Regional Accumulation System for Provider Device Matching
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Solution Overview
Problem
Conventional transportation matching systems face inefficiencies due to inflexibility and poor network coverage, leading to increased computational resources, waiting times, and cancellations, particularly when dealing with imbalances between provider and requester devices.
Innovation Solution
The regional accumulation system generates region-based metrics for provider devices, providing an accumulating regional metric map that improves network coverage and computational efficiency by incentivizing provider devices to move to high-demand areas, even when offline, and addresses device imbalances by increasing the provider device pool in areas with high requester demand.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If conventional transportation matching systems match provider devices with requester devices, then transportation requests can be fulfilled, but network coverage is poor and computational resources are inefficiently used
Solution Approach 1:
The system performs preliminary actions by proactively notifying provider devices to move to target regions before transportation requests are generated. Regional metrics are calculated and communicated in advance, allowing providers to reposition proactively rather than reactively, improving network coverage in high-demand areas before computational resources are strained by matching requests.
Solution Approach 2:
Provider devices are empowered to self-manage their positioning by receiving regional metric notifications and autonomously deciding to move to target regions. The system eliminates the need for continuous computational matching by allowing providers to self-adjust their locations based on pre-calculated regional metrics, reducing the computational burden on the matching system.
2Reliability
If provider devices are incentivized to move to high-demand areas, then network coverage improves, but provider devices experience increased travel time
Solution Approach 1:
The system calculates and communicates regional metrics to provider devices in advance, allowing providers to plan their movements strategically. By receiving notifications about target regions before traveling, providers can optimize their routes and timing, reducing unnecessary travel time while still achieving improved network coverage in high-demand areas.
Solution Approach 2:
The system applies different regional metrics to different geographic regions, allowing providers to receive targeted notifications only for specific high-demand areas rather than universally. This localized approach ensures providers move only when and where needed, minimizing unnecessary travel time while improving coverage precisely where demand exists.
3Measurement precision
If the system monitors provider device movement through regions, then region-based metrics can be determined, but computational resources increase
Solution Approach 1:
The system extracts only the essential information needed for regional metric calculation - specifically, whether provider devices enter or pass through regions with pins - rather than monitoring all movement details. This selective extraction maintains measurement precision for region-based metrics while significantly reducing computational overhead by processing only relevant movement events.
Solution Approach 2:
The system implements partial monitoring by tracking provider device movement only in relation to pinned regions rather than continuous全方位 monitoring. This partial action approach provides sufficient data accuracy for determining region-based metrics while consuming fewer computational resources compared to comprehensive movement tracking.
Data Source
AI summary
Methods, systems, and non-transitory computer readable storage media are disclosed for generating region-based metrics for provider devices based on movement of provider devices through various regions and transportation requests within the various regions. For example, the disclosed system provides an accumulating regional metric map including one or more regions with pins indicating corresponding region-based metrics to a provider device. The disclosed system can then determine whether the provider device passes through (or otherwise enters) a region with a pin and determine the corresponding region-based metric of the region for the provider device. In response to generating a transportation match between the provider device and a requester device, the disclosed system can provide a notification of the region-based metric to the provider device in connection with the transportation match. The disclosed system can apply the region-based metric upon completion of a transportation request associated with the transportation match.