Simulation of intermodal freight transportation systems: a taxonomy

Abstract Intermodal transportation refers to multimodal chains or networks involving at least two transportation modes, freight being packed into a “container” and not being handled at intermodal-transfer terminals on its trip from its origin to its destination. This characterization makes intermodal transportation a multi-actor complex system involving a broad range of interacting stakeholders, decision makers, operations, and planning activities. Due to this complexity, simulation is much studied and used within the field of operations research, yielding models, methods, and tools to manage transportation activities and support the decision-making processes. The literature includes a large number of contributions on particular issues, but a broad view of the field is still missing. This paper aims to fill this gap, using a new taxonomy to structure the recent relevant literature. The proposed taxonomy thus appears a useful instrument to classify the literature and support further analyzes, identifying main findings, trends, and future paths of intermodal freight transportation systems across several dimensions (e.g., modes, geographical extensions, time horizons, and simulation objectives).

[1]  Maria Lindholm,et al.  How Local Authority Decision Makers Address Freight Transport in the Urban Area , 2012 .

[2]  Gerrit K. Janssens,et al.  Decision support in intermodal transport: A new research agenda , 2013, Comput. Ind..

[3]  Jaume Barceló,et al.  Reactive and proactive routing strategies with real-time traffic information , 2012 .

[4]  John Douglas Hunt,et al.  Tour-based microsimulation of urban commercial movements , 2007 .

[5]  Teodor Gabriel Crainic,et al.  A Multimode Multiproduct Network Assignment Model for Strategic Planning of Freight Flows , 1987, Transp. Sci..

[6]  Jesus Gonzalez-Feliu,et al.  Impacts of Proximity Deliveries on e-Grocery Trips , 2012 .

[7]  K. Bailey Typologies and taxonomies: An introduction to classification techniques. , 1994 .

[8]  J. Viegas,et al.  An agent based model concept for assessing modal share in inter-regional freight transport markets , 2011 .

[9]  Agostino Nuzzolo,et al.  Simulating Urban Freight Flows with Combined Shopping and Restocking Demand Models , 2014 .

[10]  Dmitri Muravev,et al.  Environmental Factors’ Consideration at Industrial Transportation Organization in the «Seaport – Dry port» System , 2016 .

[11]  Gerrit K. Janssens,et al.  Corridor network design in hinterland transportation systems , 2012 .

[12]  Agostino Nuzzolo,et al.  Urban freight demand forecasting: A mixed quantity/delivery/vehicle-based model , 2014 .

[13]  Eiichi Taniguchi,et al.  Emerging Techniques for Enhancing the Practical Application of City Logistics Models , 2012 .

[14]  Teodor Gabriel Crainic,et al.  STAN: NEW DEVELOPMENTS. , 1993 .

[15]  Teodor Gabriel Crainic,et al.  Impact of generalized travel costs on satellite location in the Two-Echelon Vehicle Routing Problem , 2012 .

[16]  Guido Perboli,et al.  The Multi-Handler Knapsack Problem under Uncertainty , 2014, Eur. J. Oper. Res..

[17]  Eiichi Taniguchi,et al.  Real time simulation of auctioning and re-scheduling processes in hybrid freight markets , 2007 .

[18]  Jairo R. Montoya-Torres,et al.  Coupling ant colony optimization and discrete-event simulation to solve a stochastic location-routing problem , 2013, 2013 Winter Simulations Conference (WSC).

[19]  Gernot Liedtke,et al.  Principles of Micro-Behavior Commodity Transport Modeling , 2009 .

[20]  Bart De Schutter,et al.  Intermodal freight transport planning – A receding horizon control approach , 2015 .

[21]  Angela Di Febbraro,et al.  An agent-based framework for cooperative planning of intermodal freight transport chains , 2016 .

[22]  William E. Biles,et al.  A simulation approach to the evaluation of operational costs and performance in liner shipping operations , 2008, 2008 Winter Simulation Conference.

[23]  Teodor Gabriel Crainic,et al.  A brief review of intermodal transportation , 2007 .

[24]  Antony Stathopoulos,et al.  Optimal Co-evolutionary Strategies for the Competitive Maritime Network Design Problem , 2009, EvoWorkshops.

[25]  Liu Jian,et al.  A game model analysis in freight intermodal transport market , 2011, ICSSSM11.

[26]  Guido Perboli,et al.  The multi-path Traveling Salesman Problem with stochastic travel costs , 2017, EURO J. Transp. Logist..

[27]  Simona Sacone,et al.  Freight transportation in railway networks with automated terminals: A mathematical model and MIP heuristic approaches , 2011, Eur. J. Oper. Res..

[28]  Teodor Gabriel Crainic,et al.  Chapter 8 Intermodal Transportation , 2007, Transportation.

