Bio

Antonis F. Lentzakis is Lead Data Scientist at MaaSLab, contributing to the development of a SOTA on-demand transport platform and AI-based data harmonisation engine. Formerly worked as a Postdoctoral Research Associate at the Future Urban Mobility IRG, part of Singapore-MIT Alliance for Research and Technology (SMART/FM). His research at SMART/FM focused on the extension and enhancement of DynaMIT2.0, a system that employs simulation-based Dynamic Traffic Assignment (DTA), for traffic estimation, prediction, and control, developed by the MIT Intelligent Transportation Systems Lab. He subsequently worked as Research Scientist at NCS Group, a subsidiary of SingTel. He holds a PhD in Electrical and Electronic Engineering from Nanyang Technological University, a MSc in Operations Research and Production Engineering & Management from the Technical University of Crete.

Projects

Publications

Journals

  1. Jing, Peiyu, Seshadri, Ravi, Sakai, Takanori, Shamshiripour, Ali, Alho, Andre Romano, Lentzakis, Antonis F. and Ben-Akiva, Moshe (2024): Evaluating congestion pricing schemes using agent-based passenger and freight microsimulation, Transportation Research Part A: Policy and Practice | PDF
  2. Lentzakis, Antonis F., Seshadri, Ravi and Ben-Akiva, Moshe (2023): Predictive distance-based road pricing — Designing tolling zones through unsupervised learning, Transportation Research Part A: Policy and Practice | PDF
  3. Ding, Hongyuan, Xu, Yan, Chew, Benjamin Si Hao, Li, Qiaoqiao and Lentzakis, Antonis F. (2022): A Safe Reinforcement Learning Approach for Multi-energy Management of Smart Home, Electric Power Systems Research | PDF
  4. Oh, Simon, Lentzakis, Antonis F., Seshadri, Ravi and Ben-Akiva, Moshe (2021): Impacts of Automated Mobility-on-Demand on Traffic Dynamics, Energy and Emissions: A Case Study of Singapore, Simulation Modelling Practice and Theory | PDF
  5. Lentzakis, Antonis F., Seshadri, Ravi, Akkinepally, Arun, Vu, Vinh-An and Ben-Akiva, Moshe (2020): Hierarchical density-based clustering methods for tolling zone definition and their impact on distance-based toll optimization, Transportation Research Part C: Emerging Technologies | PDF
  6. Lentzakis, Antonis F., Ware, Simon I., Su, Rong and Wen, Changyun (2018): Region-based prescriptive route guidance for travelers of multiple classes, Transportation Research Part C: Emerging Technologies | PDF
  7. Gao, Kaizhou, Zhang, Yicheng, Sadollah, Ali, Lentzakis, Antonios and Su, Rong (2017): Jaya, harmony search and water cycle algorithms for solving large-scale real-life urban traffic light scheduling problem, Swarm and Evolutionary Computation | PDF
  8. Papageorgiou, Markos, Papamichail, Ioannis, Spiliopoulou, A.D. and Lentzakis, A.F. (2008): Real-time merging traffic control with applications to toll plaza and work zone management, Transportation Research Part C: Emerging Technologies | PDF

Conferences

  1. Jiang, Yue, Li, Xiucheng, Chen, Yile, Liu, Shuai, Kong, Weilong, Lentzakis, Antonis F. and Cong, Gao (2021): SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting, 2024 IEEE 40th International Conference on Data Engineering (ICDE)
  2. Lentzakis, Antonis F., Seshadri, Ravi and Ben-Akiva, Moshe (2021): Affinity Matrix Learning through Subspace Clustering for Tolling Zone Definition, 2021 IEEE 7th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS)
  3. Ware, Simon I., Lentzakis, Antonis F. and Su, Rong (2019): A Simulation Modeling Framework with Autonomous Vehicle Region-based Routing and Public Transit Diversion Integration, 2019 IEEE 22nd International Conference on Intelligent Transportation Systems (ITSC)
  4. Lentzakis, Antonis F., Ware, Simon I. and Su, Rong (2016): Region-based dynamic forecast routing for autonomous vehicles, 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC)
  5. Gao, Kaizhou, Zhang, Yicheng, Su, Rong and Lentzakis, Antonios (2016): Discrete harmony search algorithm for solving urban traffic light scheduling problem, 2016 American Control Conference (ACC)
  6. Lentzakis, Antonis F., Su, Rong and Wen, Changyun (2016): Strategic learning approach to region-based dynamic route guidance, 2016 12th IEEE International Conference on Control and Automation (ICCA)
  7. Lentzakis, Antonis F., Su, Rong and Wen, Changyun (2014): Time-dependent partitioning of urban traffic network into homogeneous regions, 2014 13th International Conference on Control Automation Robotics & Vision (ICARCV)
  8. Lentzakis, Antonis F., Spiliopoulou, Anastasia D., Papamichail, Ioannis, Papageorgiou, Markos and Wang, Yibing (2008): Real-time work zone management for throughput maximization, 87th Transportation Research Board Annual Meeting, Washington, DC, (TRB-AM)

Theses

  1. Antonios Lentzakis (2018): Region-based Urban Traffic Management, Doctoral Thesis, School of Electrical and Electronic Engineering, Nanyang Technological University | PDF
  2. Antonis F. Lentzakis (2009): Off-line Application of the Motorway Traffic Surveillance Tool RENAISSANCE to a Motorway Network Around Antwerp, Master's Thesis, School of Production Engineering and Management, Technical University of Crete | PDF

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