Survey on the relation between road freight transport, SCM and sustainable development
DOI:
https://doi.org/10.2298/YJOR180915006EKeywords:
supply chain management, road freight transport, sustainable development, CO2 reduction, conceptualAbstract
In this work, we develop CASVM and CANN algorithms for semi-supervised classification problem. The algorithms are based on a combination of ensemble clustering and kernel methods. A probabilistic model of classification with the use of cluster ensemble is proposed. Within the model, error probability of CANN is studied. Assumptions that make probability of error converge to zero are formulated. The proposed algorithms are experimentally tested on a hyperspectral image. It is shown that CASVM and CANN are more noise resistant than standard SVM and kNN.References
Mason, R., Lalwani, C., and Boughton, R., Combining vertical and horizontal collaboration for transport optimisation, Supply Chain Management: An International Journal, 12 (3) (2007) 187-199.
Ciliberti, F., Pontrandolfo, P., and Scozzi, B., Investigating corporate social responsibility in supply chains: a SME perspective, Journal of Cleaner Production, 16 (2008) 1579-1588.
Seuring, S., and Mu, M., From a literature review to a conceptual framework for sustainable supply chain management, Journal of Cleaner Production, 16 (2008) 1699-1710.
Perego, A., Perotti, S., and Mangiaracina, R., ICT for logistics and freight transportation: a literature review and research agenda, International Journal of Physical Distribution & Logistics Management, 41 (5) (2011) 457-483.
Marchet, G., Melacini, M., and Perotti, S., Environmental sustainability in logistics and freight transportation, Journal of Manufacturing Technology Management, 25 (6) (2014) 775-811.
Marchet, G., et al., Environmental sustainability in Literature: A literature review and research agenda, Journal of Manufacturing Technology Management, 25 (6) (2014) 775-811.
Mckinnon, A.C., and Piecyk, M.I., Measurement of CO2 emissions from road freight transport: A review of UK experience, Energy Policy, 37 (10) (2009) 3733-3742.
Srivastava, S.K., Green supply-chain management: A state-of-the-art literature review, International Journal of Management Reviews, 9 (1) (2007) 53-80.
Murphy, P.R., and Poist, R.F., Green perspectives and practices: a comparative logistics study, Supply Chain Management: An International Journal, 8 (2) (2003) 122-131.
Mentzer, J.T., et al., Définir le supply chain management, Logistique & Management, 9 (2) (2001) 31-38.
Hong, J., Zhang, Y., and Ding, M., Sustainable supply chain management practices, supply chain dynamic capabilities, and enterprise performance, Journal of Cleaner Production, 172 (2017) 3508-3519.
Long, Q., and Zhang, W., An integrated framework for agent based inventory production transportation modeling and distributed simulation of supply chains, Information Sciences, 277 (2014) 567-581.
Bendul, J.C., Rosca, E., and Pivovarova, D., Sustainable supply chain models for base of the pyramid, Journal of Cleaner Production, 162 (2017) S107-S120.
Yamada, T., Imai, K., Nakamura, T., and Taniguchi, E., A supply chain-transport super network equilibrium model with the behaviour of freight carriers, Transportation Research Part E, 47 (6) (2007) 887-907.
Estampe, D., Lamouri, S., Paris, J.-L., and Brahim-Djelloul, S., A framework for analysing supply chain performance evaluation models, International Journal of Production Economics, 142 (2) (2010) 112-123.
Yu, W., Chavez, R., Jacobs, M.A., and Feng, M., Data-driven supply chain capabilities and performance: A resource-based view, Transportation Research Part E, 114 (2018) 371-385.
Branch, A.E., Global Supply Chain Management and International Logistics.
Harrison, A., and Van Hoek, R., Logistics Management and Strategy.
Croom, S., Romano, P., and Giannakis, M., Supply chain management: an analytical framework for critical literature review, vol. 6, 2000.
Vachon, S., and Mao, Z., Linking supply chain strength to sustainable development: a country-level analysis, 16 (2008) 1552-1560.
Al-Jebouri, M.F.A., Saleh, M.S., Raman, S.N., Rahmat, R.A.A.B.O.K., and Shaaban, A.K., Toward a national sustainable building assessment system in Oman: Assessment categories and their performance indicators, Sustainable Cities and Society, 31 (2017) 122-135.