[29]  Guido Perboli,et al.  The Multi-path traveling salesman problem with stochastic travel costs: building realistic instances for city logistics applications , 2014 .

[30]  Teodor Gabriel Crainic,et al.  Two-Echelon Vehicle Routing Problem: A satellite location analysis , 2010 .

[31]  Tom Van Woensel,et al.  Hybrid simulation and optimization approach for green intermodal transportation problem with travel time uncertainty , 2018 .

[32]  Mariagrazia Dotoli,et al.  A Timed Petri Nets Model for Performance Evaluation of Intermodal Freight Transport Terminals , 2016, IEEE Transactions on Automation Science and Engineering.

[33]  Rinaldo A. Cavalcante,et al.  A conceptual framework for agent-based modelling of logistics services , 2010 .

[34]  Daniele Vigo,et al.  Movement generation and trip distribution for freight demand modelling applied to city logistics , 2013 .

[35]  T. V. Woensel,et al.  From managing urban freight to smart city logistics networks , 2017 .

[36]  Raluca Raicu,et al.  Developing a Conceptual Framework for the Evaluation of Urban Freight Distribution Initiatives , 2012 .

[37]  Elise Miller-Hooks,et al.  Measuring and maximizing resilience of freight transportation networks , 2012, Comput. Oper. Res..

[38]  Naima Saeed,et al.  Cooperation among freight forwarders: Mode choice and intermodal freight transport , 2013 .

[39]  Luca Maria Gambardella,et al.  THE ROLE OF SIMULATION AND OPTIMISATION IN INTERMODAL CONTAINER TERMINALS , 2000 .

[40]  Xiaoning Zhang,et al.  Dynamic resource allocation for intermodal freight transportation with network effects: Approximations and algorithms , 2017 .

[41]  Lorena Garcia-Alonso,et al.  A multi-criteria decision method for the analysis of the Motorways of the Sea: the application to the case of France and Spain on the Atlantic Coast , 2015 .

[42]  Kun Luan Simulation of Freight Consolidation Strategy Based on System Dynamics , 2010 .

[43]  Eiichi Taniguchi,et al.  A study of dispatcher's route choice model based on evolutionary game theory , 2012 .

[44]  Eiichi Taniguchi,et al.  Analysis of Impacts on Dispatcher's Route Choice Behaviour by Road Improvements on Using a Trial and Error Learning Model☆ , 2014 .

[45]  Teodor Gabriel Crainic,et al.  Physical Internet Enabled Hyperconnected City Logistics , 2016 .

[46]  J.H.R. van Duin,et al.  The Seventh International Conference on City Logistics Towards an agent-based modelling approach for the evaluation of dynamic usage of urban distribution centres , 2012 .

[47]  Eiichi Taniguchi,et al.  Evaluating city logistics measures using a multi-agent model , 2010 .

[48]  R. Tadei,et al.  Synchro-Modality and Slow Steaming: New Business Perspectives in Freight Transportation , 2017 .

[49]  Qiang Meng,et al.  The impact of landbridge on the market shares of Asian ports , 2011 .

[50]  Motohiro Fujita,et al.  Planning Disaster Relief Operations , 2014 .

[51]  Wilfried Sihn,et al.  Development of a Simulation Model for Multimodal, Cross-Company Logistics Networks , 2010, Heinz Nixdorf Symposium.

[52]  Rafay Ishfaq,et al.  Production , Manufacturing and Logistics Hub location – allocation in intermodal logistic networks , 2010 .

[53]  Guido Perboli,et al.  Decision support system for collaborative freight transportation management: a tool for mixing traditional and green logistics. , 2016, ICIS 2016.

[54]  Luis Ferreira,et al.  Planning the Location of Intermodal Freight Hubs: an Agent Based Approach , 2007, 2007 IEEE International Conference on Networking, Sensing and Control.

[55]  Zofia Lukszo,et al.  Optimizing the Location of Intermodal Freight Hubs: An Overview of Agent Based Modelling Approach , 2007 .

[56]  Teodor Gabriel Crainic,et al.  A Brief Overview of Intermodal Transportation , 2007 .

[57]  Walter Ukovich,et al.  The impact of ICT on intermodal transportation systems: A modelling approach by Petri nets , 2010 .

[58]  Kenneth D. Bailey,et al.  Typology Construction, Methods and Issues , 2005 .

[59]  Rustem A. Sabitov,et al.  Multi-agent Simulation of SWAP BODIES application in manufacturing supply chain , 2016 .

[60]  Teodor Gabriel Crainic,et al.  STRATEGIC PLANNING OF FREIGHT TRANSPORTATION: STAN, AN INTERACTIVE GRAPHIC SYSTEM , 1990 .

