Ai-aided deCision tool for seamless mUltiModal nEtwork and traffic managemeNt

Informations projet

ACUMEN

N° de convention de subvention: 101103808

DOI

10.3030/101103808

Projet clôturé

Date de signature de la CE 24 Avril 2023

Date de début 1 Juin 2023

Date de fin 31 Mai 2026

Financé au titre de

• Climate, Energy and Mobility

Coût total

€ 5 181 248,75

Contribution de l’UE

€ 4 999 476,25

Coordonné par

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Other (1)

Digital Twin general platform version 1

This deliverable will include the Generic platform Digital Twin. It refers to the interim reporting period. It will be produced in Task 5.4.

Documents, reports (5)

ACUMEN tools integration version 1

Deliverable 5.2 will present the integration of ACUMEN AI-based management and decision tools. This deliverable refers to the interim reporting period. It will be produced as part of Task 5.2.

DT Reference Architecture

Deliverable 5.1 will include the Digital Twin design guidelines and Reference Architecture Framework. The framework will evolve throughout the project, by design. This deliverable will be developed in the frame of Task 5.1.

Pilot reports and synthesis version 1

Deliverable 6.3 refers to the general overview and synthesis of pilot results from Tasks 6.2-6.5. Success and steps for further improvements will be incorporated. Lessons learnt will feed WP7. This deliverable refers to the interim reporting period and will be produced in Task 6.6.

Dissemination and communcation strategy version 2

This deliverable is the update of deliverable 7.1. It refers to the interim reporting period. It will be developed as part of Task 7.1.

Dissemination and communication strategy version 1

This deliverable includes the dissemination and communication plan of the project. This version refers to the early stages of the project. The plan will be updated during the project. It is developed as part of Task 7.1. It will include an initial framework for exploitation to be detailed in the D7.6 and D7.7.

Websites, patent fillings, videos etc. (1)

ACUMEN website

This deliverable refers to the project website. This website will serve as the main hub for offering information about the project activities and demonstrating outputs. This deliverable will be developed in Task 7.2.

Data Management Plan (2)

Data Management Plan version 2

This deliverable will include the content of the first update of D1.1. It will be produced in Task 1.2.

Data Management Plan version 1

The Data Management Plan will be developed to allow the enforcement of data management policy and ensure the proper present data management and future data processing. This deliverable will be produced in Task 1.2.

Publications

Peer reviewed articles (11)

Scaling methods for estimating macroscopic fundamental diagrams in urban networks with sparse stationary sensor coverage

Auteurs: Maiti, Nandan, Seppecher, Manon, Leclercq, Ludovic
Publié dans: Transportation Research Part C: Emerging Technologies, Numéro 178, 2025, ISSN 0968-090X
Éditeur: Elsevier
DOI: 10.1016/J.TRC.2025.105213

Assessing how ride-hailing rebalancing strategies improve the resilience of multi-modal transportation systems

Auteurs: Euntak Lee, Rim Slama, Ludovic Leclercq
Publié dans: Transportation Research Part C: Emerging Technologies, Numéro 179, 2025, ISSN 0968-090X
Éditeur: Elsevier BV
DOI: 10.48550/ARXIV.2412.00276

Electric integrated demand-responsive transport services with capacitated charging stations, multiple depots, and customer rejections

Auteurs: Yumeng Fang, Tai-Yu Ma, Francesco Viti
Publié dans: Multimodal Transportation, Numéro 5/3, 2026, ISSN 2772-5863
Éditeur: Elsevier
DOI: 10.1016/J.MULTRA.2026.100312

A New Perspective on Urban Mobility Through Large-Scale Drone Experiments for Smarter, Sustainable Cities

Auteurs: Manos Barmpounakis, Jasso Espadaler-Clapés, Dimitrios Tsitsokas, Taylor Mordan, Nikolas Geroliminis
Publié dans: Drones, Numéro 9/9, 2025, ISSN 2504-446X
Éditeur: MDPI
DOI: 10.3390/DRONES9090637

