Optimizing Infrastructure Enhancements for Evacuation Planning
Authors: Kunal Kumar, Julia Romanski, Pascal Van Hentenryck
AAAI 2016 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experimental results demonstrate the practicability of the approach on a real case study, filling a significant need for emergencies services. |
| Researcher Affiliation | Academia | 1Ghent University, Belgium. 2Brown University, Providence, RI. 3University of Michigan, Ann Arbor, MI. |
| Pseudocode | No | The paper presents mathematical models and equations but does not include structured pseudocode or algorithm blocks labeled as such. |
| Open Source Code | No | The paper does not provide any specific links or explicit statements about the availability of open-source code for the methodology described. |
| Open Datasets | No | The paper describes a case study in the Hawkesbury-Nepean floodplain and details its characteristics, but it does not provide concrete access information (link, DOI, citation with author/year) for a publicly available or open dataset. |
| Dataset Splits | No | The paper describes using a case study with varied population scaling and flood scenarios, but it does not specify exact percentages, sample counts, or refer to predefined splits for training, validation, or testing datasets. |
| Hardware Specification | Yes | The algorithms were implemented using JAVA 8 with GUROBI 6.0 and run on a 64 bit machine with a 1.4 GHz Intel Core i5 processor and 4 GB of RAM under OSX 10.10.5. |
| Software Dependencies | Yes | The algorithms were implemented using JAVA 8 with GUROBI 6.0 and run on a 64 bit machine with a 1.4 GHz Intel Core i5 processor and 4 GB of RAM under OSX 10.10.5. |
| Experiment Setup | Yes | The time horizon was discretized into 5 minute intervals. The upgrade costs were taken to be 5 units per kilometer of additional lanes built and 0.01 units per kilometer for elevating a road to extend its availability by one time step. Unless otherwise stated, the budget is 100 units. The population was scaled by a factor x [1.7, 3] to model population growth in the Hawkesbury-Nepean region. Each instance was run for up to one hour. |