[61]  B. Landheer,et al.  European Conference of Ministers of Transport , 1966 .

[62]  Bernardo Almada-Lobo,et al.  Hybrid simulation-optimization methods: A taxonomy and discussion , 2014, Simul. Model. Pract. Theory.

[63]  Jaume Barceló,et al.  Decision Support System for Real-Time Urban Freight Management , 2012 .

[64]  Cathy Macharis,et al.  Assessing policy measures for the stimulation of intermodal transport: a GIS-based policy analysis , 2009 .

[65]  Francesco Russo,et al.  The Simulation of Shopping Trips at Urban Scale: Attraction Macro-Model , 2012 .

[66]  Eiichi Taniguchi,et al.  MULTI-AGENT MODELLING FOR EVALUATING DYNAMIC VEHICLE ROUTING AND SCHEDULING SYSTEMS , 2007 .

[67]  E. Venezia Urban Travellers’ Mode Choice:Towards A New Culture For Urban Mobility , 2009 .

[68]  Jesus Gonzalez-Feliu,et al.  Design and scenario assessment for collaborative logistics and freight transport systems , 2013 .

[69]  Nilesh Anand,et al.  The Seventh International Conference on City Logistics City logistics modeling efforts : Trends and gaps-A review , 2012 .

[70]  Jean-Louis Routhier,et al.  A simulation framework for evaluating the impacts of urban goods transport in terms of road occupancy , 2012, J. Comput. Sci..

[71]  Danièle Patier,et al.  A New Concept for Urban Logistics Delivery Area Booking , 2014 .

[72]  Ralf Elbert,et al.  Increasing capacity utilization of shuttle trains in intermodal transport by investing in transshipment technologies for non-cranable semi-trailers , 2016, 2016 Winter Simulation Conference (WSC).

[73]  Milorad Vidović,et al.  The p-hub Model with Hub-catchment Areas, Existing Hubs, and Simulation: A Case Study of Serbian Intermodal Terminals , 2011 .

[74]  Teodor Gabriel Crainic,et al.  Towards a taxonomy of City Logistics projects , 2010 .

[75]  Pongsak Holimchayachotikul,et al.  Performance Improvement of Freight Logistics Hub Selection in Thailand by Coordinated Simulation and AHP , 2010 .

[76]  Ting Zhang,et al.  The impact of collaborative transportation management on supply chain performance , 2010, 2010 8th International Conference on Supply Chain Management and Information.

[77]  Kai Nagel,et al.  Towards a multi-agent logistics and commercial transport model: The transport service provider's view , 2012 .

[78]  Loo Hay Lee,et al.  An approximate dynamic programming approach for the empty container allocation problem , 2007 .

[79]  Miguel A. Figliozzi,et al.  The Seventh International Conference on City Logistics Conventional vs electric commercial vehicle fleets : A case study of economic and technological factors affecting the competitiveness of electric commercial vehicles in the USA , 2012 .

[80]  An Caris,et al.  A decision support framework for intermodal transport policy , 2011 .

[81]  Rommert Dekker,et al.  Floating stocks in FMCG supply chains: using intermodal transport to facilitate advance deployment , 2009 .

[82]  Elise Miller-Hooks,et al.  Application and Validation of Dynamic Freight Simulation–Assignment Model to Large-Scale Intermodal Rail Network , 2008 .

[83]  Jesus Gonzalez-Feliu,et al.  Defining and Evaluating Collaborative Urban Freight Transportation Systems , 2012 .

[84]  Franklin Farell Roadmap to a Single European Transport Area: Towards a competitive and resource efficient transport system , 2014 .

[85]  Umberto Crisalli,et al.  A System of Models for the Simulation of Urban Freight Restocking Tours , 2012 .

[86]  Christian Hillbrand,et al.  Simulation of co-operative logistics models for multimodal transportation networks , 2011, SCSC 2011.

[87]  Guido Perboli,et al.  A New Taxonomy of Smart City Projects , 2014 .

[88]  Teodor Gabriel Crainic,et al.  National Planning Models and Instruments , 2008, INFOR Inf. Syst. Oper. Res..

[89]  Wpm Wim Nuijten,et al.  Multimodal freight transportation planning: A literature review , 2014, Eur. J. Oper. Res..

[90]  Gerrit K. Janssens,et al.  Planning Problems in Intermodal Freight Transport: Accomplishments and Prospects , 2008 .

[91]  Eiichi Taniguchi,et al.  A Microsimulation Based Analysis of Exact Solution of Dynamic Vehicle Routing with Soft Time Windows , 2012 .

[92]  Walter Ukovich,et al.  A decision support system for intermodal transportation networks management , 2012, ANSS 2012.

