An Explainable Intelligent Framework for Anomaly Mitigation in Cyber-Physical Inverter-based Systems
نویسندگان
چکیده
Inverter-based microgrids essentially constitute an extensive communication layer that makes them vulnerable to cyber anomalies. The distributed cooperative controllers implemented at the secondary control level of such systems exchange information among physical nodes using meet objectives. anomalies targeting network may distort normal operation, therefore, effective anomaly mitigation technique Artificial Neural Network (ANN) is proposed in this paper. intelligent modeled a dynamic neural employs nonlinear autoregressive with exogenous inputs. effects false data injection on controller are considered. training for designing generated by multiple simulations designed microgrid under various operating conditions MATLAB/Simulink. An explainable framework employed interpret output trained network-based after has been offline and validated online simulated microgrid. applied as voltage frequency control-based regulate conditions. performance verified injecting types injection-based ANN-based maintained operation demonstrated real-time digital simulator.
منابع مشابه
Cyber-Physical Microservices: An IoT-based Framework for Manufacturing Systems
Recent advances in ICT enable the evolution of the manufacturing industry to meet the new requirements of the society. Cyber-physical systems, Internet-of-Things (IoT), and Cloud computing, play a key role in the fourth industrial revolution known as Industry 4.0. The microservice architecture has evolved as an alternative to SOA and promises to address many of the challenges in software develo...
متن کاملAutonomic Computing Framework for Cyber-Physical Systems
The more systems are becoming to be controlled by computing devices. Cyber-Physical Systems (CPS) are expected to be an alternative to the traditional control systems. However, there are several problems to adopt CPS since they cannot adapt to changes in environment and system failures. Autonomic computing concept is widely applied to enable systems to adapt changes at runtime. In this paper we...
متن کاملA Framework for Developing Cyber-Physical Systems
Cyber physical systems (CPSs) are pervasive in our daily life from mobile phones to auto driving cars. CPSs are inherently complex due to their sophisticated behaviors and thus difficult to build. In this paper, we propose a framework to develop CPSs based on a model driven approach with quality assurance throughout the development process. An agent-oriented approach is used to model individual...
متن کاملThe Rise of Intelligent Cyber-Physical Systems
C O M P U T E R 0 0 1 8 9 1 6 2 / 1 7 / $ 3 3 . 0 0 © 2 0 1 7 I E E E P U B L I S H E D B Y T H E I E E E C O M P U T E R S O C I E T Y D E C E M B E R 2 0 1 7 7 Cyber-physical systems (CPS) are orchestrations of computers, machines, and people working together to achieve goals using computation, communications, and control (CCC) technologies. Although the term CPS was coined only in 2006 by He...
متن کاملExplainable Agency for Intelligent Autonomous Systems
Explainable Agency As intelligent agents become more autonomous, sophisticated, and prevalent, it becomes increasingly important that humans interact with them effectively. Machine learning is now used regularly to acquire expertise, but common techniques produce opaque content whose behavior is difficult to interpret. Before they will be trusted by humans, autonomous agents must be able to exp...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Access
سال: 2023
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2023.3289887