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

Projektinformationen

ACUMEN

ID Finanzhilfevereinbarung: 101103808

DOI

10.3030/101103808

Projekt abgeschlossen

EK-Unterschriftsdatum 24 April 2023

Startdatum 1 Juni 2023

Enddatum 31 Mai 2026

Finanziert unter

• Climate, Energy and Mobility

Gesamtkosten

€ 5 181 248,75

EU-Beitrag

€ 4 999 476,25

Koordiniert durch

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

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.

Veröffentlichungen

Peer reviewed articles (11)

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

Autoren: Maiti, Nandan, Seppecher, Manon, Leclercq, Ludovic
Veröffentlicht in: Transportation Research Part C: Emerging Technologies, Ausgabe 178, 2025, ISSN 0968-090X
Herausgeber: Elsevier
DOI: 10.1016/J.TRC.2025.105213

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

Autoren: Euntak Lee, Rim Slama, Ludovic Leclercq
Veröffentlicht in: Transportation Research Part C: Emerging Technologies, Ausgabe 179, 2025, ISSN 0968-090X
Herausgeber: Elsevier BV
DOI: 10.48550/ARXIV.2412.00276

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

Autoren: Yumeng Fang, Tai-Yu Ma, Francesco Viti
Veröffentlicht in: Multimodal Transportation, Ausgabe 5/3, 2026, ISSN 2772-5863
Herausgeber: Elsevier
DOI: 10.1016/J.MULTRA.2026.100312

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

Autoren: Manos Barmpounakis, Jasso Espadaler-Clapés, Dimitrios Tsitsokas, Taylor Mordan, Nikolas Geroliminis
Veröffentlicht in: Drones, Ausgabe 9/9, 2025, ISSN 2504-446X
Herausgeber: MDPI
DOI: 10.3390/DRONES9090637

Contemporary development directions for urban digital twins

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

European Transport Research Review

Autoren: Nandan Maiti, Manon Seppecher, Ludovic Leclercq
Veröffentlicht in: European Transport Research Review, Ausgabe 17, 2025, ISSN 1867-0717
Herausgeber: Springer Verlag
DOI: 10.1186/S12544-025-00750-9

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

Autoren: Marcello Montanino, Ilaria Natale, Chiara Fiori, Vincenzo Punzo
Veröffentlicht in: Transportation Research Part C: Emerging Technologies, Ausgabe 178, 2025, ISSN 0968-090X
Herausgeber: Elsevier
DOI: 10.1016/J.TRC.2025.105220

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

Autoren: Charalampos Sipetas, Nejc Geržinič, Zhiren Huang, Oded Cats, Miloš N. Mladenović
Veröffentlicht in: Transportation Research Part A: Policy and Practice, Ausgabe 203, 2026, ISSN 0965-8564
Herausgeber: Elsevier
DOI: 10.1016/J.TRA.2025.104734

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

Autoren: Maiti, Nandan, Leclercq, Ludovic
Veröffentlicht in: Data Science for Transportation, Ausgabe 7, 2025, ISSN 2948-135X
Herausgeber: Springer Nature
DOI: 10.1007/S42421-025-00120-W

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

Autoren: Chaopeng Tan, Dingshan Sun, Hao Liu, Marco Rinaldi, Hans van Lint
Veröffentlicht in: Transportation Research Part B: Methodological, Ausgabe 204, 2026, ISSN 0191-2615
Herausgeber: Elsevier
DOI: 10.1016/J.TRB.2025.103387

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

Autoren: Charalampos Sipetas, Claudio Roncoli, Ektoras Chandakas, Ioannis Kaparias
Veröffentlicht in: Transportation Research Part C: Emerging Technologies, Ausgabe 186, 2026, ISSN 0968-090X
Herausgeber: Elsevier
DOI: 10.1016/J.TRC.2026.105607

Conference proceedings (24)

Upscaling Macroscopic Fundamental Diagram Estimation From the Equipped to Full Networks

Autoren: Nandan Maiti, Manon Seppecher, Ludovic Leclercq
Veröffentlicht in: 13th Symposium of the European Association for Research in Transportation (hEART), 2025
Herausgeber: hEART

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

Autoren: Alexander Roocroft, Marco Rinaldi
Veröffentlicht in: 2025
Herausgeber: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223557