[93]  Pascal Estraillier,et al.  Goods distribution with electric vans in cities: towards an agent-based simulation , 2009 .

[94]  Teodor Gabriel Crainic,et al.  Planning models for freight transportation , 1997 .

[95]  Hartmut Stadtler,et al.  A collaborative planning approach for intermodal freight transportation , 2010, OR Spectr..

[96]  Guido Perboli,et al.  Business Modeling of a City Logistics ICT Platform , 2017, 2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC).

[97]  Qiang Meng,et al.  Intermodal Container Flow Simulation Model and Its Applications , 2011 .

[98]  Christian Ambrosini,et al.  A design methodology for scenario-analysis in urban freight modeling , 2013 .

[99]  Kazuya Kawamura,et al.  A behavioral freight movement microsimulation model: method and data , 2010 .

[100]  Guido Perboli,et al.  Business models and tariff simulation in car-sharing services , 2017, Transportation Research Part A: Policy and Practice.

[101]  Bernd Page,et al.  A Discrete Event Simulation Framework for Agent-Based Modelling of Logistic Systems , 2007, GI Jahrestagung.

[102]  Ulrich Derigs,et al.  Cooperative planning in express carrier networks - An empirical study on the effectiveness of a real-time Decision Support System , 2011, Decis. Support Syst..

[103]  Horst Stadler,et al.  Using Traffic Information for Time-Dependent Vehicle Routing , 2012 .

[104]  Bart Jourquin,et al.  A Decade of Freight Transport Modelling with Virtual Networks: Acquired Experiences and New Challenges , 2006 .

[105]  Viswanath Kumar Ganesan,et al.  Enhancing operational efficiency of a container operator: A simulation optimization approach , 2011, Proceedings of the 2011 Winter Simulation Conference (WSC).

[106]  Cathy Macharis,et al.  Opportunities for OR in intermodal freight transport research: A review , 2004, Eur. J. Oper. Res..

[107]  Eiichi Taniguchi,et al.  Evaluating City Logistics Measure in E-Commerce with Multiagent Systems , 2012 .

[108]  Gerhard F. Post,et al.  Generating price‐effective intermodal routes , 2011 .

[109]  Gernot Liedtke,et al.  Assessment of policy strategies to develop intermodal services: The case of inland terminals in Germany , 2012 .

[110]  Roberto Revetria,et al.  Using logistic redesigner (Lo.R.D.) software for designing and simulating a steel supply chain , 2010 .

[111]  Ziyou Gao,et al.  Planning and optimization of intermodal hub-and-spoke network under mixed uncertainty , 2016 .

[112]  Loon Ching Tang,et al.  Analysis of intermodal freight from China to Indian Ocean: A goal programming approach , 2011 .

[113]  Joakim Kalantari,et al.  In-transit services and hybrid shipment control: The use of smart goods in transportation networks , 2013 .

[114]  Eiichi Taniguchi,et al.  Evaluation of Load Factor Control and Urban Freight Road Pricing Joint Schemes with Multi-agent Systems Learning Models☆ , 2014 .

[115]  Kay W. Axhausen,et al.  Large-Scale Agent-Based Combined Traffic Simulation of Private Cars and Commercial Vehicles , 2010 .

[116]  Anna Sciomachen,et al.  Hub locations in urban multimodal networks , 2012 .

[117]  Guido Perboli GUEST: A LEAN METHODOLOGY FOR MANAGEMENT SCIENCE AND OPERATIONS RESEARCH , 2015 .

[118]  Fabrice Marchal,et al.  A Commodity Distribution Model for a Multi-Agent Freight System , 2012 .

[119]  Gerhard Bauer,et al.  Analysing the impact of disruptions in intermodal transport networks: A micro simulation-based model , 2013, Decis. Support Syst..

[120]  Christian Bierwirth,et al.  A survey of berth allocation and quay crane scheduling problems in container terminals , 2010, Eur. J. Oper. Res..

[121]  Rommert Dekker,et al.  Floating stocks in FMCG supply chains , 2004 .

[122]  Paul Davidsson,et al.  TAPAS: A multi-agent-based model for simulation of transport chains , 2012, Simul. Model. Pract. Theory.

[123]  Stefan Voß,et al.  Operations research at container terminals: a literature update , 2007, OR Spectr..

[124]  COMMUNICATION FROM THE COMMISSION TO THE EUROPEAN PARLIAMENT, THE COUNCIL, THE EUROPEAN ECONOMIC AND SOCIAL COMMITTEE AND THE COMMITTEE OF THE REGIONS , 2008 .

[125]  Marielle Christiansen,et al.  Service network design with management and coordination of multiple fleets , 2009, Eur. J. Oper. Res..