bipartite matching optimal case as optimal worksheet processing Scheme is sent to traveler and net about vehicle.
The mode that traveler and net about vehicle are numbered is as follows:
M traveler for there are net about vehicle trip requirements in coverage and service available n net about vehicle are abstracted as Two set.Wherein: m traveler number postscript is T=(t in traveler set T1,t2,...,tm);Service available net N net about vehicle number postscript is V=(v in about vehicle set V1,v2,...,vn)。
The bilateral preference information obtaining step of net about vehicle supply and demand is as follows:
31) determine traveler to 7 preference informations of net about vehicle trip service, comprising: the stroke of net about spacing traveler Time O1, break one's promise after net about vehicle order rate O2, order waiting time susceptibility O3, net about vehicle service positive rating O4, vehicle tidiness O5, driving comfort O6, stroke accuracy O7
32) determine that net about vehicle includes: trip distance length S to 3 preference informations of traveler trip order1, traveler Positive rating S2, trip cancellation of order rate S3
33) for traveler ti(i=1,2 ..., m), when single under order of going on a journey, net about vehicle service system can obtain this Personalization preferences demand of the secondary trip to net about vehicle trip service
34) for net about vehicle vj(j=1,2 ..., n), in the service of offer, net about vehicle service system can obtain net about vehicle To the preference demand of traveler trip order
35) virtual intermediary is constructed between traveler and net about vehicle, according to the preference information of net about vehicle supply and demand both sides, virtually Intermediary quantifies the qualitative evaluation indice of supply and demand both sides, and the evaluation of estimate of each single item preference information is classified, thus Determine traveler tiTo any one net about vehicle vjThe preference of (j=1,2 ..., n)And net about vehicle vjIt is right Traveler tiThe preference of trip order
The bilateral satisfaction measuring method of net about vehicle supply and demand are as follows:
41) according to traveler tiPersonalization preferences demand parameter systemTraveler tiTo net about vehicle vjFor a-th of index OaSatisfactionCalculation method are as follows:
In formula For traveler tiTo net about vehicle vjTrip service is in index systemIn A-th of demand parameter OaUnder preference.
42) traveler tiTo net about vehicle vjSatisfaction αijCalculation method are as follows:
Wherein,wiaFor traveler tiTo net about vehicle vjGo on a journey the preference index O servicedaIn index system (O1,O2,...,O7) in weighted value.
43) according to net about vehicle vjTo the preference demand index system of traveler trip orderNet about vehicle vjIt is right Traveler tiFor b-th of index SbSatisfactionCalculation method are as follows:
In formula For net about vehicle vjTo traveler tiOrder go on a journey in index systemIn b A index SbPreference.
44) net about vehicle vjTo traveler tiSatisfaction βijCalculation method are as follows:
Wherein,ujbFor net about vehicle vjTo the preference index S of traveler trip orderbIn index system (S1, S2,S3) in weighted value.
The net about matched method of the bilateral satisfaction of vehicle supply and demand are as follows:
51) according to the satisfaction results of measuring of net about vehicle supply and demand both sides, using supply and demand both sides Maximum Satisfaction as target, building It is as follows to survey model:
xij=0 or 1 (5.5)
Formula (5.1) and formula (5.2) are objective functions, respectively indicate traveler T=(t1,t2,...,tm) He Wangyue vehicle V= (v1,v2,...,vn) bipartite matching problem in mutual Maximum Satisfaction.αijFor traveler tiTo net about vehicle vjTrip clothes The satisfaction of business, βijFor net about vehicle vjTo traveler tiThe satisfaction of trip order.xij=0 indicates traveler tiWith net about vehicle vj It mismatches, xij=1 indicates the two matching.Formula (5.3) refers to for any one traveler, and an only net about vehicle can therewith Match, formula (5.4) refers to that only a traveler can be matching for any one net about vehicle.
52) method based on subordinating degree function weighting summation converts formula (5.1) and (5.2) to the shape of function degree of membership Formula.Objective function Z1Degree of membership μZ1With objective function Z2Degree of membership μZ2It is respectively defined as:
