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In this paper, we introduce a distributed secondary frequency control scheme for an islanded ac microgrid under event-triggered communication. An integral type event-triggered mechanism is proposed by which each distributed generator (DG)…

Systems and Control · Electrical Eng. & Systems 2021-02-18 Keywan Mohammadi , Elnaz Azizi , Mohammad-Taghi Hamidi-Beheshti , Ali Bidram , Sadegh Bolouki

Networked microgrids with high penetration of distributed generators have ubiquitous remote information exchange, which may be exposed to various cyber security threats. This paper, for the first time, addresses a consensus problem in terms…

Systems and Control · Electrical Eng. & Systems 2022-12-13 Pudong Ge , Boli Chen , Fei Teng

In this paper, we propose and analyze an attack detection scheme for securing the physical layer of a networked control system against attacks where the adversary replaces the true observations with stationary false data. An independent and…

Optimization and Control · Mathematics 2021-01-06 Arunava Naha , Andre Teixeira , Anders Ahlen , Subhrakanti Dey

Embedding watermarks into the output of generative models is essential for establishing copyright and verifiable ownership over the generated content. Emerging diffusion model watermarking methods either embed watermarks in the frequency…

Image and Video Processing · Electrical Eng. & Systems 2025-02-18 Yunzhuo Chen , Jordan Vice , Naveed Akhtar , Nur Al Hasan Haldar , Ajmal Mian

This paper proposes a novel scheme for the watermarking of Deep Reinforcement Learning (DRL) policies. This scheme provides a mechanism for the integration of a unique identifier within the policy in the form of its response to a designated…

Machine Learning · Computer Science 2019-06-05 Vahid Behzadan , William Hsu

Hierarchical architectures stacking primary, secondary, and tertiary layers are widely employed for the operation and control of islanded DC microgrids (DCmGs), composed of Distribution Generation Units (DGUs), loads, and power lines.…

Systems and Control · Electrical Eng. & Systems 2020-08-07 Pulkit Nahata , Alessio La Bella , Riccardo Scattolini , Giancarlo Ferrari-Trecate

As a valuable digital product, deep neural networks (DNNs) face increasingly severe threats to the intellectual property, making it necessary to develop effective technical measures to protect them. Trigger-based watermarking methods…

Cryptography and Security · Computer Science 2025-10-27 Chaoyue Huang , Gejian Zhao , Hanzhou Wu , Zhihua Xia , Asad Malik

In the hierarchical control of an islanded microgrid, secondary control could be centralized or distributed. The former control strategy has several disadvantages, such as single point of failure at the level of the central controller as…

Systems and Control · Computer Science 2017-12-13 Tung Lam Nguyen , Quoc-Tuan Tran , Raphael Caire , Catalin Gavriluta , Van Hoa Nguyen

With the wide application of deep neural networks, it is important to verify a host's possession over a deep neural network model and protect the model. To meet this goal, various mechanisms have been designed. By embedding extra…

Cryptography and Security · Computer Science 2021-07-19 Fang-Qi Li , Shi-Lin Wang , Alan Wee-Chung Liew

Motivated by the recent cyber attack on the Ukrainian power grid, we study cyber attacks on power grids that affect both the physical infrastructure and the data at the control center. In particular, we assume that an adversary attacks an…

Systems and Control · Computer Science 2017-09-21 Saleh Soltan , Mihalis Yannakakis , Gil Zussman

Out-of-distribution (OOD) detection aims to identify OOD data based on representations extracted from well-trained deep models. However, existing methods largely ignore the reprogramming property of deep models and thus may not fully…

Machine Learning · Computer Science 2022-10-28 Qizhou Wang , Feng Liu , Yonggang Zhang , Jing Zhang , Chen Gong , Tongliang Liu , Bo Han

As Diffusion Models (DM) generate increasingly realistic images, related issues such as copyright and misuse have become a growing concern. Watermarking is one of the promising solutions. Existing methods inject the watermark into the…

Cryptography and Security · Computer Science 2025-06-16 Kecen Li , Zhicong Huang , Xinwen Hou , Cheng Hong

This paper addresses the problem of distributed secondary voltage control of an islanded microgrid (MG) from a cyber-physical perspective. An event-triggered distributed model predictive control (DMPC) scheme is designed to regulate the…

Systems and Control · Electrical Eng. & Systems 2022-09-21 Pudong Ge , Boli Chen , Fei Teng

Graph-structured data is foundational to numerous web applications, and watermarking is crucial for protecting their intellectual property and ensuring data provenance. Existing watermarking methods primarily operate on graph structures or…

Machine Learning · Computer Science 2026-01-22 Jiasen Li , Yanwei Liu , Zhuoyi Shang , Xiaoyan Gu , Weiping Wang

The increasing penetration of distributed energy resources and power-electronics interfaces in DC microgrids, coupled with rising cyber threats, necessitates primary controllers that are provably safe, cyber-resilient, and practical. The…

Systems and Control · Electrical Eng. & Systems 2025-09-05 Muratkhan Abdirash , Xiaofan Cui

In this paper, we investigate the role of a physical watermarking signal in quickest detection of a deception attack in a scalar linear control system where the sensor measurements can be replaced by an arbitrary stationary signal generated…

Optimization and Control · Mathematics 2018-03-02 Somayeh Salimi , Subhrakanti Dey , Anders Ahlen

This paper introduces a novel, fully distributed control framework for DC microgrids, enhancing resilience against exponentially unbounded false data injection (EU-FDI) attacks. Our framework features a consensus-based secondary control for…

Systems and Control · Electrical Eng. & Systems 2025-01-13 Yi Zhang , Mohamadamin Rajabinezhad , Yichao Wang , Junbo Zhao , Shan Zuo

Well-performed deep neural networks (DNNs) generally require massive labelled data and computational resources for training. Various watermarking techniques are proposed to protect such intellectual properties (IPs), wherein the DNN…

Computer Vision and Pattern Recognition · Computer Science 2023-04-04 Xiangyu Wen , Yu Li , Wei Jiang , Qiang Xu

In this paper we propose a new decentralized control scheme for Islanded microGrids (ImGs) composed by the interconnection of Distributed Generation Units (DGUs). Local controllers regulate voltage and frequency at the Point of Common…

Systems and Control · Computer Science 2014-10-06 Stefano Riverso , Fabio Sarzo , Giancarlo Ferrari-Trecate

The intellectual property (IP) of Deep neural networks (DNNs) can be easily ``stolen'' by surrogate model attack. There has been significant progress in solutions to protect the IP of DNN models in classification tasks. However, little…

Cryptography and Security · Computer Science 2021-08-06 Jie Zhang , Dongdong Chen , Jing Liao , Han Fang , Zehua Ma , Weiming Zhang , Gang Hua , Nenghai Yu