Variable Delivery Scheduling for Split Shipments Across User Locations

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Solution Overview

Problem

Existing logistics systems struggle to efficiently deliver goods to multiple locations based on user consumption patterns and varying delivery needs, often resulting in inefficiencies and increased costs due to split shipments.

Innovation Solution

A shipment splitting and variable delivery program that analyzes user consumption rates, predicts consumption quantities and times, and optimizes delivery schedules to align with user needs, considering multiple locations and available infrastructure.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If goods are shipped in bulk to a single location, then transportation efficiency is improved, but it fails to meet user needs when users are at multiple locations or consume at varying rates

Engineering Contradiction:
Improvetransportation efficiencyVSAvoiddelivery flexibility
Core Design Contradiction:
ProductivityVSAdaptability or versatility

Solution Approach 1:

The system segments a bulk shipment into multiple smaller shipments based on predicted user consumption patterns and location data. Instead of delivering one large quantity to a single address, the system divides the total quantity into portions to be delivered to different locations at different times, thereby maintaining transportation efficiency while adapting to user mobility and consumption variability.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The system dynamically adjusts delivery quantities and schedules based on real-time consumption rate analysis and predicted user locations. The shipment plan is not static but adapts to changing user behaviors, ensuring that delivery flexibility is maintained while optimizing transportation resources based on actual needs.

Inventive Principle:
Principle #15Dynamics

2Adaptability or versatility

If split shipments are performed to meet multiple locations, then delivery flexibility is improved, but transportation efficiency and cost increase

Engineering Contradiction:
Improvedelivery flexibilityVSAvoidtransportation efficiency
Core Design Contradiction:
Adaptability or versatilityVSProductivity

Solution Approach 1:

The system performs preliminary analysis of user consumption patterns and future location predictions before creating the shipment plan. By predicting what the user will need, when, and where, the system can pre-calculate optimal split shipment quantities and schedules, avoiding unnecessary shipments and reducing transportation inefficiencies before they occur.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The system uses historical consumption data and real-time user behavior feedback to continuously refine consumption rate predictions. This feedback mechanism ensures that split shipments are based on accurate demand forecasts, preventing over-shipping and reducing the number of unnecessary deliveries, thereby improving transportation efficiency while maintaining delivery flexibility.

Inventive Principle:
Principle #23Feedback

3Reliability

If shipments are sent earlier to ensure availability, then user needs are met, but warehouse storage optimization is reduced

Engineering Contradiction:
Improveavailability assuranceVSAvoidwarehouse storage
Core Design Contradiction:
ReliabilityVSQuantity of substance

Solution Approach 1:

The system calculates precise shipment timing based on predicted consumption rates and future location data, sending goods just in time rather than过早. This preliminary calculation ensures that shipments are timed to arrive when actually needed, maintaining availability assurance while minimizing premature warehouse depletement and optimizing storage utilization.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS12555073B2Time-distributed delivery based on user consumption rate
Publication Date: 2026.02.17 INTERNATIONAL BUSINESS MACHINE CORPORATION
  • US12555073B2 patent drawing
  • US12555073B2 patent drawing

AI summary

According to an embodiment, shipment splitting and variable delivery is provided. The embodiment may include identifying a consumption rate of a user for an item. The embodiment may also include identifying one or more future user locations. The embodiment may further include calculating a consumption quantity of the item at each location based on the identified consumption rate. The embodiment may also include calculating a usage time and date at which each calculated quantity is needed by a user at each location. The embodiment may further include calculating a shipment time for each quantity to be received at each location by each calculated usage time and date. The embodiment may also include performing one or more shipments, at each calculated shipment time, of packages, each containing a quantity of the item based on each calculated consumption quantity, to each location corresponding to each calculated consumption quantity.