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公开(公告)号:US20210089985A1
公开(公告)日:2021-03-25
申请号:US16579251
申请日:2019-09-23
Applicant: Coupang, Corp.
Abstract: The embodiments of the present disclosure provide systems and methods for outbound forecasting, comprising receiving an initial set of solutions comprising receiving a prediction of a regional sales forecast indicative of a customer demand for each stock keeping unit (SKU) in each region, receiving a prediction of a correlation of one or more SKUs that will be combined in customer orders in each region, receiving a prediction of a size of customer orders in each region, wherein a customer order profile is simulated based on the predicted correlation and the predicted size, receiving an inventory stow model that is generated using at least one of open purchase orders or past customer orders; and, predicting a FC for managing outbound of each SKU based on the predicted regional sales forecast, the simulated customer order profile, and the inventory stow model, and modifying a database to assign the predicted FC to each corresponding SKU.
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公开(公告)号:US20200293968A1
公开(公告)日:2020-09-17
申请号:US16351937
申请日:2019-03-13
Applicant: Coupang, Corp.
Abstract: The embodiments of the present disclosure provide systems and methods for optimizing allocation of products, comprising receiving an initial set of solutions comprising an initial distribution of a plurality of stock keeping unit (SKUs) among a plurality of fulfillment centers (FCs), and running a simulation of each solution of the initial set of solutions. Participation ratios may be calculated for each solution, and a score for each solution may be determined based on the calculated participation ratio. At least one solution with a highest determined score may be selected to feed a simulation algorithm to generate one or more additional solutions. Based on a best-performing solution, an allocation of the plurality of SKUs among the plurality of FCs may be modified. The best-performing solution may have the highest determined score among all solutions generated.
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公开(公告)号:US20210090102A1
公开(公告)日:2021-03-25
申请号:US17091127
申请日:2020-11-06
Applicant: Coupang Corp.
Inventor: Nan WANG , Ke MA , Christopher CARLSON , Bin GU , Shixian LI
Abstract: The embodiments of the present disclosure provide systems and methods for outbound forecasting, comprising receiving an initial distribution of priority values to each fulfillment center (FC) in each region, running a simulation, using a simulation algorithm, of the initial distribution, calculating an outbound capacity utilization value of each FC, determining a number of FCs comprising an outbound capacity utilization value that exceeds a predetermined threshold, feeding the simulation algorithm with the determined number of FCs to generate one or more additional distributions of priority values, generating a FC priority filter comprising an optimal set of priority values based on the one or more additional distributions of priority values, and modifying an allocation of a plurality of SKUs among a plurality of FCs based on the generated FC priority filter.
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公开(公告)号:US20210090003A1
公开(公告)日:2021-03-25
申请号:US16576272
申请日:2019-09-19
Applicant: Coupang, Corp.
Inventor: Ke MA , Christopher CARLSON , Shixian LI , Nan WANG , Bin GU
Abstract: The embodiments of the present disclosure provide systems and methods for outbound forecasting, comprising receiving an initial distribution of postal codes mapped to each region, running a simulation of the initial distribution, calculating an outbound capacity utilization value of each FC, determining a number of FCs comprising an outbound capacity utilization value that exceeds a predetermined threshold, feeding an optimization heuristic with at least one of the postal codes mapped to a region from the initial distribution to generate one or more additional distributions of postal codes, generating an optimal distribution of postal codes mapped to each region based on the one or more additional distributions of postal codes, and modify an allocation of customer orders among a plurality of FCs based on the generated optimal distribution of postal codes. Running the simulation may comprise simulating an allocation of customer orders based on the initial distribution of postal codes.
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