Baker, S., Sustainable Development, International Encyclopedia of Social & Behavioral Sciences, 23 (1) (2008) 1748-1749.
Giddings, B., Hopwood, B., and O'Brien, G., Environment, economy and society: Fitting them together into sustainable development, Sustainable Development, 10 (4) (2002) 187-196.
Meunier, D., Towards a Sustainable Development Approach in Transport Assessment, Procedia - Social and Behavioral Sciences, 48 (2012) 3065-3077.
Ivascu, L., Mocan, M., Draghici, A., Turi, A., and Rus, S., Modeling the Green Supply Chain in the Context of Sustainable Development, Procedia Economics and Finance, 26 (15) (2015) 702-708.
Giray Resat, H., and Turkay, M., Transport and Logistics Models for Sustainability, Computer Aided Chemical Engineering, 36 (2015) 401-420.
Demir, E., Bektaş, T., and Laporte, G., An adaptive large neighborhood search heuristic for the Pollution-Routing Problem, European Journal of Operational Research, 223 (2) (2012) 346-359.
Holguín-Veras, J., Sánchez-Díaz, I., and Browne, M., Sustainable Urban Freight Systems and Freight Demand Management, Transportation Research Procedia, 12 (2016) 40-52.
Dalla Chiara, B., and Pellicelli, M., Sustainable road transport from the energy and modern society points of view: Perspectives for the automotive industry and production, Journal of Cleaner Production, 133 (2016) 1283-1301.
Sarkis, J., Meade, L.M., and Talluri, S., E-logistics and the natural environment, Supply Chain Management: An International Journal, 9 (4) (2004) 303-312.
EL BAZ, J., and Laguir, I., Third party logistics providers (TPLs) and environmental sustainability practices in developing countries: the case of Morocco, International Journal of Operations & Production Management, 37 (10 (2017) 1451-1474.
Liang, Kuo-Yun, et al., Networked control challenges in collaborative road freight transport, European Journal of Control, 30 (2016) 2-14.
Franco, S., and Ravibabu Mandla, V., Analysis of road transport energy consumption and emissions: a case study, International Journal of Energy Sector Management, 8 (3) (2014) 341-355.
Demir, E., Bektaş, T., and Laporte, G., A review of recent research on green road freight transportation, European Journal of Operational Research, 237 (3) (2014) 775-793.
Suzuki, Y., A dual-objective metaheuristic approach to solve practical pollution routing problem, International Journal of Production Economics, 176 (2016) 143-153.
Franceschetti, A., Demir, E., Honhon, D., Van Woensel, T., Laporte, G., and Stobbe, M., A metaheuristic for the time-dependent pollution-routing problem, European Journal of Operational Research, 259 (3) (2017) 972-991.
Dente, S. M. R., and Tavasszy, L., Policy oriented emission factors for road freight transport, 61 (A) (2018) 33-41.
Marcilio, G. P., De Assis Rangel, J. J., De Souza, C. L. M., Shimoda, E., Da Silva, F. F., and Peixoto, T. A., Analysis of greenhouse gas emissions in the road freight transportation using simulation, Journal of Cleaner Production, 170 (2018) 298-309.
Moreno-Quintero, E., Fowkes, T., and Watling, D., Modelling planner-carrier interactions in road freight transport: Optimisation of road maintenance costs via overloading control, Transportation Research Part E: Logistics and Transportation Review, 50 (1) (2013) 68-83.
Caputo, A. C., Fratocchi, L., and Pelagagge, P. M., A genetic approach for freight transportation planning, Industrial Management & Data Systems, 106 (5) (2006) 719-738.
Engström, Rikard, The Roads' Role in the Freight Transport System, Transportation Research Procedia, 14 (2014) 1443-1452.
Caunhye, A. M., Nie, X., and Pokharel, S., Optimization models in emergency logistics: A literature review, Socio-Economic Planning Sciences, 46 (1) (2012) 4-13.
Barbati, M., Bruno, G., and Genovese, A., Applications of agent-based models for optimization problems: A literature review, Expert Systems with Applications, 39 (5) (2012) 6020-6028.
Meixell, M. J., and Norbis, M., A review of the transportation mode choice and carrier selection literature, The International Journal of Logistics Management, 19 (2) (2008) 183-211.
