• Title/Summary/Keyword: SCADA data

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Securing SCADA Systems: A Comprehensive Machine Learning Approach for Detecting Reconnaissance Attacks

  • Ezaz Aldahasi;Talal Alkharobi
    • International Journal of Computer Science & Network Security
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    • v.23 no.12
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    • pp.1-12
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    • 2023
  • Ensuring the security of Supervisory Control and Data Acquisition (SCADA) and Industrial Control Systems (ICS) is paramount to safeguarding the reliability and safety of critical infrastructure. This paper addresses the significant threat posed by reconnaissance attacks on SCADA/ICS networks and presents an innovative methodology for enhancing their protection. The proposed approach strategically employs imbalance dataset handling techniques, ensemble methods, and feature engineering to enhance the resilience of SCADA/ICS systems. Experimentation and analysis demonstrate the compelling efficacy of our strategy, as evidenced by excellent model performance characterized by good precision, recall, and a commendably low false negative (FN). The practical utility of our approach is underscored through the evaluation of real-world SCADA/ICS datasets, showcasing superior performance compared to existing methods in a comparative analysis. Moreover, the integration of feature augmentation is revealed to significantly enhance detection capabilities. This research contributes to advancing the security posture of SCADA/ICS environments, addressing a critical imperative in the face of evolving cyber threats.

A Security Analysis of a Key Management Scheme for PCS/SCADA Sensor Networks (PCS/SCADA 센서 네트워크용 키 관리 프로토콜에 대한 보안 분석)

  • Park, DongGook
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.5 no.2
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    • pp.123-131
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    • 2009
  • Process Control Systems (PCSs) or Supervisory Control and Data Acquisition (SCADA) systems have recently been added to the already wide collection of wireless sensor networks applications. The PCS/SCADA environment is somewhat more amenable to the use of heavy cryptographic mechanisms such as public key cryptography than other sensor application environments. The sensor nodes in the environment, however, are still open to devastating attacks such as node capture, which makes designing a secure key management challenging. Recently, Nilsson et al. proposed a key management scheme for PCS/SCADA, which was claimed to provide forward and backward secrecies. In this paper, we define four different types of adversaries or attackers in wireless sensor network environments in order to facilitate the evaluation of protocol strength. We then analyze Nilsson et al. 's protocol and show that it does not provide forward and backward secrecies against any type of adversary model.

A Study of Integrated SCADA System for Wind Farm to Support Interoperability (이기종간의 상호운용을 지원하는 풍력발전 통합 SCADA 시스템에 관한 연구)

  • Kim, Young-Gon;Moon, Chae-Joo;Joo, Yeong-Tae;Park, Tae-Sik;Chang, Young-Hak
    • Journal of the Korean Solar Energy Society
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    • v.33 no.6
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    • pp.70-76
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    • 2013
  • Recently industrial control systems have been required to ensure intelligent, high tech automation, interconnection and interoperability demands. Therefore, there is a need to redefine the structure concepts of SCADA system for wind power. Also, at this time, the integrated management system is required for the distributed development of wind farms where are needed often interoperability features and exchange information between different wind farms, wind turbines or SCADA systems. In this paper, an integrated structural concepts for SCADA system are defined. Based on this definition of an integrated SCADA system, the basic designs are analyzed on physical layer, system layer and application layer which are corresponded to wind turbine controller, the SCADA server and the SCADA client, and implement HMI. Between the implementation SCADA server and the client, their normal functions were verified at the small scale wind energy test facilities.

SCADA 시스템

  • 김종문
    • 전기의세계
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    • v.36 no.6
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    • pp.403-410
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    • 1987
  • SCADA 시스템은 'Supervisory Control And Data Acquisition'의 약어로서 원거리에 산재하여 있는 설비들을 한곳에서 집중 감시, 제어할 수 있는 시스템을 일컫는다. SCADA 시스템은 다양한 산업설비(전력 설비, PIPE LINE 설비 및 UTILITY)가 복잡대형화 되어감에 따라 이들 설비와 계통들을 한곳에서 효과적으로 감시, 제어, 측정하여 이들 자료를 분석처리함으로서 설비 계통의 합리적 운용 및 효율적 에너지 관리를 위한 집중원방감시제어 시스템이다.

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A Study on the Design of Small Unit SCADA System for Electric Railroad (전기철도용 소규모SCADA 시스템 설계방안에 관한 연구)

  • Lee, Seung-Chul;Shin, Kwan-Woo;Lee, Youn-Seop
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.53 no.2
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    • pp.89-93
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    • 2004
  • Supervisory Control And Data Acquisition(SCADA) of electric power system refersto the system that displays, monitors and executes the control commands for remote electric power system. KNR's existing electric power control system is built on UNIX platform such that it costs more for system construction, and people with UNIX skills can only be an operator who controls and manages the system. Moreover, since the system is mainly operated in local offices, system operators must communicate with local operators to investigate the cause of the accident and react the accident every time the system fails. As a new integrated SCADA system is constructed, establishment of small-unit electric power control system, that alters local electric power control system in designated stations, is required. In this study, the electric power control system, which accommodates all functions of UNIX-based SCADA system and facilitates operation and even maintenance for local operators, is to be developed. In order to develop small-unit electric power control system, the industrial automation program, "Cimon", is used. The small-unit electric power control system that accommodatesRTU and newly installed electronic switchboard is being developed and tested at Chulam station of KNR.