Wherein: Only to consider that objective function (5.1) does not consider objective function (5.2) objective function Z when1Maximum value,Target when only to consider that objective function (5.1) does not consider objective function (5.2) Function Z1Minimum value;Objective function Z when only to consider that objective function (5.2) does not consider objective function (5.1)2Maximum Value,Objective function Z when only to consider that objective function (5.2) does not consider objective function (5.1)2Minimum value.
53) objective function Z is calculated1Weight γ1With objective function Z2Weight γ2, and then pass through subordinating degree function Weighting summation, using the net about bilateral Maximum Satisfaction of vehicle supply and demand as target, determines that net about vehicle supplies in the case where constraint condition is constant Seek bilateral Optimum Matching scheme.Objective function is as follows:
xij=0 or 1 (5.11)
Compared with prior art, the beneficial effects of the present invention are:
Net of the present invention about vehicle worksheet processing method, by obtain traveler to net about vehicle trip service Demand perference information and Net about vehicle calculates separately satisfaction of the traveler to the about vehicle trip service of different nets to the Demand perference information of traveler trip order Degree and net about vehicle to different travelers trip order satisfaction, using the demand Maximum Satisfaction of net about vehicle and traveler as mesh Mark constructs the bilateral satisfaction Matching Model of supply and demand, determines optimal net about vehicle worksheet processing scheme.The present invention is directed to real-time net about vehicle Trip requirements, by comprehensively consider traveler personalization net about vehicle trip requirements preference and net about vehicle to trip order demand Matching between preference determines optimal worksheet processing scheme by target of supply and demand both sides Maximum Satisfaction in dynamic environment, is not increasing In the case where screening about vehicle cost of serving, the trip requirements of traveler personalization are met, promote the trip experience of traveler, together When fully consider net about vehicle for go on a journey order selection it is expected, promoted net about car owner working experience, improve net about vehicle take The trip satisfaction for the efficiency and traveler of being engaged in.
Detailed description of the invention
Fig. 1 one kind is based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method flow diagram;
The matching relationship figure of Fig. 2 traveler and net about vehicle based on difference preference's index.
Specific embodiment
Rationally and effectively worksheet processing is one of the core missions of net about vehicle operation management, be improve net about vehicle service quality and The important measures of net about vehicle traveler user experience.The present invention obtains selection net in the net about vehicle coverage of division in real time The about trip order information of vehicle traveler, service available net about truck position information, road network information and road traffic pipe Information processed, and traveler and net about vehicle are numbered respectively;Secondly it is inclined to obtain demand of the traveler to net about vehicle trip service The Demand perference information of good information and net about vehicle to traveler trip order;And then it is inclined according to the demand of traveler and net about vehicle It is good, traveler is calculated separately to different the nets about satisfaction of vehicle trip service and net about vehicle to different travelers trip order Satisfaction;Finally respectively using the demand Maximum Satisfaction of net about vehicle and traveler as target, the bilateral satisfaction matching of building supply and demand Model determines optimal net about vehicle worksheet processing scheme.The present invention is directed to real-time net about vehicle trip requirements, by comprehensively considering trip The net of person's personalization about vehicle trip requirements preference and net about vehicle are to the matching between trip order demand preference, in dynamic environment In by target of supply and demand both sides Maximum Satisfaction determine optimal worksheet processing scheme, net about vehicle efficiency of service and traveler can be improved Trip satisfaction.
Below in conjunction with attached drawing, the present invention will be further described:
A. the mode that traveler and net about vehicle are numbered is as follows:
