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Data-driven Decision Making Under Uncertainty
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Classroom Contents
Enhancing General-Purpose Simulation-Based Optimization Algorithms Via Mixed Integer Linear Programming: A Case Study in Autonomous Ridesharing
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- 1 Intro
- 2 Urban Mobility and Logistics
- 3 Handling Uncertainty
- 4 Data-driven Decision Making Under Uncertainty
- 5 Discrete Simulation-based Optimization (DSO)
- 6 DSO Algorithms
- 7 A Nested Partitions (NP) Algorithm
- 8 Benchmark Partitioning Rules!
- 9 The Dial-a-Ride Problem (DARP)12
- 10 The Electric Autonomous Dial-a-Ride Problem13
- 11 Event-based DARP for Hardly Constrained Problems
- 12 DARP DSO
- 13 Event-based Simulator
- 14 Partitioning Ideas
- 15 Implementation & Benchmark Dataset
- 16 DSO Settings
- 17 Simulation Example
- 18 Solutions from the B&B Tree
- 19 Generic Partitioning
- 20 Compute Time per Node
- 21 Preliminary Results
- 22 Next Steps
