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Deep neural networks for electric energy theft and anomaly detection in the distribution grid.
Time series classification is a fundamental problem when applied to energy distribution issues.
Ceschini, A., Rosato, A., Succetti, F., Di Luzio, F., Mitolo, M., Araneo, R., & Panella, M.
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Deep neural networks for electric energy theft and anomaly detection in the distribution grid.

Ceschini, A., Rosato, A., Succetti, F., Di Luzio, F., Mitolo, M., Araneo, R., & Panella, M.
In 2021 IEEE International Conference on Environment and Electrical Engineering and 2021 IEEE Industrial and Commercial Power Systems Europe (EEEIC/I&CPS Europe) (pp. 1-5). IEEE.
Time series classification is a fundamental problem when applied to energy distribution issues. In this paper, the authors propose a solution for the detection of electric energy theft (as well as of electric energy anomalies) by introducing a novel time series classification. Data obtained via actual measurements in industrial sites were employed. Our approach was based on the training of a DNN to recognize whether a measurement of a single-day energy profile were subject to any anomaly. Our proposed method was tested and experimentally validated against the results of accepted benchmarks. The outcomes clearly indicate that the performance of our methodology does outperform the other architectures employed as a benchmark, considering the accuracy and its standard deviation.
14/08/2024
Cybersecurity with AI live monitoring
This shift towards decentralized systems is not only transforming how energy is produced and consumed but also how it is managed.
F. Succetti, A. Rosato, R. Araneo, G. Di Lorenzo, M. Panella
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14/08/2024

Cybersecurity with AI live monitoring

F. Succetti, A. Rosato, R. Araneo, G. Di Lorenzo, M. Panella
The Rise of Decentralized Energy Systems
Decentralized energy systems (DES) have emerged as a game-changer in the energy sector, providing an alternative to traditional centralized power grids. Unlike conventional systems, where power generation occurs at a few large plants and is distributed across vast networks, DES relies on a network of smaller, localized energy sources. These can include renewable energy installations like solar panels, wind turbines, and small-scale hydroelectric plants. The rise of DES is largely driven by the need for more resilient, flexible, and sustainable energy solutions, especially in the face of climate change and growing energy demands.
Blockchain Technology: Enhancing the Efficiency of Decentralized Grids
Blockchain technology is playing a crucial role in the development of decentralized energy systems. By enabling secure, transparent, and decentralized transactions, blockchain facilitates peer-to-peer (P2P) energy trading within local communities. Homeowners with solar panels, for example, can sell excess energy directly to their neighbors without relying on a central utility, creating a more efficient and democratized energy market.Moreover, blockchain can streamline the management of decentralized grids by automating processes such as billing, energy tracking, and regulatory compliance. Smart contracts, powered by blockchain, can ensure that energy transactions are executed seamlessly and that all participants adhere to the agreed-upon terms. This not only reduces administrative costs but also enhances trust and transparency in energy markets, making decentralized energy systems more attractive to consumers and investors alike.
The Environmental and Economic Benefits of Decentralized Energy
Decentralized energy systems offer significant environmental and economic benefits. From an environmental perspective, these systems promote the use of renewable energy sources, thereby reducing greenhouse gas emissions and minimizing the carbon footprint of energy production. By generating power close to where it is consumed, DES also reduces the need for extensive transmission infrastructure, which can be both costly and environmentally disruptive.Economically, decentralized energy systems can lower energy costs for consumers by reducing transmission losses and enabling more efficient use of local resources. They also create new revenue streams for individuals and communities, who can sell excess energy or participate in energy markets. Furthermore, the development and maintenance of decentralized energy systems can stimulate local economies by creating jobs in the renewable energy sector and associated industries.As the world moves towards a more sustainable energy future, the adoption of decentralized energy systems is likely to accelerate, driven by their numerous environmental, economic, and social benefits. Through continued innovation and investment, DES could become the cornerstone of a resilient and sustainable global energy system.

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