Bir E-Ticaret Firmasındaki Son Adım Teslimat Probleminin Farklı Senaryolar Altında İncelenmesi
Year 2024,
Volume: 7 Issue: 1, 30 - 42, 29.03.2024
Fatma Duygu Yılmazer
,
Harun Reşit Yazgan
,
Serap Ercan Cömert
Abstract
COVID-19 salgınının getirdiği yaşam koşulları ile birlikte dünya ticaretine birçok olumsuz etkisine rağmen e-ticarette hızlı bir gelişmeye yol açmıştır. Talebe istinaden artan e-ticaret hacminin vazgeçilmez unsuru olan lojistik kısmı üzerine daha fazla çalışmalar ve yatırımlar yapılmaya başlanmıştır. Lojistik maliyetlerinin en büyük kısmını oluşturduğu iddia edilen son adım teslimatı üzerine yapılan çalışmalarla birlikte kısıtlı kaynaklarla yüksek miktardaki talebe cevap verirken maliyetlerin de kontrol altında tutulabilmesi için çeşitli lojistik modelleri ortaya çıktığı görülmüştür.
Bu çalışmada, mobilya sektöründe e-ticaret faaliyeti yürüten bir firmanın en uygun son adım teslimatı stratejisini belirleyebilmek için çeşitli lojistik modelleri üç farklı senaryo altında incelenmiştir. Senaryoları çözümleyebilmek için p-medyan problemi, kümeleme analizi ve yerel arama destekli Clarke ve Wright tasarruf algoritmasına dayanan hiyerarşik bir optimizasyon modeli önerilmiştir. Belirlenen üç senaryodan elde edilen sonuçlar firmanın mevcut durumu ile karşılaştırılıp son adım teslimatı maliyetini minimize edecek olan en uygun seçenek yönetime sunulmuştur.
References
- Aydemir, E., 2006. Esnek Zaman Pencereli Araç Rotalama Problemi ve Bir Uygulama. Yüksek Lisans Tezi, Gazi Üniversitesi.
- Ballou, R. H., 1992. Business Logistics Management: Instructor's Manual with Software, Prentice Hall.
- Charisis, A., Kaisar, E., 2019. Multiobjective Capacitated Location-Allocation Model for Urban Logistics Delivery Facilities (No. 19-00706).
- Cipta, H., Hasibuan, M. F., 2023. Optimal Vehicle Routing Problem (VRP) For the distribution of medical devices by applying the clarke-wright algorithm. International Journal of Science and Environment (IJSE), 3(1), 7-12.
- Clarke, G., Wright, J. W., 1964. Scheduling of vehicles from a central depot to a number of delivery points. Operations research, 12(4), 568-581.
- Croes, G. A., 1958. A method for solving traveling-salesman problems. Operations Research, 6(6), 791-812.
- Dantzig, G. B., Ramser, J. H., 1959. The truck dispatching problem. Management science, 6(1), 80-91.
- Deutsch, Y., Golany, B., 2018. A parcel locker network as a solution to the logistics last mile problem. International Journal of Production Research, 56(1-2), 251-261.
- Ercan Cömert, S., 2023. Çok amaçlı elektrikli araç rotalama probleminin hiyerarşik bir metasezgisel algoritma ile çözümü. Doktora Tezi, Sakarya Üniversitesi.
- Eş Yürek, E., 2018. İnsansız hava aracı destekli araç rotalama problemi, Doktora Tezi, Uludağ Üniversitesi.
- Faugere, L., Montreuil, B., 2017. Smart locker bank design: A scenario based optimization approach. In Actes du Congres International de Génie Industriel (Proceedings of Industrial Engineering Congress).
- Gevaers, R., Van de Voorde, E., Vanelslander, T., 2011. Characteristics and typology of last-mile logistics from an innovation perspective in an urban context, City distribution and urban freight transport: Multiple perspectives, pp. 56-71.
- Grabmeier, J., Rudolph, A., 2002. Techniques of cluster algorithms in data mining. Data Mining and knowledge discovery, 6, 303-360.
- Guerrero-Lorente, J., Gabor, A. F., Ponce-Cueto, E., 2020. Omnichannel logistics network design with integrated customer preference for deliveries and returns. Computers & Industrial Engineering, 144, 106433.
- Hakimi, S.L., 1964. Optimum Location of Switching Centers and the Absolute Centers and Medians of a Graph. Operations Research, 12(3), 450–459.
- Hakimi, S.L., 1965. Optimum distribution of switching centers in a communication network and some related graph theoretic problems. Operations Research, 13(3), 462–475.
- Han, J., Kamber, M., 2001. Data Mining and Concepts Techniques, San Francisco: Morgan Kaufmann Publishers Inc.
- Hariati, A., Prasetya, N. H., Cipta, H., 2021. The effectiveness of clarke wright and sequential insertion algorithm in distribution routing aqua. Quadratic: Journal of Innovation and Technology in Mathematics and Mathematics Education, 1(1), 15-22.
- Janjevic, M., Winkenbach, M., Merchán, D., 2019. Integrating collection-and-delivery points in the strategic design of urban last-mile e-commerce distribution networks. Transportation Research Part E: Logistics and Transportation Review, 131, 37-67.
- Johnson, D., Chaniotakis, E., 2021. Innovative last mile delivery concepts: Evaluating last mile delivery using a traffic simulator. 7th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), pp. 1-6.