Natarajarathinam, M., Capar, I., and Narayanan, A., Managing supply chains in times of crisis: a review of literature and insights, International Journal of Physical Distribution & Logistics Management, 39 (7) (2009) 535-573.
Srivastava, S. K., Green supply-chain management: A state-of-the-art literature review, International Journal of Management Reviews, 9 (1) (2007) 53-80.
Meixell, M. J., and Norbis, M., A review of the transportation mode choice and carrier selection literature, The International Journal of Logistics Management, 19 (2) (2008) 183-211.
Sarac, A., Absi, N., and Dauzre-Prs, S., A literature review on the impact of RFID technologies on supply chain management, International Journal of Production Economics, 128 (1) (2010) 77-95.
Taticchi, P., Tonelli, F., and Pasqualino, R., Performance measurement of sustainable supply chains, International Journal of Productivity and Performance Management, 62 (8) (2013) 782-804.
Demir, E., Bektaş, T., and Laporte, G., A comparative analysis of several vehicle emission models for road freight transportation, Transportation Research Part D: Transport and Environment, 16 (5) (2011) 347-357.
Chatfield, D. C., Harrison, T. P., and Hayya, J. C., SCML: An information framework to support supply chain modeling, European Journal of Operational Research, 196 (2) (2009) 651-660.
Shapiro, J. F., Challenges of strategic supply chain planning and modeling, Computers and Chemical Engineering, 28 (6-7) (2004) 855-861.
Labarthe, O., Espinasse, B., Ferrarini, A., and Montreuil, B., Toward a methodological framework for agent-based modelling and simulation of supply chains in a mass customization context, 15 (2007) 113-136.
Wiame, E., and Mohammed, E. H., The Organizational Modeling of a Supply Chain Management, 8 (4) (2017) 76-81.
Lin, C. Y., and Ho, Y. H., An empirical study on logistics service providers' intention to adopt green innovations, Journal of Technology Management and Innovation, 3 (1) (2008) 17-26.
Murphy, P. R., Poist, R. F., and Braunschwieg, C. D., Management of Environmental Issues in Logistics: Current Status and Future Potential, Transportation Journal, 34 (1994) 48-56.
Yan, H., Yu, Z., and Cheng, T. C. E., A strategic model for supply chain design with logical constraints: Formulation and solution, Computers and Operations Research, 30 (14) (2003) 2135-2155.
Léonardi, J., and Baumgartner, M., CO2 efficiency in road freight transportation: Status quo, measures and potential, Transportation Research Part D: Transport and Environment, 9 (6) (2004) 451-464.
Fleisch, E., and Tellkamp, C., Inventory inaccuracy and supply chain performance: A simulation study of a retail supply chain, International Journal of Production Economics, 95 (3) (2005) 373-385.
Hutchins, M. J., and Sutherland, J. W., An exploration of measures of social sustainability and their application to supply chain decisions, 16 (2008) 1688-1698.
Cholette, S., and Venkat, K., The energy and carbon intensity of wine distribution: A study of logistical options for delivering wine to consumers, Journal of Cleaner Production, 17 (16) (2009) 1401-1413.
Piecyk, M. I., and McKinnon, A. C., Forecasting the carbon footprint of road freight transport in 2020, International Journal of Production Economics, 128 (1) (2010) 31-42.
Kuo, Y., and Wang, C., Optimizing the VRP by minimizing fuel consumption, Management of Environmental Quality: An International Journal, 22 (4) (2011) 440-450.
Chaabane, A., Ramudhin, A., and Paquet, M., Designing supply chains with sustainability considerations, Production Planning and Control, 22 (8) (2011) 727-741.
Wang, F., Lai, X., and Shi, N., A multi-objective optimization for green supply chain network design, Decision Support Systems, 51 (2) (2011) 262-269.
Ageron, B., Gunasekaran, A., and Spalanzani, A., Sustainable supply management: An empirical study, International Journal of Production Economics, 140 (1) (2012) 168-182.
Oberhofer, P., and Fürst, E., Environmental management in the transport sector: findings of a quantitative survey, EuroMed Journal of Business, 7 (3) (2012) 268-279.
Smith, T. W., Axon, C. J., and Darton, R. C., A methodology for measuring the sustainability of car transport systems, Transport Policy, 30 (2013) 308-317.
