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

Project Information

ACUMEN

Grant agreement ID: 101103808

DOI

10.3030/101103808

Project closed

EC signature date 24 April 2023

Start date 1 June 2023

End date 31 May 2026

Funded under

• Climate, Energy and Mobility

Total cost

€ 5 181 248,75

EU contribution

€ 4 999 476,25

Coordinated by

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

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 (12)

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

Author(s): Maiti, Nandan, Seppecher, Manon, Leclercq, Ludovic
Published in: Transportation Research Part C: Emerging Technologies, Issue 178, 2025, ISSN 0968-090X
Publisher: Elsevier
DOI: 10.1016/J.TRC.2025.105213

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

Author(s): Euntak Lee, Rim Slama, Ludovic Leclercq
Published in: Transportation Research Part C: Emerging Technologies, Issue 179, 2025, ISSN 0968-090X
Publisher: Elsevier BV
DOI: 10.48550/ARXIV.2412.00276

Mitigating network traffic congestion via link- and path-based incentives

Author(s): Ramin Niroumand, Shaghayegh Vosough, Fahim Kafashan, Claudio Roncoli, Marco Rinaldi, Richard D. Connors
Published in: Transportation Research Part B: Methodological, Issue 211, 2026, ISSN 0191-2615
Publisher: Elsevier BV
DOI: 10.1016/J.TRB.2026.103531

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

Author(s): Yumeng Fang, Tai-Yu Ma, Francesco Viti
Published in: Multimodal Transportation, Issue 5/3, 2026, ISSN 2772-5863
Publisher: Elsevier
DOI: 10.1016/J.MULTRA.2026.100312

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

Author(s): Manos Barmpounakis, Jasso Espadaler-Clapés, Dimitrios Tsitsokas, Taylor Mordan, Nikolas Geroliminis
Published in: Drones, Issue 9/9, 2025, ISSN 2504-446X
Publisher: MDPI
DOI: 10.3390/DRONES9090637

Contemporary development directions for urban digital twins

Author(s): J.-P. Virtanen; J.-P. Virtanen; J. Alander; H. Ponto; V. Santala; R. Martijnse-Hartikka; A. Andra; T. Sillander
Published in: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Issue XLVIII-4/W10-2024, 2024, ISSN 1682-1750
Publisher: Copernicus Publications
DOI: 10.5194/ISPRS-ARCHIVES-XLVIII-4-W10-2024-177-2024

European Transport Research Review

Author(s): Nandan Maiti, Manon Seppecher, Ludovic Leclercq
Published in: European Transport Research Review, Issue 17, 2025, ISSN 1867-0717
Publisher: Springer Verlag
DOI: 10.1186/S12544-025-00750-9

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

Author(s): Marcello Montanino, Ilaria Natale, Chiara Fiori, Vincenzo Punzo
Published in: Transportation Research Part C: Emerging Technologies, Issue 178, 2025, ISSN 0968-090X
Publisher: Elsevier
DOI: 10.1016/J.TRC.2025.105220

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

Author(s): Charalampos Sipetas, Nejc Geržinič, Zhiren Huang, Oded Cats, Miloš N. Mladenović
Published in: Transportation Research Part A: Policy and Practice, Issue 203, 2026, ISSN 0965-8564
Publisher: Elsevier
DOI: 10.1016/J.TRA.2025.104734

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

Author(s): Maiti, Nandan, Leclercq, Ludovic
Published in: Data Science for Transportation, Issue 7, 2025, ISSN 2948-135X
Publisher: Springer Nature
DOI: 10.1007/S42421-025-00120-W

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

Author(s): Chaopeng Tan, Dingshan Sun, Hao Liu, Marco Rinaldi, Hans van Lint
Published in: Transportation Research Part B: Methodological, Issue 204, 2026, ISSN 0191-2615
Publisher: Elsevier
DOI: 10.1016/J.TRB.2025.103387

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

Author(s): Charalampos Sipetas, Claudio Roncoli, Ektoras Chandakas, Ioannis Kaparias
Published in: Transportation Research Part C: Emerging Technologies, Issue 186, 2026, ISSN 0968-090X
Publisher: Elsevier
DOI: 10.1016/J.TRC.2026.105607

Conference proceedings (25)

Upscaling Macroscopic Fundamental Diagram Estimation From the Equipped to Full Networks

Author(s): Nandan Maiti, Manon Seppecher, Ludovic Leclercq
Published in: 13th Symposium of the European Association for Research in Transportation (hEART), 2025
Publisher: hEART

Metering Traffic Flows for Perimeter Control Through Auction-Based Signalling Using Connected Vehicles

Author(s): Alexander Roocroft, Marco Rinaldi
Published in: 2025
Publisher: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223557

A microservices approach to scenario-based integration of smart mobility digital twins

Author(s): Damien Nicolas, Ruben J. Marques, Christophe Feltus
Published in: International Conference on Advances in Computer Science, Information Technology, and Communications (CSITC 2025), 2025
Publisher: SPIE
DOI: 10.1117/12.3093000

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

Author(s): Niroumand, R., Vosough, S., Rinaldi, M., Connors, R., and Roncoli, C.
Published in: 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

Author(s): Sipetas, C., Roncoli, C., Chandakas, E., Kaparias, I.
Published in: Transportation Research Board (TRB), 2024