Contemporary development directions for urban digital twins

Auteurs: J.-P. Virtanen; J.-P. Virtanen; J. Alander; H. Ponto; V. Santala; R. Martijnse-Hartikka; A. Andra; T. Sillander
Publié dans: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Numéro XLVIII-4/W10-2024, 2024, ISSN 1682-1750
Éditeur: Copernicus Publications
DOI: 10.5194/ISPRS-ARCHIVES-XLVIII-4-W10-2024-177-2024

European Transport Research Review

Auteurs: Nandan Maiti, Manon Seppecher, Ludovic Leclercq
Publié dans: European Transport Research Review, Numéro 17, 2025, ISSN 1867-0717
Éditeur: Springer Verlag
DOI: 10.1186/S12544-025-00750-9

A traffic-flow-dependent macroscopic model of electric vehicle energy consumption

Auteurs: Marcello Montanino, Ilaria Natale, Chiara Fiori, Vincenzo Punzo
Publié dans: Transportation Research Part C: Emerging Technologies, Numéro 178, 2025, ISSN 0968-090X
Éditeur: Elsevier
DOI: 10.1016/J.TRC.2025.105220

Year-on-year analysis of multi-modal digital travel diaries: Temporal, spatial and modal traveler profiles

Auteurs: Charalampos Sipetas, Nejc Geržinič, Zhiren Huang, Oded Cats, Miloš N. Mladenović
Publié dans: Transportation Research Part A: Policy and Practice, Numéro 203, 2026, ISSN 0965-8564
Éditeur: Elsevier
DOI: 10.1016/J.TRA.2025.104734

Estimating Spatial Mean Speeds from Local Sensors: A Machine-Learning Approach

Auteurs: Maiti, Nandan, Leclercq, Ludovic
Publié dans: Data Science for Transportation, Numéro 7, 2025, ISSN 2948-135X
Éditeur: Springer Nature
DOI: 10.1007/S42421-025-00120-W

CV-MP: Max-pressure control in heterogeneously distributed and partially connected vehicle environments

Auteurs: Chaopeng Tan, Dingshan Sun, Hao Liu, Marco Rinaldi, Hans van Lint
Publié dans: Transportation Research Part B: Methodological, Numéro 204, 2026, ISSN 0191-2615
Éditeur: Elsevier
DOI: 10.1016/J.TRB.2025.103387

Real-time on-board passenger comfort estimation in complex public transport networks with intersecting lines

Auteurs: Charalampos Sipetas, Claudio Roncoli, Ektoras Chandakas, Ioannis Kaparias
Publié dans: Transportation Research Part C: Emerging Technologies, Numéro 186, 2026, ISSN 0968-090X
Éditeur: Elsevier
DOI: 10.1016/J.TRC.2026.105607

Conference proceedings (15)

Beyond links: The power of path incentives in alleviating congestion and emissions in urban networks

Auteurs: Niroumand, R., Vosough, S., Rinaldi, M., Connors, R., and Roncoli, C.
Publié dans: Symposium of the European Association for Research in Transportation (hEART)

Real-time on-board crowding estimation in public transport networks with multiple lines using non-exhaustive automatic passenger counting data

Auteurs: Sipetas, C., Roncoli, C., Chandakas, E., Kaparias, I.
Publié dans: Transportation Research Board (TRB), 2024

Defining Seamless Multimodal Transportation through Four Key Principles: A Systematic Approach

Auteurs: Euntak Lee, Serio Agriesti, Shaghayegh Vosough, Charalampos Sipetas, Claudio Roncoli, Marco Rinaldi, Ludovic Leclerq
Publié dans: hEART 2025: 13th Symposium of the European Association for Research in Transportation, 2025
Éditeur: hEART

A Machine Learning framework for public transport ridership estimation using multi-source data fusion with low-cost Bluetooth data

Auteurs: Chris Yung, Charalampos Sipetas, Claudio Roncoli
Publié dans: CASPT2025 (16th International Conference on Advanced Systems in Public Transport), 2025
Éditeur: Aalto University

A Causal, Theory-Informed Framework for Traffic Flow Forecasting

Auteurs: Panagiotis Fafoutellis and Eleni Vlahogianni
Publié dans: Conference in Emerging Technologies in Transportation Systems (TRC-30)