M traveler for there are net about vehicle trip requirements in coverage and service available n net about vehicle are abstracted as Two set.Wherein: m traveler number postscript is T=(t in traveler set T1,t2,...,tm);Service available net N net about vehicle number postscript is V=(v in about vehicle set V1,v2,...,vn)。
B. the step of bilateral preference information of net about vehicle supply and demand obtains is as follows:
B1) determine traveler to 7 preference informations of net about vehicle trip service, comprising: the stroke of net about spacing traveler Time O1, break one's promise after net about vehicle order rate O2, order waiting time susceptibility O3, net about vehicle service positive rating O4, vehicle tidiness O5, driving comfort O6, stroke accuracy O7
B2) determine that net about vehicle includes: trip distance length S to 3 preference informations of traveler trip order1, traveler Positive rating S2, trip cancellation of order rate S3
B3) for traveler ti(i=1,2 ..., m), when single under order of going on a journey, net about vehicle service system can obtain this Personalization preferences demand of the secondary trip to net about vehicle trip service
B4) for net about vehicle vj(j=1,2 ..., n), in the service of offer, net about vehicle service system can obtain net about vehicle To the preference demand of traveler trip order
B5 virtual intermediary) is constructed between traveler and net about vehicle, as shown in Fig. 2, according to the inclined of net about vehicle supply and demand both sides Good information, virtual intermediary quantify the qualitative evaluation indice of supply and demand both sides, (partially by the evaluation of estimate of each single item preference information Spend well) it is divided into four classes by " 2 ", " 4 ", " 6 ", " 8 ", so that it is determined that traveler tiTo any one net about vehicle vj(j=1,2 ..., N) preferenceAnd net about vehicle vjTo traveler tiThe preference of trip order
B6 traveler) is quantified to each specific net about vehicle to the preference information of net about vehicle trip requirements according to traveler Preference method include: net about spacing traveler journey time by net about vehicle plateform system to traveler position to Road network information between position and present road control traffic message between net about vehicle acquire;Other preference informations can press out Passerby obtains in the historical data statistics that net about vehicle platform leaves.Finally, according to net about vehicle each in coverage in indices On be ranked up after where section (in percentage) score each vehicle, specific scoring and classification method such as 1 institute of table Show.
1 traveler of table corresponds to the obtaining value method of preference to net about vehicle trip preference demand information
B7) according to net about vehicle to the preference information of traveler trip order, quantization net about vehicle is to each trip order The method of preference includes: for " trip distance length " index, and it is entire that You Wangyue vehicle plateform system counts traveler in real time The travel route accounting of estimating of stroke obtains, carries out by sequence from short to long to all travelers to place an order in worksheet processing region Sequence scores to them by section (in percentage) where each traveler after sequence;" traveler positive rating " is referred to Mark, You Wangyue vehicle plateform system are evaluated situation according to the History Order of traveler and are counted, to the positive rating of traveler press from height to Low sequence scores to them by section (in percentage) where each traveler after sequence;For " trip cancellation of order Rate " index, net about vehicle system are " 0-1 times ", " 2-3 times ", " 4-5 times ", " 5 times or more " for traveler number of cancelling an order User gives 8 points, 6 points, 4 points, 2 points of evaluation of estimate respectively.Specific scoring and classification method are as shown in table 2.
Table 2 nets Yue Che driver to the quantization method of traveler trip order preference information
C. specific step is as follows for the bilateral satisfaction measuring and calculating of net about vehicle supply and demand:
C1) according to traveler tiPersonalization preferences demand parameter systemTraveler tiTo net about vehicle vjFor a-th of index OaSatisfactionCalculation method are as follows:
In formula For traveler tiTo net about vehicle vjTrip service is in index systemIn A-th of demand parameter OaUnder preference.
C2) traveler tiTo net about vehicle vjSatisfaction αijCalculation method are as follows:
Wherein,wiaFor traveler tiTo net about vehicle vjGo on a journey the preference index O servicedaIn index system (O1,O2,...,O7) in weighted value.