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

Author(s): Euntak Lee, Serio Agriesti, Shaghayegh Vosough, Charalampos Sipetas, Claudio Roncoli, Marco Rinaldi, Ludovic Leclerq
Published in: hEART 2025: 13th Symposium of the European Association for Research in Transportation, 2025
Publisher: hEART

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

Author(s): Chris Yung, Charalampos Sipetas, Claudio Roncoli
Published in: CASPT2025 (16th International Conference on Advanced Systems in Public Transport), 2025
Publisher: Aalto University

A Causal, Theory-Informed Framework for Traffic Flow Forecasting

Author(s): Panagiotis Fafoutellis and Eleni Vlahogianni
Published in: Conference in Emerging Technologies in Transportation Systems (TRC-30)

Learning to Incentivise: Using Reinforcement Learning for Sustainable Urban Mobility

Author(s): Germán Pardo-González, Shaghayegh Vosough, Katerina Papadaki, Claudio Roncoli
Published in: 2025
Publisher: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223596

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

Author(s): Sipetas, C., Roncoli, C., Chandakas, E., Kaparias, I.
Published in: Conference in Emerging Technologies in Transportation Systems (TRC-30), 2024
Publisher: EPFL
DOI: 10.1016/j.trc.2022.103963

Generating activity-specific multimodal trips from aggregated data source

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

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

Author(s): Lee, Euntak; Slama, Rim; Geroliminis, Nikolas; Leclercq, Ludovic
Published in: 2025
Publisher: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223610

Dynamic Incentives for Efficient Traffic Management: A Reinforcement Learning Approach

Author(s): Germán Pardo-González, Shaghayegh Vosough, Katerina Papadaki, Claudio Roncoli
Published in: hEART 2025: 13th Symposium of the European Association for Research in Transportation, 2025
Publisher: hEART

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

Author(s): Euntak Lee, Rim Slama, Ludovic Leclercq
Published in: 12th Triennial Symposium on Transportation Analysis (TRISTAN XII), 2025
Publisher: TRISTAN

Dynamic OD Matrix Estimation using Data-Driven Modelling under Data-Scarcity: an application of Gaussian Process 

Author(s): Tataranno, Giovanni; Bigi, Federico; Viti, Francesco
Published in: The 13th Symposium of the European Association for Research in Transportation (hEART), 2025
Publisher: hEART

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

Author(s): Ramin Niroumand, Shaghayegh Vosough, Claudio Roncoli, Marco Rinaldi, Richard Connors
Published in: 104th Annual Meeting of the Transportation Research Board (TRB), 2025
Publisher: TU Delft

Private-MP: Privacy-Preserving Max-Pressure Control Based on Mobile Edge Computing

Author(s): Chaopeng Tan, Marco Rinaldi, Yikai Zeng, Meng Wang, Hans Van Lint
Published in: 2025
Publisher: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223553

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

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

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

Author(s): Maiti, Nandan, Seppecher, Manon, and Leclercq, Ludovic
Published in: 104th Transportation Research Board Annual Meeting (TRB 2025), 2025
Publisher: Transportation Research Board

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

Author(s): Ramin Niroumand, Shaghayegh Vosough, Claudio Roncoli, Marco Rinaldi, Richard Connors
Published in: 5th Symposium on Management of Future Motorway and Urban Traffic Systems (MFTS), 2024
Publisher: TU Delft

Inferring Traffic Control Policies with Supervised Learning: A Case Study on Max Pressure

Author(s): Robin Abohariri, Chaopeng Tan, Marco Rinaldi, Hans van Lint
Published in: 2025
Publisher: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223570

Evaluating Dynamic-Responsive Transport At Equilibrium Within An Agent-Based Simulation Environment

Author(s): Federico Bigi, Yumeng Fang, Francesco Viti
Published in: 16th International Conference on Advanced Systems in Public Transport (CASPT2025), 2025
Publisher: University of Luxembourg

Dynamic OD Matrix Estimation using Data-Driven Modelling under Data-Scarcity: an application of Sparse Variational Gaussian Process

Author(s): Tataranno, Giovanni; Bigi, Federico; Viti, Francesco
Published in: BIVEC-GIBET Transport Research Days 2025, 2026
Publisher: University of Luxembourg

Digital Twin Micro-Services Architecture to Support a Scenario-based Integration of Smart Mobility Services and Simulations

Author(s): Damien Nicolas, Christophe Feltus, Ruben Antonio De Jesus Marques
Published in: International Conference on Advances in Computer Science, Information Technology, and Communications (CSITC 2025), 2025
Publisher: IEEE
DOI: 10.15439/2025F8576

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

Author(s): Euntak Lee, Ludovic Leclercq
Published in: Transportation Research Board 104th Annual Meeting, 2025
Publisher: TRB

Other (2)

Multimodal Traffic Management: Roadmap for 2023 and beyond

Author(s): Multimodal Traffic Management Cluster (MTMC)
Published in: EU Open Research Repository
Publisher: Zenodo
DOI: 10.5281/ZENODO.14620148

Navigating Data in the Field of Traffic Management

Author(s): Torres, P., Cervera, R., Van Katwijk; R., Babio, L., Comerio, M., Scrocca, M., Natvig, M., Sorasen, R., and Benmayor, A.
Published in: EU Open Research Repository
Publisher: 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

Author(s): Chris Yung, Supervisor: Claudio Roncoli, Advisor: Charalampos Sipetas
Published in: 2024
Publisher: Aalto University