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

Autoren: Niroumand, R., Vosough, S., Rinaldi, M., Connors, R., and Roncoli, C.
Veröffentlicht 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

Autoren: Sipetas, C., Roncoli, C., Chandakas, E., Kaparias, I.
Veröffentlicht in: Transportation Research Board (TRB), 2024

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

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

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

Autoren: Chris Yung, Charalampos Sipetas, Claudio Roncoli
Veröffentlicht in: CASPT2025 (16th International Conference on Advanced Systems in Public Transport), 2025
Herausgeber: Aalto University

A Causal, Theory-Informed Framework for Traffic Flow Forecasting

Autoren: Panagiotis Fafoutellis and Eleni Vlahogianni
Veröffentlicht in: Conference in Emerging Technologies in Transportation Systems (TRC-30)

Learning to Incentivise: Using Reinforcement Learning for Sustainable Urban Mobility

Autoren: Germán Pardo-González, Shaghayegh Vosough, Katerina Papadaki, Claudio Roncoli
Veröffentlicht in: 2025
Herausgeber: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223596

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

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

Generating activity-specific multimodal trips from aggregated data source

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

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

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

Dynamic Incentives for Efficient Traffic Management: A Reinforcement Learning Approach

Autoren: Germán Pardo-González, Shaghayegh Vosough, Katerina Papadaki, Claudio Roncoli
Veröffentlicht in: hEART 2025: 13th Symposium of the European Association for Research in Transportation, 2025
Herausgeber: hEART

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

Autoren: Euntak Lee, Rim Slama, Ludovic Leclercq
Veröffentlicht in: 12th Triennial Symposium on Transportation Analysis (TRISTAN XII), 2025
Herausgeber: TRISTAN

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

Autoren: Tataranno, Giovanni; Bigi, Federico; Viti, Francesco
Veröffentlicht in: The 13th Symposium of the European Association for Research in Transportation (hEART), 2025
Herausgeber: hEART

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

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

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

Autoren: Chaopeng Tan, Marco Rinaldi, Yikai Zeng, Meng Wang, Hans Van Lint
Veröffentlicht in: 2025
Herausgeber: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223553

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

Autoren: Niroumand, R., Kafashan, F., Hajibabai, L., Hajbabaie, A., and Roncoli, C.
Veröffentlicht 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

Autoren: Maiti, Nandan, Seppecher, Manon, and Leclercq, Ludovic
Veröffentlicht in: 104th Transportation Research Board Annual Meeting (TRB 2025), 2025
Herausgeber: Transportation Research Board

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

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

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

Autoren: Robin Abohariri, Chaopeng Tan, Marco Rinaldi, Hans van Lint
Veröffentlicht in: 2025
Herausgeber: IEEE
DOI: 10.1109/MT-ITS68460.2025.11223570

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

Autoren: Federico Bigi, Yumeng Fang, Francesco Viti
Veröffentlicht in: 16th International Conference on Advanced Systems in Public Transport (CASPT2025), 2025
Herausgeber: University of Luxembourg

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

Autoren: Tataranno, Giovanni; Bigi, Federico; Viti, Francesco
Veröffentlicht in: BIVEC-GIBET Transport Research Days 2025, 2026
Herausgeber: University of Luxembourg

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

Autoren: Damien Nicolas, Christophe Feltus, Ruben Antonio De Jesus Marques
Veröffentlicht in: 2025
Herausgeber: IEEE
DOI: 10.15439/2025F8576

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

Autoren: Euntak Lee, Ludovic Leclercq
Veröffentlicht in: Transportation Research Board 104th Annual Meeting, 2025
Herausgeber: TRB

Other (2)

Multimodal Traffic Management: Roadmap for 2023 and beyond

Autoren: Multimodal Traffic Management Cluster (MTMC)
Veröffentlicht in: EU Open Research Repository
Herausgeber: Zenodo
DOI: 10.5281/ZENODO.14620148

Navigating Data in the Field of Traffic Management

Autoren: Torres, P., Cervera, R., Van Katwijk; R., Babio, L., Comerio, M., Scrocca, M., Natvig, M., Sorasen, R., and Benmayor, A.
Veröffentlicht in: EU Open Research Repository
Herausgeber: 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

Autoren: Chris Yung, Supervisor: Claudio Roncoli, Advisor: Charalampos Sipetas
Veröffentlicht in: 2024
Herausgeber: Aalto University