Transportation Optimization Algorithm Engineer

Posted 4 weeks ago

Worldwide

Summary

We are hiring a Transportation Optimization Algorithm Engineer to own, evolve, and extend the routing engine at the heart of Sophus's platform. Our current algorithm is built on JSprit — a Java-based Vehicle Routing Problem (VRP) solver — and uses Large Neighborhood Search (LNS) as its core optimization mechanism. What You Will Do Algorithm Development & Extension • Design, implement, and test extensions to the existing JSprit-based routing engine, ensuring each change is evaluated against the full algorithm behavior • Translate incoming customer requirements (new constraints, new objectives, new problem types) into precise algorithmic changes, mapping out second-order effects before writing a single line of code. • Develop and tune LNS operators (destroy and repair heuristics), including ruin-and-recreate strategies, regret-based insertion, and adaptive operator selection. • Extend or replace existing heuristics where necessary, considering exact methods (e.g., branch-and-bound, column generation) as sub-routines for structured sub-problems. What We Are Looking For Required • Language: JAVA • JSprit: Hands-on experience with JSprit or deep familiarity with its internals (problem definition, solution representation, acceptors, selectors, and custom algorithms) • LNS / Metaheuristics: Practical experience implementing or tuning Large Neighborhood Search (LNS) — specifically destroy/repair operators, adaptive weight adjustment, and acceptance criteria • VRP Fundamentals: Solid understanding of the Vehicle Routing Problem (VRP) family: VRP, CVRP, VRPTW, PDPTW, heterogeneous fleets, multi-depot, open routes • Architecture Mindset: Systems-level thinking: ability to reason about how any single algorithmic change propagates through constraint interactions, solution quality, and runtime behavior Strongly Preferred • Familiarity with other metaheuristics: simulated annealing, tabu search, genetic/evolutionary algorithms, ant colony optimization • Exposure to exact methods: branch-and-bound, branch-and-price, column generation — even as sub-routines within a heuristic framework • Academic or applied background in combinatorial optimization, operations research, or computer science with a focus on scheduling/routing • Experience with multi-objective optimization and Pareto-efficient solution sets Nice to Have • Familiarity with supply chain concepts: last-mile delivery, hub-and-spoke networks, time windows, load constraints • Experience in a SaaS product environment where algorithm changes ship to live customers • Python scripting for experiment analysis, visualization, or benchmark automation

  • Less than 30 hrs/week
    Hourly
  • 6+ months
    Duration
  • Intermediate
    Experience Level
  • $19.00

    -

    $40.00

    Hourly
  • Remote Job
  • Complex project
    Project Type
Skills and Expertise
Mandatory skills
Algorithm Development
Activity on this job
  • Proposals:10 to 15
  • Last viewed by client:2 weeks ago
  • Interviewing:
    10
  • Invites sent:
    0
  • Unanswered invites:
    0
About the client
Member since Dec 20, 2022
  • United States
    Detroit5:05 AM
  • $21K total spent
    14 hires, 4 active
  • 455 hours

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