The general objective of the project is product innovation (both for goods and services) based on R & D within Wing Computer Group, to design, develop and test an intelligent system for automatic evaluation and interpretation of hidden behaviour for critical infrastructure personnel. The results obtained from research and development will be introduced into the production by establishing a new production unit within the company. Within the technical solution is identified, analysed and implemented an architecture of a neural network for the classification of human gestures and emotions, obtained from various sensors. Automated analysis of these behaviors with learning techniques allows us to form a complex of convolutional neural networks (RNCs) to come up with a response, as close to reality, on the behavior of a subject by classifying both body movements and physiological parameters, as well as facial characteristics. Also, within the project is established a unique combination of the latest biometric techniques and biosignal processing techniques with a RN approach for real-time analysis of emotions and behavior. The intelligent system of automatic assessment and interpretation of concealed behaviour for critical infrastructure personnel will be realised in two constructive variants:- Platform for automatic assessment and interpretation of hidden behaviour for personnel in critical infrastructure, in the controlled area, without influence of external factors;- Platform for automatic assessment and interpretation of hidden behaviour for personnel in critical infrastructure, in the open area, with influence of external factors. By achieving the general objective of the project, in accordance with the main objective of the Competitiveness Operational Programme 2014-2020, Priority Axis: 1. Research, Technological Development and Innovation (RDI) in support of economic competitiveness and business development", Investment Priority PI1b — "Promoting investments in C&I", Specific Objective"1.3.Cresting of private investments in RDI", Action: 1.2.1 Stimulating enterprise demand for innovation through RDI projects run by individual enterprises or in partnership with R & D institutes and universities, in order to innovate processes and products in economic sectors with growth potential, SC WING COMPUTER GROUP SRL will develop its technical capacity, develop new activities and/or research directions, develop its research and development and innovation infrastructure. Following the project, results are obtained directly applicable on the market of the field of intelligent specialisation 2.3.3 Infrastructures and critical services (increasing resilience and reducing the vulnerability of “Smart-Grid” systems; protection of industrial control systems; security in