Estimating on-board crowding in complex public transport networks from incomplete automatic passenger counts

Auteurs: Sipetas, C., Roncoli, C., Chandakas, E., Kaparias, I.
Publié dans: Conference in Emerging Technologies in Transportation Systems (TRC-30), 2024
Éditeur: EPFL
DOI: 10.1016/j.trc.2022.103963

Generating activity-specific multimodal trips from aggregated data source

Auteurs: Scheffer, A., Connors, R., Nakao,H., and Viti, F.
Publié dans: Symposium of the European Association for Research in Transportation (hEART)

Ride-Hailing Vehicle Rebalancing Strategies Under Disruptions: A Case Study in Athens

Auteurs: Lee, Euntak; Slama, Rim; Geroliminis, Nikolas; Leclercq, Ludovic
Publié dans: 2025 9th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), 2025
Éditeur: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223610

Dynamic Incentives for Efficient Traffic Management: A Reinforcement Learning Approach

Auteurs: Germán Pardo-González, Shaghayegh Vosough, Katerina Papadaki, Claudio Roncoli
Publié dans: hEART 2025: 13th Symposium of the European Association for Research in Transportation, 2025
Éditeur: hEART

Assessing the Resilience of Rebalancing Strategies for Ride-hailing Services in Multi-modal Transportation System

Auteurs: Euntak Lee, Rim Slama, Ludovic Leclercq
Publié dans: 12th Triennial Symposium on Transportation Analysis (TRISTAN XII), 2025
Éditeur: TRISTAN

Evaluating link and path incentives: Which is the most effective strategy for mitigating traffic congestion?

Auteurs: Ramin Niroumand, Shaghayegh Vosough, Claudio Roncoli, Marco Rinaldi, Richard Connors
Publié dans: 104th Annual Meeting of the Transportation Research Board (TRB), 2025
Éditeur: TU Delft

Efficient Real-Time CAV Trajectory Optimization at Signal-Free Intersections Using a Greedy-Based Heuristic Approach

Auteurs: Niroumand, R., Kafashan, F., Hajibabai, L., Hajbabaie, A., and Roncoli, C.
Publié dans: Conference in Emerging Technologies in Transportation Systems (TRC-30)

Unveiling Challenges in Empirical Estimation of Multimodal Network Macroscopic Fundamental Diagrams: A Data Fusion Perspective

Auteurs: Maiti, Nandan, Seppecher, Manon, and Leclercq, Ludovic
Publié dans: 104th Transportation Research Board Annual Meeting (TRB 2025), 2025
Éditeur: Transportation Research Board

Balancing congestion and emissions in urban networks via path-based incentives

Auteurs: Ramin Niroumand, Shaghayegh Vosough, Claudio Roncoli, Marco Rinaldi, Richard Connors
Publié dans: 5th Symposium on Management of Future Motorway and Urban Traffic Systems (MFTS), 2024
Éditeur: TU Delft

Investigating the Resilience of Ride-hailing Fleet Management Strategies for Seamless Multi-modal Transportation Systems

Auteurs: Euntak Lee, Ludovic Leclercq
Publié dans: Transportation Research Board 104th Annual Meeting, 2025
Éditeur: TRB

Other (2)

Multimodal Traffic Management: Roadmap for 2023 and beyond

Auteurs: Multimodal Traffic Management Cluster (MTMC)
Publié dans: EU Open Research Repository
Éditeur: Zenodo
DOI: 10.5281/ZENODO.14620148

Navigating Data in the Field of Traffic Management

Auteurs: Torres, P., Cervera, R., Van Katwijk; R., Babio, L., Comerio, M., Scrocca, M., Natvig, M., Sorasen, R., and Benmayor, A.
Publié dans: EU Open Research Repository
Éditeur: Zenodo
DOI: 10.5281/ZENODO.14619828

Thesis and dissertations (1)

A machine learning framework for public transport ridership estimation using multi-source data fusion with low-cost bluetooth data

Auteurs: Chris Yung, Supervisor: Claudio Roncoli, Advisor: Charalampos Sipetas
Publié dans: 2024
Éditeur: Aalto University