In the second reporting period, the work was focused on the full integration and testing of all components, adhering to the interface specifications outlined in D2.2 while ELECTRON components were fine-tuned to provide the necessary capabilities for the pilot deployment and trials, with intensive effort put to the refinement and adaption for a smooth deployment and operation in pilot environments. What is more, a patent application was filed to the European Patent Office based on the results of T4.1 particularly on the Machine Learning anomaly detection method behind the LADS. Five independent Certification Procedures have been developed for different EPES operational roles. The PRINCE portal, accessible at
https://prince-portal.electron-project.eu(se abrirá en una nueva ventana) was also deployed during this period as the central platform for training and certification, providing training resources, AR/VR tools, and the certification environment. Tangible policy and regulatory documents and standardization activities, as well as cybersecurity guidelines for the energy sector, were investigated and integrated into the Cybersecurity Lighthouse. A comprehensive analysis of all experimental results was carried out, with an evaluation of large-scale pilot demonstrations and a Cost-Benefit analysis based on the partners' reflection reports. Efforts were focused on analyzing the documentation of project results, the procedures and algorithms developed, outlining their efficacy and areas for improvement. The project's results provide valuable recommendations and guidance for stakeholders in the energy value chain and future developments, as reported in D9.5. The communication and dissemination activities under WP10 of ELECTRON included a wide range of impactful initiatives. Key achievements included the creation of promotional materials (flyers and banners), the publication of 20 conference papers, 6 journal articles, 1 book, and 12 datasets, as well as active participation in collaborative clusters such as CyberEPES and Secure Cyber Projects and the BRIDGE working group. Several high-profile events were organized, including the ELECTRON International Event on Energy Crisis and Cybersecurity, the ELECTRON Final Event, and nine workshops. The project also co-organized the Joint Workshop on EU-made cybersecurity solutions and participated in ENLIT 2022 and 2023. On the exploitation front, 29 Exploitable Items (EI) were identified, with detailed market assessments, business model canvases, SWOT analyses, and exploitation roadmaps included in the final exploitation plan (D10.7). Notably, ELECTRON resulted in four patents, three from IBM and one from ATOS. IBM's patents focus on innovative privacy-preserving anomaly detection methods using Fully-Homomorphic Encryption (FHE) and ARIMA time-series models, while ATOS developed a versatile machine learning-based method for detecting anomalies across SCADA and non-SCADA protocols, addressing threats such as FDI, MITM, and DoS attacks. These advancements underline ELECTRON's contributions to advancing cybersecurity in energy systems.