相关实验视频

Updated: Jul 14, 2026

Data Acquisition Protocol for Determining Embedded Sensitivity Functions

Data Acquisition Protocol for Determining Embedded Sensitivity Functions

Published on: April 20, 2016

开发一个全面的BACnet攻击数据集:在建筑自动化系统中提高网络安全的一步

Seyed Amirhossein Moosavi¹, Mojtaba Asgari¹, Seyed Reza Kamel¹

¹Department of Computer Engineering, Mashhad Branch, Islamic Azad University, Mashhad, Iran.

|December 31, 2024

概括

本研究引入了一种新的框架,用于为智能建筑网络安全生成现实的BACnet网络流量数据集. 该方法模拟真实世界的条件,使入侵检测系统 (IDS) 和入侵预防系统 (IPS) 的更好开发成为可能.

科学领域:

智能建筑中的网络安全
网络流量分析网络流量分析
建设自动化和控制网络

背景情况:

智能建筑面临越来越多的网络攻击风险,特别是针对建筑自动化和控制 (BAC) 系统.
BACnet协议在智能建筑中广泛使用,特别是用于HVAC系统,使其成为关键目标.
开发有效的入侵检测 (IDS) 和预防 (IPS) 系统需要现实的正常和攻击流量的数据集,这些数据集通常由于机密性而无法获得.

研究的目的:

提出一个框架,用于生成现实的BACnet网络流量数据集.
为解决网络安全研究的真实世界BACnet流量数据的稀缺问题.
创建一个准确反映真实网络行为的数据集,用于训练机器学习模型.

主要方法:

开发了一个框架,将现有的真实数据集转换为BACnet协议网络流量.
为控制器设置虚拟机,模拟真实场景,注入历史数据.
模拟了三种类型的攻击 (伪造,修改,隐藏通道),隐藏通道使用纯文本,SHA3-256和AES-256.
网络流量使用Wireshark以pcap格式捕获.

主要成果:

创建了一个新的BACnet网络流量的数据集,模仿真实世界的条件.
由于使用实际数据,生成的数据表现出现实的行为.
该框架成功模拟了BACnet网络上的各种网络攻击.

结论:

拟议的框架提供了一个可行的解决方案,用于创建现实的网络安全的BACnet数据集.
这种方法有助于开发和测试用于智能建筑的更强大的IDS/IPS.
生成的数据集增强了训练机器学习模型的能力,以检测BACnet网络中的异常并防止攻击.

关键词:

攻击检测检测攻击检测在BACnet中,我们可以使用BACnet.在BMS中,BMS就是BMS.建筑物管理系统建筑物管理系统在CPS中,使用CPS是非常重要的.网络物理系统网络物理系统网络安全网络安全这是一个 SCADA 系统.

更多相关视频

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data

Published on: July 27, 2018

Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring

Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring

Published on: July 14, 2023

相关概念视频

Distribution Reliability and Automation

Distribution Reliability and Automation

Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...

Hazard Analysis and Critical Control Points (HACCP)

Hazard Analysis and Critical Control Points (HACCP)

Hazard Analysis and Critical Control Points (HACCP) is a science-based, preventive system used globally to ensure food safety by identifying, evaluating, and controlling biological, chemical, and physical hazards throughout food production. Originally developed by NASA and the Pillsbury Company for astronaut food, HACCP is now a core component of the Codex Alimentarius.HACCP operates on prerequisite programs—such as Good Manufacturing Practices (GMPs), sanitation procedures, and supplier...

Automated Microbial Diagnostics

Automated Microbial Diagnostics

Automated diagnostic analyzers have transformed clinical microbiology by providing rapid and reliable methods for pathogen identification and antibiotic susceptibility testing. Among these systems, the Vitek 2 is widely used because it automates the traditionally labor-intensive processes of microbial identification (ID) and antibiotic susceptibility testing (AST), delivering standardized and timely results that are essential for effective patient care.Microbial Identification with ID CardsThe...