Systems and methods for transport capacity scheduling

A method implemented on a computing device having at least one processor, at least one storage device, and a communication platform connected to a network, the method comprising:

• determining a target region, wherein a plurality of service requests that satisfy a preset condition initiate from the target region, the plurality of service requests being initiated via a plurality of user terminals associated with a plurality of service requesters;
• determining a non-busy region based on information of the target region, the non-busy region including one or more available service providers that are free to accept a service request;
• and
• transmitting, via a network, a scheduling instruction associated with the plurality of service requests to a user terminal associated with at least one of the one or more available service providers in the non-busy region, the scheduling instruction including information inquiring whether the at least one of the one or more available service providers in the non-busy region agrees to go to the target region, wherein at least portion of the scheduling instruction is displayed via a graphic user interface of an application executed by the user terminal, wherein the determining the target region includes:
• determining a target radius and a target service request number;
• dividing a predetermined area into a plurality of candidate regions based on the target radius and the target service request number by using a clustering algorithm;
• for at least one of the plurality of candidate regions,
• determining whether an allocation rate is less than an allocation rate threshold;
• determining whether a ratio of a number count of available service providers in the candidate region to a number count of service requests to be allocated in the candidate region is less than a ratio threshold based on a result of the determination that the allocation rate is less than the allocation rate threshold;
• and
• determining the candidate region as the target region based on a result of the determination that the ratio of the number count of available service providers in the candidate region to the number count of service requests to be allocated in the candidate region is less than the ratio threshold,
• wherein the determining the target radius and the target service request number includes:
• determining a plurality of data pairs, each of the plurality of data pairs including a predetermined radius and a predetermined service request number;
• determining a plurality of distribution entropies corresponding to the plurality of data pairs based on the clustering algorithm;
• identifying a maximum distribution entropy among the plurality of distribution entropies;
• selecting a data pair among the plurality of data pairs that correspond to the maximum distribution entropy;
• and
• determining a predetermined radius and a predetermined service request number corresponding to the selected data pair as the target radius and the target service request number.

A non-transitory computer readable medium, comprising a set of instructions for transport capacity scheduling, wherein when executed by at least one processor, the set of instructions directs the at least one processor to effectuate a method, the method comprising:

• determining a target region, wherein a plurality of service requests that satisfy a preset condition initiate from the target region, the plurality of service requests being initiated via a plurality of user terminals associated with a plurality of service requesters;
• determining a non-busy region based on information of the target region, the non-busy region including one or more available service providers that are free to accept a service request;
• and
• transmitting, via a network, a scheduling instruction associated with the plurality of service requests to a user terminal associated with at least one of the one or more available service providers in the non-busy region, the scheduling instruction including information inquiring whether the at least one of the one or more available service providers in the non-busy region agrees to go to the target region, wherein at least portion of the scheduling instruction is displayed via a graphic user interface of an application executed by the user terminal, wherein the determining the target region includes:
• determining a target radius and a target service request number;
• dividing a predetermined area into a plurality of candidate regions based on the target radius and the target service request number by using a clustering algorithm;
• for at least one of the plurality of candidate regions,
• determining whether an allocation rate is less than an allocation rate threshold;
• determining whether a ratio of a number count of available service providers in the candidate region to a number count of service requests to be allocated in the candidate region is less than a ratio threshold based on a result of the determination that the allocation rate is less than the allocation rate threshold;
• and
• determining the candidate region as the target region based on a result of the determination that the ratio of the number count of available service providers in the candidate region to the number count of service requests to be allocated in the candidate region is less than the ratio threshold,
• wherein the determining the target radius and the target service request number includes:
• determining a plurality of data pairs, each of the plurality of data pairs including a predetermined radius and a predetermined service request number;
• determining a plurality of distribution entropies corresponding to the plurality of data pairs based on the clustering algorithm;
• identifying a maximum distribution entropy among the plurality of distribution entropies;
• selecting a data pair among the plurality of data pairs that correspond to the maximum distribution entropy;
• and
• determining a predetermined radius and a predetermined service request number corresponding to the selected data pair as the target radius and the target service request number.