C3) according to net about vehicle vjTo the preference demand index system of traveler trip orderNet about vehicle vjIt is right Traveler tiFor b-th of index SbSatisfactionCalculation method are as follows:
In formula For net about vehicle vjTo traveler tiOrder go on a journey in index systemIn b A index SbPreference.
C4) net about vehicle vjTo traveler tiSatisfaction βijCalculation method are as follows:
Wherein,ujbFor net about vehicle vjTo the preference index S of traveler trip orderbIn index system (S1, S2,S3) in weighted value.
C5) calculation method of index weights is, feature that can be bilateral according to supply and demand, using analytic hierarchy process (AHP) or by weighing Prestige expert opinion obtains, when traveler or net about vehicle select certain index, knot that the weight assignment of the index is obtained using evaluation Fruit;When main body does not select certain index, the weight of the index takes 0, and other weights are scaled up, so that the sum of all weights It is 1.According to the experience of inventor, the weight of recommendation is as shown in table 3:
Weight recommendation (w) of the traveler that table 3 is recommended to net about vehicle service preferences index
Wherein, if typeThere is traveler in (other types are similarly) to " net about vehicle services positive rating " and " vehicle is clean and tidy Two indexs of degree " do not select, then according to the above description, the weighted value of every preference index of the traveler is automatically regulated to be table Numerical value in 4:
The weighted value (w) of net about vehicle service preferences index when 4 traveler of table does not elect to certain indexs
According to the experience of inventor, the net of recommendation about vehicle is as shown in table 5 to the weight of traveler trip order preference:
Weight recommendation (u) of the net about vehicle that table 5 is recommended to traveler trip order preference index
Wherein, if type δ1There is traveler not select " trip cancellation of order rate " index in (other types are similarly), Then according to the above description, the weighted value of every preference index of the traveler is automatically regulated to be the numerical value in table 6:
The weighted value (u) of 6 net of table preference index when about vehicle does not elect to certain indexs
D. the net about matched method of the bilateral satisfaction of vehicle supply and demand are as follows:
D1) according to the satisfaction results of measuring of net about vehicle supply and demand both sides, using supply and demand both sides Maximum Satisfaction as target, building It is as follows to survey model:
xij=0 or 1 (D-5)
Formula (D-1) and formula (D-2) are objective functions, respectively indicate traveler T=(t1,t2,...,tm) He Wangyue vehicle V= (v1,v2,...,vn) bipartite matching problem in mutual Maximum Satisfaction.αijFor traveler tiTo net about vehicle vjTrip clothes The satisfaction of business, βijFor net about vehicle vjTo traveler tiThe satisfaction of trip order.xij=0 indicates traveler tiWith net about vehicle vj It mismatches, xij=1 indicates the two matching.Formula (D-3) refers to for any one traveler, and an only net about vehicle can therewith Match, formula (D-4) refers to that only a traveler can be matching for any one net about vehicle.
D2 the method) based on subordinating degree function weighting summation converts formula (D-1) and (D-2) to the shape of function degree of membership Formula.Objective function Z1Degree of membershipWith objective function Z2Degree of membershipIt is respectively defined as:
Wherein: Only to consider that objective function (D-1) does not consider objective function (D- 2) objective function Z when1Maximum value,Objective function when only to consider that objective function (D-1) does not consider objective function (D-2) Z1Minimum value;Objective function Z when only to consider that objective function (D-2) does not consider objective function (D-1)2Maximum value,Objective function Z when only to consider that objective function (D-2) does not consider objective function (D-1)2Minimum value.
D3 bilateral full with net about vehicle supply and demand in the case where constraint condition is constant) by the weighting summation of subordinating degree function Meaning degree is up to target, determines the bilateral Optimum Matching scheme of net about vehicle supply and demand.Objective function is as follows:
xij=0 or 1 (D-11)
In formula, γ1The objective function Z being calculated1Weight, γ2For the objective function Z being calculated2Weight.

