A Human and Group Behaviour Simulation Evaluation Framework utilising Composition and Video Analysis for arXiv, November 2018.

Sound field control for reduction of noise from outdoor concerts for Audio Engineering Society Convention New York, 19 October 2018.

Deep Residual Network with Subclass Discriminant Analysis for Crowd Behavior Recognition for 25th IEEE International Conference on Image Processing (ICIP), 7-10 October 2018.

MONICA, a European project focused on the Internet of Things for the acoustic quality and safety of outdoor large scale events for Internoise 2018, 26-29 August 2018, by Bruno Vincent, Vincent Gissinger, Karim Haddad, Wookeun Song, Enrico Gallo, Christophe Doucet and Marco Jahn.
Major outdoor cultural events are often accompanied by difficulties related to acoustic quality and safety. The European MONICA project (29 partners, H2020 funded) proposes to develop an integrated solution using connected objects to facilitate their implementation and quality for spectators, residents and organisers. This article proposes a presentation of the problem and the first results concerning the diagnosis of the noise exposure of neighbourhood and participants during two major events (Fête des Lumières and Nuits Sonores, Lyon, France; KAPPA FuturFestival and Movida, Torino, Italy). The diagnosis incorporates the physical assessment of noise and the perceived assessment of the soundscape by residents. It will also present the connected solutions envisaged for both acoustic control and participatory citizen feedback (perceived hindrances, perceived quality). The acoustic control system consists of components that can estimate and mitigate noise annoyance for neighbours during outdoor musical events. In this regard, a set of sound level meters using an IoT platform will be distributed in the venue and in the neighbourhood. The noise mitigation will be performed through an Adaptive Sound Field Control System, consisting of loudspeaker arrays with an adaptive model that adjusts for changes in climate and audience configuration.

Data Pre-processing and Model Selection Strategies for Human Posture Recognition for 11th International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP), 18-20 July 2018.

MONICA in Hamburg: Towards Large-Scale IoT Deployments in a Smart City for European Conference on Networks and Communications, Ljubljana, Slovenia, 18-21 June 2018.

Parameter optimization of forward sound propagation models using Bayesian inference for sound field control purposes for Euronoise 2018,  Crete, Greece, 27-31 May 2018.

Analysis of leisure noise levels and assessment of policies impact in San Salvario district, Torino Italy, by low-cost IoT noise monitoring network, for Euronoise 2018, Crete, Greece, 27-31 May 2018.

An Adaptive, Data Driven Sound Field Control Strategy for Outdoor Concerts for 3rd AES International Conference on Sound Reinforcement, Open Air Venues, Struer Denmark, 30 August – 2 September 2017.

Research book: Cognitive Hyperconnected Digital Transformation, Internet of Things Intelligence Evolution, Chapter 8: IoT European Large-Scale Pilots – Integration, Experimentation and Testing