WP1 - The identification of relevant requirements, techniques, and methods, as well as the limitations and improvements introduced.

D1.1 The activity aimed to analyze and interpret the requirements of the project and the beneficiary, starting from the project’s terms of reference and validated through meetings with the beneficiary, as well as through documents with their questions and answers. The aspects covered in this report can be summarized as follows: (i) description of the general requirements of the project; (ii) description of the specific requirements of the project related to algorithms, data, and their format, as well as the software platform requirements; (iii) description of the scenarios within the project; (iv) requirements related to data and application security.

D1.2 This activity analyzes the main databases from the literature that are useful for the scenarios described in this project. Specifically, a series of databases corresponding to each algorithm were analyzed, including their main attributes such as the number of training, validation, and testing sequences, the type of data, the metrics used, and how the data was acquired. Additionally, methods and techniques for data augmentation, preprocessing, manipulation, and aggregation are presented. Finally, the activity aims to analyze the scientific literature regarding Artificial Intelligence algorithms that meet the project’s requirements.

D1.3 This deliverable aims to define and generate specifications for the integrated software application, focusing on the following aspects: (i) defining the application architecture, including the integration with data sources, processing modules, data storage, and auditing; (ii) defining the JSON data format; (iii) presenting the benchmarking platform provided additionally as part of this project.

D1.4 Defines the main requirements and specifications related to GDPR legislation and Artificial Intelligence, as well as data security.