Claims (5)

1. one kind is based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method, which is characterized in that specific step is as follows:
1) net about vehicle supply-demand information obtains: in the net about vehicle coverage of division, obtaining selection net about vehicle traveler in real time Trip order information, service available net about truck position information, road network information and road traffic control information, and to out Passerby and net about vehicle are numbered respectively;
2) the bilateral preference information of net about vehicle supply and demand obtains: obtain traveler to the net about Demand perference information of vehicle trip service and Demand perference information of the net about vehicle to traveler trip order;
3) the bilateral satisfaction measuring and calculating of net about vehicle supply and demand: according to the Demand perference of traveler and net about vehicle, traveler pair is calculated separately The different nets about satisfaction of the satisfaction of vehicle trip service and net about vehicle to different travelers trip order;
4) the bilateral satisfaction matching of net about vehicle supply and demand: respectively using the demand Maximum Satisfaction of net about vehicle and traveler as target, structure The bilateral satisfaction Matching Model of networking about vehicle supply and demand;
5) the optimal worksheet processing scheme of net about vehicle determines: using net about vehicle supply and demand bipartite matching optimal case as optimal worksheet processing scheme, It is sent to traveler and net about vehicle.
2. net according to claim 1 about vehicle worksheet processing method, which is characterized in that traveler described in step 1) and net about vehicle The mode being numbered is as follows:
M traveler for there are net about vehicle trip requirements in coverage and service available n net about vehicle are abstracted as two Set;Wherein: m traveler number postscript is T=(t in traveler set T1,t2,...,tm);Service available net about vehicle N net about vehicle number postscript is V=(v in set V1,v2,...,vn)。
3. net according to claim 1 about vehicle worksheet processing method, which is characterized in that the about vehicle supply and demand of net described in step 2) are bilateral Preference information obtains, and steps are as follows:
21) determine traveler to 7 preference informations of net about vehicle trip service, comprising: the journey time of net about spacing traveler O1, break one's promise after net about vehicle order rate O2, order waiting time susceptibility O3, net about vehicle service positive rating O4, vehicle tidiness O5, drive Sail comfort level O6, stroke accuracy O7
22) determine that net about vehicle includes: trip distance length S to 3 preference informations of traveler trip order1, traveler positive rating S2, trip cancellation of order rate S3
23) for traveler ti, i=1,2 ..., m, when single under order of going on a journey, net about vehicle service system, which can obtain, this time goes on a journey To the personalization preferences demand of net about vehicle trip service
24) for net about vehicle vj, j=1,2 ..., n, in the service of offer, net about vehicle service system can obtain net about vehicle to trip The preference demand of person's trip order
25) virtual intermediary is constructed between traveler and net about vehicle, according to the preference information of net about vehicle supply and demand both sides, virtual intermediary The qualitative evaluation indice of supply and demand both sides is quantified, the evaluation of estimate of each single item preference information is classified, so that it is determined that Traveler tiTo any one net about vehicle vjPreferenceAnd net about vehicle vjTo traveler tiTrip order Preference
4. net according to claim 1 about vehicle worksheet processing method, which is characterized in that net about vehicle supply and demand are bilateral in the step 3) Satisfaction measuring method are as follows:
31) according to traveler tiPersonalization preferences demand parameter systemTraveler tiTo net about vehicle vjNeedle To a-th of index OaSatisfactionCalculation method are as follows:
In formula For traveler tiTo net about vehicle vjTrip service is in index systemIn a A demand parameter OaUnder preference;
32) traveler tiTo net about vehicle vjSatisfaction αijCalculation method are as follows:
Wherein,wiaFor traveler tiTo net about vehicle vjGo on a journey the preference index O servicedaIn index system (O1, O2,...,O7) in weighted value;
33) according to net about vehicle vjTo the preference demand index system of traveler trip orderNet about vehicle vjTo trip Person tiFor b-th of index SbSatisfactionCalculation method are as follows:
In formula For net about vehicle vjTo traveler tiOrder go on a journey in index systemIn b-th finger Mark SbPreference;
34) net about vehicle vjTo traveler tiSatisfaction βijCalculation method are as follows:
Wherein,ujbFor net about vehicle vjTo the preference index S of traveler trip orderbIn index system (S1,S2,S3) In weighted value.
5. net according to claim 1 about vehicle worksheet processing method, which is characterized in that net about vehicle supply and demand are bilateral in the step 4) The matched method of satisfaction are as follows:
41) according to the satisfaction results of measuring of net about vehicle supply and demand both sides, using supply and demand both sides Maximum Satisfaction as target, mould is surveyed in building Type is as follows:
xij=0 or 1 (4.5)
Formula (4.1) and formula (4.2) are objective functions, respectively indicate traveler T=(t1,t2,...,tm) He Wangyue vehicle V=(v1, v2,...,vn) bipartite matching problem in mutual Maximum Satisfaction;αijFor traveler tiTo net about vehicle vjTrip service Satisfaction, βijFor net about vehicle vjTo traveler tiThe satisfaction of trip order;xij=0 indicates traveler tiWith net about vehicle vjNot Match, xij=1 indicates the two matching;Formula (4.3) refers to that an only net about vehicle can be matching for any one traveler, Formula (4.4) refers to that only a traveler can be matching for any one net about vehicle;
42) method based on subordinating degree function weighting summation converts formula (4.1) and (4.2) to the form of function degree of membership;Mesh Scalar functions Z1Degree of membershipWith objective function Z2Degree of membershipIt is respectively defined as:
Wherein: Only to consider that formula (4.1) objective function does not consider formula (4.2) target Objective function Z when function1Maximum value,Mesh when only to consider that formula (4.1) objective function does not consider formula (4.2) objective function Scalar functions Z1Minimum value;Objective function Z when only to consider that formula (4.2) objective function does not consider formula (4.1) objective function2 Maximum value,Objective function Z when only to consider that formula (4.2) objective function does not consider formula (4.1) objective function2Minimum Value;
43) by the weighting summation of subordinating degree function, in the case where constraint condition is constant, with the net about bilateral satisfaction of vehicle supply and demand It is up to target, determines the bilateral Optimum Matching scheme of net about vehicle supply and demand;
Objective function is as follows:
xij=0 or 1 (4.11)
In formula, γ1The objective function Z being calculated1Weight, γ2For the objective function Z being calculated2Weight.
CN201910508040.XA 2019-06-12 2019-06-12 One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method Pending CN110363329A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910508040.XA CN110363329A (en) 2019-06-12 2019-06-12 One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910508040.XA CN110363329A (en) 2019-06-12 2019-06-12 One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method

