Privacy-Preserving Obfuscation of Critical Infrastructure Networks
Authors: Ferdinando Fioretto, Terrence W.K. Mak, Pascal Van Hentenryck
IJCAI 2019 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | The obfuscation is evaluated for both realism and privacy properties on real energy and transportation networks. Experimental results show the obfuscation mechanism substantially reduces the potential damage of an attack exploiting the released data to harm the real network. |
| Researcher Affiliation | Academia | Ferdinando Fioretto1,2 , Terrence W.K. Mak1 and Pascal Van Hentenryck1 1 Georgia Institute of Technology 2 Syracuse University {fioretto, wmak}@gatech.edu, pvh@isye.gatech.edu |
| Pseudocode | No | The paper presents mathematical models (Figure 4: PBL, Figure 5: PCL) but does not include pseudocode or clearly labeled algorithm blocks. |
| Open Source Code | No | The paper does not provide an explicit statement about releasing its source code or a link to a code repository. |
| Open Datasets | Yes | The experiments were performed on a variety of benchmarks from the NESTA library [Coffrin et al., 2014]. |
| Dataset Splits | No | The paper does not explicitly specify training, validation, and test dataset splits by percentage or sample count. It refers to 'real energy and transportation networks' and benchmarks, but not the split methodology. |
| Hardware Specification | No | The paper does not provide any specific details about the hardware used to run the experiments (e.g., CPU, GPU models, memory, or cloud instances). |
| Software Dependencies | No | The paper mentions 'the Julia package Power Models.jl with IPOPT', but does not provide specific version numbers for these software dependencies, which is required for reproducibility. |
| Experiment Setup | Yes | The experiments use a privacy loss ϵ of 1.0, and vary the indistinguishability levels αl from 1% to 10% of the network diameter dp Gq, and the faithfulness level β in t10 2, 10 1u, while αv is fixed to 0.1 p.u. 10 MW. |