IEEE IT2023: Vehicle Speed Estimation From Audio Signals Using 1D Convolutional Neural Networks

Researchers from NCC Montenegro presented a paper at the 27th IEEE Conference on Information Technology IT2023.

The paper is titled “Vehicle Speed Estimation From Audio Signals Using 1D Convolutional Neural Networks” and authored by Ivana Čavor and Slobodan Djukanović.

ABSTRACT : This paper presents an approach to acoustic vehicle speed estimation using audio data obtained from single-sensor measurements. One-dimensional convolutional neural network (1D CNN) is used to estimate the vehicle’s speed directly from raw audio signal. The proposed approach does not require manual feature extraction and can be trained directly on unprocessed time-domain signals. The VS13 dataset, which contains 400 audio-video recordings of 13 different vehicles, is used for training and testing of the proposed model. Two training procedures have been evaluated and tested, one based on determining optimal number of training epochs and the other based on recording model state with minimal validation loss. The experimental results show that the average estimation error on VS13 is 9.50 km/h and 8.88 km/h, respectively.

Link : https://ieeexplore.ieee.org/document/10078724

EUROCC2 presented at the IEEE IT 2023 conference

EUROCC2 project was presented at the 27th IEEE International Conference – Information Technology – IT2023. The conference took place 15-18 February in Zabljak Montenegro. NCC Montenegro team presented the project on the first day of the conference within the special session dedicated to presentations of EU projects. EUROCC2 project is a continuation of the success we achieved with the previous EUROCC.

Presenting EUROCC2 at IT2023
Dr Luka Filipovic presenting NCC Montenegro team and activities in EUROCC
Presentation took place during the first day of the conference

The presentation covered the results from EUROCC and introduced the activities for the upcoming period in EUROCC2. Also, this event was a great place for newly extended NCC Montenegro team members to meet and discuss the activities in the upcoming period. Our team now includes representatives from University of Donja Gorica (UDG) and University of Montenegro (UCG). IEEE IT2023 conference program is available at the following link.

Dr Tomo Popovic and Dr Luka Filipovic answering the questions from the audience

HPC4S3ME project presented at the IEEE IT2023

New reearch project HPC4S3ME was presented by prof. Tomo Popovic and dr. Luka Filipovic at the 27th IEEE International Conference – Information Technology – IT2023. The conference had a special session dedicated to presentation of project results for the projects implemented in Montenegro and the region. The conference program is available at the following link.

The full title of this new project is “Building scientific and innovation potential to utilize HPC and AI for S3 Smart Specialisation in Montenegro – HPC4S3ME” and it is funded by the through IPA II program, call reference EuropeAid/172-351/ID/ACT/ME.

Proposing the use of HPC for research in Montenegrin S3 priority domains
Project was presented by prof. Popovic and dr. Filipovic

The overall objective of HPC4S3ME project is to contribute to straightening research excellence by building scientific and innovation potential based on the use of high performance computing (HPC) and artificial intelligence (AI) for applications in industrial domains proposed by the Smart Specialisation Strategy (2019-2024) for Montenegro. The implementation of this project will provide a state-of-the-art environment for young researchers to gain experience in research and development in computer science, more specifically to apply machine learning (ML) and deep learning (DL) algorithms supported by HPC in order to create innovative information-communication technology (ICT) solutions for applications in agriculture and food value chain, health and tourism, energy and sustainable environment., i.e. priority domains identified by the smart specialisation strategy. More information on the project available at the HPC4S3ME website.

HPC4S3ME focuses on HPC capacity building and support for young researchers

Training Workshop on AI and IoT at the IEEE IT2023 Conference

UDG and NCC Montenegro team continue with the implementation of a training project called “Competency Training for IoT and AI – InnovateYourFuture” supported by ANSO – Alliance of International Science Organizations, China. A training event is organized in a form of Workshop at the upcoming IEEE IT2023 conference that is taking place 15-18 February in Žabljak, Montenegro (link). The workshop will include introduction to AI and IoT (AIoT), software tools for AI/ML, edge AI, and IoT, and presentation and practical demonstrations. The target audience is MSc, BSc, and high-school students, but others are welcome, too. The conference program is available at the following link.

Click on image to open IEEE IT2023 conference program

EuroCC2 & CASTIEL2 Kick-Off Conference

NCC Montenegro representative Sanja Nikolic, attended EuroCC2 & CASTIEL2 Kick-Off Conference held in Stuttgart, Feb 7th – 9th 2023. First day of the conference was reserved for the NCCs pitch-presentations, including brief introduction, key activities, collaboration opportunities and EuroCC2 goals.

EuroCC2 & CASTIEL2 Kick-Off Conference

EUROCC and CASTIEL teams introduced EUROCC2 project management framework, operative responsibilities and requested deliverables. Joint expectations in pursuing further HPC industry uptake were emphasized, with special regard to strategic cooperation between NCCs (acting as national HPC+ hubs), CoEs (Centres of Excellence – specialised in certain fields of HPC+ applications) and EDIHs (European Digital Hubs – supporting private & public companies in digital transformation).

NCC Montenegro presentation

Working Sessions were organized to support discussion on main project activities and goals in the task areas of Competences, Trainings, Industry and Communication; as well as to support immersive interaction and further networking of NCCs and CoEs representatives. Panel Discussions evolved around HPC+ best practices, following user-centric approach: 1) SME interaction issues; 2) Big Industry examples; 3) Public Sector initiatives and 4) Importance of Academic usage. Selected NCCs shared valuable insights and proven initiatives on increasing HPC+ awareness and adoption. In addition, two useful tools for strengthening industry interaction and companies’ outreach were presented: HPC4SME (Arctur, Slovenia) and Marketplace (Teratec, France).

Panel discussions
Discussion on Industry Best Practices

EuroCC2 and CASTIEL2 will further “grow” on achievements of EUROCC/CASTIEL project, capitalizing on best practices and collaboration efforts of NCCs pan-European network, being further committed to promote and facilitate uptake of HPC and associated technologies HPDA, AI, Quantum Computing, across a various range of industries.

EuroCC2 and Castiel2 Kick-off group photo

Discussion on AI and ChatGPT at the national TV

Mr Milutin Pavicevic (Alicorn CEO and PhD candidate at the UDG) and Mr Kosta Pavlovic (PhD candidate at the UCG) were invited to the national TV program “Good morning Montenegro”. The discussion was focused on AI and ChatGPT, perspectives and possibilties.

Milutin Pavicevic, PhD candidate at UDG
Discussion on the role of AI and ChatGPT in our lives in the near future

EuroCC2 project presented at a panel discussion in the Chamber of Commerce of Montenegro

At the panel discussion called “Strategic planning of digitization of higher education in Montenegro in the post-COVID-19 era” in Chamber of Commerce of Montenegro, the project EuroCC2 – National Competence Centers for HPC, which has started with its implementation was presented today.

Dr. Sandra Tinaj presenting the EuroCC2 in the Chamber of Commerce of Montenegro

Representing the University of Donja Gorica and NCC Montenegro, the general manager of UDG Assoc. Dr. Sandra Tinaj, who was one of the panelists, along with representatives of other higher education institutions in Montenegro, addressed the present audience. She pointed out that the EuroCC2 project is of great importance precisely in the field of digitization of higher education, but also invited all interested members of the general public to contact the HPC Montenegro Center in case of providing additional information and support – in order to raise awareness of the importance of this project, but also the opportunities that it can provide to our community in general.

The panel was attended by representatives from industry, academia and public sector