Publications (1)

Publication Number Publication Date
CN110363329A true CN110363329A (en) 2019-10-22

Family

ID=68216034

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910508040.XA Pending CN110363329A (en) 2019-06-12 2019-06-12 One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method

Country Status (1)

Country Link
CN (1) CN110363329A (en)

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111598263A (en) * 2020-04-29 2020-08-28 江南大学 Waste mobile phone recovery platform based on bilateral matching model
WO2021139738A1 (en) * 2020-01-07 2021-07-15 北京嘀嘀无限科技发展有限公司 Target task execution vehicle determination method, and system
CN113570492A (en) * 2021-07-23 2021-10-29 深圳万顺叫车云信息技术有限公司 Old people vehicle service system and operation method thereof
CN113888272A (en) * 2021-09-30 2022-01-04 北京交通大学 Commuting network car appointment order sending method based on stable matching theory
CN114739418A (en) * 2022-04-26 2022-07-12 长安大学 Method and system for selecting travel mode of taxi booking user
WO2022240362A1 (en) * 2021-05-14 2022-11-17 Grabtaxi Holdings Pte. Ltd Method and device for controlling vehicles to perform
CN113888272B (en) * 2021-09-30 2024-04-30 北京交通大学 Commuting network vehicle-contract dispatching method based on stable matching theory

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102496130A (en) * 2011-11-15 2012-06-13 王家庆 Real-time mobile business system of high efficiency operation taxi
CN105489002A (en) * 2016-01-05 2016-04-13 深圳大学 Intelligent matching and route optimization-base carpooling method and system
CN106779318A (en) * 2016-11-28 2017-05-31 黄羽菲 A kind of shipping is called a taxi method and system
CN108648043A (en) * 2018-04-25 2018-10-12 京东方科技集团股份有限公司 Network about vehicle method and system
CN109376928A (en) * 2018-10-24 2019-02-22 天津市市政工程设计研究院 Consider the customization public transport rideshare optimization method of bipartite matching

