新增论文概要

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Hongyu Yan
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ICS/工控相关公开数据集(用于训练/对照评估)
你做 Modbus TCP 语义级生成,需要真实或半真实数据来学时空规律;即便不是纯 Modbus 报文级,这些 ICS 数据集对“过程变量/状态模式”也有价值(尤其你生成的是语义级而不是 raw bytes
Mathur & Tippenhauer. SWaT: A water treatment testbed for security research及其数据集论文/报告2016 前后,后续大量引用)
用途:经典 ICS 测试床数据集,常用于异常检测、过程建模;可用于你生成“寄存器值/控制量”的真实性评估。
Ahmed et al. WADIWater Distribution testbed dataset相关数据说明论文/报告)
用途:同类数据集;对“工艺周期+异常”建模有帮助。

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ICS/工控相关公开数据集(用于训练/对照评估)
你做 Modbus TCP 语义级生成,需要真实或半真实数据来学时空规律;即便不是纯 Modbus 报文级,这些 ICS 数据集对“过程变量/状态模式”也有价值(尤其你生成的是语义级而不是 raw bytes
Mathur & Tippenhauer. SWaT: A water treatment testbed for security research及其数据集论文/报告2016 前后,后续大量引用)
用途:经典 ICS 测试床数据集,常用于异常检测、过程建模;可用于你生成“寄存器值/控制量”的真实性评估。

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@INPROCEEDINGS{7469060,
author={Mathur, Aditya P. and Tippenhauer, Nils Ole},
booktitle={2016 International Workshop on Cyber-physical Systems for Smart Water Networks (CySWater)},
title={SWaT: a water treatment testbed for research and training on ICS security},
year={2016},
volume={},
number={},
pages={31-36},
keywords={Sensors;Actuators;Feeds;Process control;Chemicals;Chemical sensors;Security;Cyber Physical Systems;Industrial Control Systems;Cyber Attacks;Cyber Defense;Water Testbed},
doi={10.1109/CySWater.2016.7469060}}

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@inproceedings{10.1145/3055366.3055375,
author = {Ahmed, Chuadhry Mujeeb and Palleti, Venkata Reddy and Mathur, Aditya P.},
title = {WADI: a water distribution testbed for research in the design of secure cyber physical systems},
year = {2017},
isbn = {9781450349758},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3055366.3055375},
doi = {10.1145/3055366.3055375},
abstract = {The architecture of a water distribution testbed (WADI), and on-going research in the design of secure water distribution system is presented. WADI consists of three stages controlled by Programmable Logic Controllers (PLCs) and two stages controlled via Remote Terminal Units (RTUs). Each PLC and RTU uses sensors to estimate the system state and the actuators to effect control. WADI is currently used to (a) conduct security analysis for water distribution networks, (b) experimentally assess detection mechanisms for potential cyber and physical attacks, and (c) understand how the impact of an attack on one CPS could cascade to other connected CPSs. The cascading effects of attacks can be studied in WADI through its connection to two other testbeds, namely for water treatment and power generation and distribution.},
booktitle = {Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks},
pages = {2528},
numpages = {4},
keywords = {attack detection, cyber physical systems, cyber security, industrial control systems, water distribution testbed},
location = {Pittsburgh, Pennsylvania},
series = {CySWATER '17}
}