A Study on the Improvement of Electric Supervisory in Apartment Complex (아파트 단지의 전력감시반 개선 연구)

  • 홍규장;김채규
    • Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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    • 1993.10a
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    • pp.51-54
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    • 1993
  • In this paper, it is proposed the the SCADA(Supervisory control and Data Acquisition) system in Apartment complex. The proposed SCADA system make use of the computer CRT(Cathod RAy Tube), which automatically observe the Electrical Facility, Elvator Facility, Fire Alarm Facility and process in the real-time data. In order to improve the hardware performance and the information process, the SCADA system composed of master-slave topology and decentralized the supervisory Facility. This system is expected the retrenchment of construction expenditure and the level-up of supervisory execution.

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Control and Monitoring Process Industrial Automation based on SCADA system using Android Smartphone (안드로이드 스마트폰을 이용한 SCADA 시스템 기반의 제어및모니터링 과정산업자동화)

  • Budhi, Prayoga;Isnanto, Isnanto;Kim, Jeong-Hun;Park, Sung-Jun
    • Proceedings of the KIPE Conference
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    • 2013.07a
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    • pp.126-127
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    • 2013
  • In industry, Supervisory Control and Data Acquisition (SCADA) system plays critical role to ensure production is monitored and controlled rigorously and in timely manner. Having a cost saving yet still effective SCADA system would be much desired by Industry. SCADA itself is a field with constant development and research like how this paper investigates on creating an extremely low cost device, which can be adapted to many different SCADA applications through some very basic programming when combined with relevant peripherals. Much of the process in some expensive SCADA application based on smartphone application is due to specialized communication infrastructure. This paper addresses the needs by developing low cost and integrated wireless SCADA system. The system features capability on accessing the performance of remotely situated device parameter, such as temperature, control analog or digital input output on real time basis. We use existing mobile network capability through Bluetooth communication channel.

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A Database Design Method for Wind Power Plant SCADA System based on IEC61400-25 (IEC61400-25 국제표준기반 풍력 SCADA시스템을 위한 데이터베이스 설계방안)

  • Chae, Chang Hun;Choi, Hyo Yul;Choi, Jun Suk
    • KIPS Transactions on Computer and Communication Systems
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    • v.1 no.3
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    • pp.151-160
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    • 2012
  • In this paper, a database method for Wind Power Plant SCADA system based on IEC61400-25 was designed. To manage big data, which is produced by the introduction of international standards and large/grouping of wind power plant, database should be systematically designed. As identify the characteristics of the wind power data and reflect the requirements of a user, it would be decreasing the waste of data space and managing efficiently the system. As a result, it is expected to reduce cost and effort in development and maintenance of Wind Power Plant.

Remote structural health monitoring systems for next generation SCADA

  • Kim, Sehwan;Torbol, Marco;Chou, Pai H.
    • Smart Structures and Systems
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    • v.11 no.5
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    • pp.511-531
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    • 2013
  • Recent advances in low-cost remote monitoring systems have made it possible and practical to perform structural health monitoring (SHM) on a large scale. However, it is difficult for a single remote monitoring system to cover a wide range of SHM applications due to the amount of specialization required. For the remote monitoring system to be flexible, sustainable, and robust, this article introduces a new cost-effective, advanced remote monitoring and inspection system named DuraMote that can serve as a next generation supervisory control and data acquisition (SCADA) system for civil infrastructure systems. To evaluate the performance of DuraMote, we conduct experiments at two representative counterpart sites: a bridge and water pipelines. The objectives of this article are to improve upon the existing SCADA by integrating the remote monitoring system (i.e., DuraMote), to describe a prototype SCADA for civil engineering structures, and to validate its effectiveness with long-term field deployment results.

A study on XML based methodology of data mapping for SCADA System (SCADA 시스템에서 XML 기반의 데이터 매핑 방법론 연구)

  • Ju, Seung-Hwan;Lee, Jae-Kyoung;Park, Joon-Young;Lee, Jun-Shin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.711-713
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    • 2013
  • 본 연구의 목적은 SCADA 시스템을 이용하여 전력, 발전설비, 송유시설, 가스처리, 도로교통, 폐수처리 등 사회인프라 구조물에 대한 능동적 재난관리 및 방지 방법론을 개발하는 것이다. SCADA 시스템은 원격으로 제어기능을 수행하고, 운영 성능 분석 및 보고하기 위한 컴퓨팅 시스템이다. 여러 제작사의 이기종 설비 시스템들을 단일 SCADA 시스템에서 관리하기 위해서는 이기종간의 데이터 호환과 정보 수집의 일반화가 필요하며, 본 연구에서는 이를 XML 기반의 데이터 통신을 통해 해결하고자 하였다. 본 연구에서는 해상풍력발전 설비의 이기종간 데이터 일반화를 목표로 하였고, 나아가 발전 설비 외에도 이기종 단말의 데이터 동기화가 필요한 경우에 XML을 이용한 이기종 단말의 데이터 수집 방법론을 활용할 수 있을 것이다.