Zolfpour-Arokhlo, M., Selamat, A., and Hashim, S. Z. M., Route planning model of multi-Agent system for a supply chain management, Expert Systems with Applications, 40 (5) (2013) 1505-1518.
Pan, S., Ballot, E., and Fontane, F., The reduction of greenhouse gas emissions from freight transport by pooling supply chains, International Journal of Production Economics, 143 (1) (2013) 86-94.
Lee, K., and Wu, Y., Integrating sustainability performance measurement into logistics and supply networks: A multi-methodological approach, The British Accounting Review, 46 (4) (2014) 361-378.
Demir, E., Bektaş, T., and Laporte, G., A review of recent research on green road freight transportation, European Journal of Operational Research, 237 (3) (2014) 775-793.
Andrés, L., and Padilla, E., Energy intensity in road freight transport of heavy goods vehicles in Spain, Energy Policy, 85 (2015) 309-321.
Liotta, G., Stecca, G., and Kaihara, T., Optimisation of freight flows and sourcing in sustainable production and transportation networks, International Journal of Production Economics, 164 (2015) 351-365.
Yamada, T., and Febri, Z., Freight transport network design using particle swarm optimisation in supply chain-transport supernetwork equilibrium, Transportation Research Part E: Logistics and Transportation Review, 75 (2015) 164-187.
Liimatainen, H., Sandelands, E., Hovi, I. B., Arvidsson, N., and Nykänen, L., Driving forces of road freight CO2 in 2030, International Journal of Physical Distribution & Logistics Management, 45 (3) (2015) 260-285.
Chung, J., Kyung, Y., and Kim, J., Optimal sustainable road plans using multi-objective optimization approach, 49 (2016) 105-113.
Ivanov, D., Pavlov, A., Dolgui, A., Pavlov, D., and Sokolov, B., Disruption-driven supply chain (re)-planning and performance impact assessment with consideration of pro-active and recovery policies, Transportation Research Part E: Logistics and Transportation Review, 90 (2016a) 7-24.
Avci, M. G., and Selim, H., A multi-agent system model for supply chains with lateral preventive transshipments: Application in a multi-national automotive supply chain, Computers in Industry, 82 (2016) 28-39.
Qian, J., and Eglese, R., Fuel emissions optimization in vehicle routing problems with time-varying speeds, European Journal of Operational Research, 248 (3) (2016) 840-848.
Carvalho, H., Govindan, K., Azevedo, S. G., and Cruz-Machado, V., Modelling green and lean supply chains: An eco-efficiency perspective, Resources, Conservation & Recycling, 120 (2017) 75-87.
Alwakiel, H. N., Leveraging Weigh-In-Motion (WIM) Data to Estimate Link-Based Heavy Duty Vehicle Emissions, Dissertations and theses, Portland State University, no. 247, 2011.
Bigazzi, A., and Bertini, R., Adding Green Performance Metrics to a Transportation Data Archive, Transportation Research Record: Journal of the Transportation Research Board, 2121 (2009) 30-40.
Ottemöller, O., and Friedrich, H., Modelling change in supply-chain-structures and its effect on freight transport demand, Transportation Research Part E: Logistics and Transportation Review, 121 (2019) 23-42.
Drewes Nielsen, L., Homann Jespersen, P., Petersen, T., and Gjesing Hansen, L., Freight transport growth: a theoretical and methodological framework, European Journal of Operational Research, 144 (2003) 295-305.
McKinnon, A., and Woodburn, A., Logistical restructuring and road freight traffic growth, Transportation, 23 (2) (1996) 141-161.
Kohn, C., Centralisation of distribution systems and its environmental effects, Dissertations from International Graduate School of Management and Industrial Engineering, IMIE, Linköping, Sweden, 91, 2005.
Tavasszy, L. A., Smeenk, B., and Ruijgrok, C. J., A DSS for modelling logistic chains in freight transport policy analysis, International Transactions in Operational Research, 5 (6) (1998) 447-459.
Liedtke, G., An Actor-based Approach to Commodity Transport Modelling, 5th Conference on Applied Infrastructure Research, 2006.
Schroeder, S., and Zilske, M., A computational framework for a multi-agent simulation of freight transport activities, Annual Meeting Preprint, (2012) 123.
Davydenko, I. Y., Logistics Chains in Freight Transport Modelling, Delft University of Technology, Netherlands, 2015.
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