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102496130A (en) * 2011-11-15 2012-06-13 王家庆 Real-time mobile business system of high efficiency operation taxi
CN105489002A (en) * 2016-01-05 2016-04-13 深圳大学 Intelligent matching and route optimization-base carpooling method and system
CN106779318A (en) * 2016-11-28 2017-05-31 黄羽菲 A kind of shipping is called a taxi method and system
CN108648043A (en) * 2018-04-25 2018-10-12 京东方科技集团股份有限公司 Network about vehicle method and system
CN109376928A (en) * 2018-10-24 2019-02-22 天津市市政工程设计研究院 Consider the customization public transport rideshare optimization method of bipartite matching

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
赵飞杰: "考虑双边等待时间的网约车合乘问题研究", 《中国优秀硕士学位论文全文数据库 经济与管理科学辑》 *
陈友玲等: "基于双边知识匹配的产品开发任务分配方法", 《计算机工程与应用》 *

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2021139738A1 (en) * 2020-01-07 2021-07-15 北京嘀嘀无限科技发展有限公司 Target task execution vehicle determination method, and system
CN111598263A (en) * 2020-04-29 2020-08-28 江南大学 Waste mobile phone recovery platform based on bilateral matching model
CN111598263B (en) * 2020-04-29 2022-06-10 江南大学 Waste mobile phone recovery platform based on bilateral matching model
WO2022240362A1 (en) * 2021-05-14 2022-11-17 Grabtaxi Holdings Pte. Ltd Method and device for controlling vehicles to perform
CN113570492A (en) * 2021-07-23 2021-10-29 深圳万顺叫车云信息技术有限公司 Old people vehicle service system and operation method thereof
CN113570492B (en) * 2021-07-23 2022-08-02 深圳万顺叫车云信息技术有限公司 Old people vehicle service system and operation method thereof
CN113888272A (en) * 2021-09-30 2022-01-04 北京交通大学 Commuting network car appointment order sending method based on stable matching theory
CN113888272B (en) * 2021-09-30 2024-04-30 北京交通大学 Commuting network vehicle-contract dispatching method based on stable matching theory
CN114739418A (en) * 2022-04-26 2022-07-12 长安大学 Method and system for selecting travel mode of taxi booking user

Similar Documents

Publication Publication Date Title
CN110363329A (en) One kind being based on the matched net of the bilateral satisfaction of supply and demand about vehicle worksheet processing method
Ghannadpour et al. A multi-objective dynamic vehicle routing problem with fuzzy time windows: Model, solution and application
Zhu et al. A bi-level model for single-line rail timetable design with consideration of demand and capacity
CN110428096A (en) The more cross-channel Transportation Organization optimization methods of urban track traffic based on ticket information
JP5931188B2 (en) Traffic route sharing rate control system and traffic route sharing rate control method
Yap et al. Improving predictions of public transport usage during disturbances based on smart card data
CN110727875B (en) Intelligent distribution method and system for legal case agent
CN101964085A (en) Method for distributing passenger flows based on Logit model and Bayesian decision
DE112018007300T5 (en) ROUTE GUIDANCE WITH PERCEPTION OF THE SURROUNDINGS
CN107392389A (en) Taxi dispatching processing method based on ARIMA models
CN108537691A (en) A kind of region visit intelligent management system and method
Jin et al. On the interaction between public transport demand, service quality and fare for social welfare optimisation
CN110458325A (en) A kind of traffic zone passenger flow forecasting and device in short-term
CN109948844A (en) A kind of optimization method, device, equipment and the medium of break indices robustness
CN113672846A (en) Network appointment scheduling method and device, electronic equipment and storage medium
CN108806249A (en) Public transport APP softwares based on passenger's trip experience
CN111932106B (en) Effective and practical cloud manufacturing task and service resource matching method
CN110335075A (en) Intelligent marketing system and its working method suitable for the consumer finance
CN106612511A (en) Wireless network throughput evaluation method and device based on support vector machine
CN113672797A (en) Content recommendation method and device
Liu et al. Stochastic one-way carsharing systems with dynamic relocation incentives through preference learning
CN109583634A (en) A kind of take-away Distribution path selection method based on Modern Portfolio Theory
CN106997371A (en) The construction method of single user wisdom collection of illustrative plates
CN110991856A (en) Electric vehicle charging demand analysis method considering user limitation
CN115359659B (en) Lane opening and closing configuration method and system

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20191022