案例库 · 软件与 IT · 技术决策 · 2003–2017
这条还没译成中文,下面是英文原文。
UPS built ORION routing to cut 100 million miles a year and won the 2016 Edelman Award.
For 55,000 drivers, ORION's metaheuristics pick the day's pickup-and-delivery route, saving UPS an estimated $300–400 million a year.
UPS
那一手
In 2003 UPS began modernizing pickup and delivery with Package Flow data systems; the effort grew into ORION, which every day builds an optimized route for each of 55,000 US drivers from that day's packages.
ORION solves the routing problem with a metaheuristic and keeps routes consistent from day to day so drivers can build familiarity. Building and deploying it cost more than $295 million, and INFORMS awarded it the 2016 Franz Edelman Prize.
At full deployment UPS projected savings of 100 million miles and 10 million gallons of fuel a year, $300–400 million annually, and 100,000 tons less CO2 — roughly the emissions of 21,000 cars.
为什么管用
- A fixed mathematical target for every route replaces driver guesswork with a searchable optimum.
- Consistency constraints keep tomorrow's route familiar, so drivers accept the machine's plan.
- Package Flow data gave ORION accurate, real-time inputs to optimize against.
- UPS paired the rollout with change management across 55,000 drivers and executives.
可以搬走什么
A huge optimization is worthless if the people who must follow it do not trust it, so pair the algorithm with the change management that makes it stick.
后来呢
ORION became the foundation for newer UPS planning systems and a template for large-scale vehicle routing; in 2020 INFORMS honored UPS for longstanding contributions to OR practice. The routing-telematics platform expanded internationally, and its savings figures became standard citations in logistics research.
资料来源
- INFORMS Awards UPS Its 2016 Edelman Prize (via Internet Archive)
- UPS Accelerates Use of Routing Optimization Software to Reduce 100 Million Miles Driven
- UPS Optimizes Delivery Routes (Interfaces 47(1), 2017)
- UPS to expand its routing and telematics platform
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