- Karaoğlan, Y., 2018. Farklı kümeleme analizi yöntemleri ile Türkiyedeki illerin sosyo-ekonomik özelliklerine göre sınıflandırılması ve karşılaştırılması. Yüksek Lisans Tezi, Sivas Cumhuriyet Üniversitesi.
- Karaoğlu, G., 2019. E-ticaret lojistiğinde fiziksel dağıtım uygulamaları; talep üzerine dağıtım hizmetleri için model oluşturulması ve bir uygulama. Doktora Tezi, İstanbul Üniversitesi Cerrahpaşa Lisansüstü Eğitim Enstitüsü.
- Kedia, A., Kusumastuti, D., Nicholson, A., 2020. Locating collection and delivery points for goods’ last-mile travel: A case study in New Zealand. Transportation Research Procedia, 46, 85-92.
- Lenstra, J.K., Rinnooy Kan, A.H.G., 1981. Complexity of vehicle routing and scheduling problems. Networks, 11(2), 221– 227.
- Lim, S. F. W., Jin, X., Srai, J. S., 2018. Consumer-driven e-commerce: A literature review, design framework, and research agenda on last-mile logistics models. International Journal of Physical Distribution & Logistics Management, 48(3), 308-332.
- Lin, Y. H., Wang, Y., He, D., Lee, L. H., 2020. Last-mile delivery: Optimal locker location under multinomial logit choice model. Transportation Research Part E: Logistics and Transportation Review, 142, 102059.
- Liu, D., Deng, Z., Zhang, W., Wang, Y., Kaisar, E. I., 2021. Design of sustainable urban electronic grocery distribution network. Alexandria Engineering Journal, 60(1), 145-157.
- MacQueen, J., 1967. Some methods for classification and analysis of multivariate observations. Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, 1(14), 281–297.
- Morganti, E., Dablanc, L., Fortin, F., 2014. Final deliveries for online shopping: The deployment of pickup point networks in urban and suburban areas. Research in Transportation Business & Management, 11, 23-31.
- Nurcan, D., 2020. E-ticaret lojistiğinde son adım dağıtım hizmetlerine yönelik çok seferli ve zaman pencereli sayısal bir yaklaşım. Yüksek Lisans Tezi, İstanbul Teknik Üniversitesi.
- Orenstein, I., Raviv, T., Sadan, E., 2019. Flexible parcel delivery to automated parcel lockers: models, solution methods and analysis. EURO Journal on Transportation and Logistics, 8(5), 683-711.
- Pamosoaji, A. K., Dewa, P. K., Krisnanta, J. V., 2019. Proposed modified Clarke-Wright saving algorithm for capacitated vehicle routing problem. International Journal of Industrial Engineering and Engineering Management, 1(1), 9-16.
- Ratchford, B., Gauri, D. K., Jindal, R. P., Namin, A., 2023. Innovations in retail delivery: Current trends and future directions. Journal of Retailing, 99(4), 547-562.
- ReVelle, C., Swain, R., 1970. Central Facilities Location. Geographical Analysis, 2(1), 30–42.
- Romesburg, H. C., 2004. Cluster Analysis for Researchers, Lulu Press, North Carolina.
- Sanders, N. R., 2020. Supply chain management: A global perspective, John Wiley & Sons.
- Schwerdfeger, S., Boysen, N., 2020. Optimizing the changing locations of mobile parcel lockers in last-mile distribution. European Journal of Operational Research, 285(3), 1077-1094.
- Tan, P. N., Steinbach, M., Kumar, V., 2006. Introduction to Data Mining, Addison Wesley.
- Tezkoşar, B., 2022. Hibrit scooter kullanarak şehir içi teslimatta karbon ayak izi azaltılması. Yüksek Lisans Tezi, Yıldız Teknik Üniversitesi.
- Toth, P., Vigo, D., 2002a, An overview of vehicle routing problems-chapter 1, The vehicle routing problem, SIAM, Philadelphia, pp. 1-26.
- Toth, P., Vigo, D., 2002b. The vehicle routing problem, Philadelphia: SIAM Monographs on Discrete Mathematics and Applications.
- Weltevreden, J. W., 2008. B2c e‐commerce logistics: the rise of collection‐and‐delivery points in The Netherlands. International Journal of Retail & Distribution Management, 36(8), 638-660.
- Xu, R., Wunsch, D., 2005. Survey of Clustering Algorithms. IEEE Transactions on Neural Networks, 16(3), 645-678.
Examining the Last Mile Delivery Problem in an E-Commerce Company under Different Scenarios
Year 2024,
Volume: 7 Issue: 1, 30 - 42, 29.03.2024
Fatma Duygu Yılmazer
,
Harun Reşit Yazgan
,
Serap Ercan Cömert
Abstract
Despite the living conditions brought by the COVID-19 epidemic and its many adverse effects on world trade, it has led to a rapid development in e-commerce. Based on demand, more studies and investments have begun to be made in logistics, which is an indispensable element of the increasing e-commerce volume. With the studies on last-mile delivery, which is claimed to constitute the most significant part of logistics costs, it has been observed that various logistics models have emerged to keep costs under control while responding to high demand with limited resources.
This study examined various logistics models under three different scenarios to determine the most appropriate last-mile delivery strategy for a company operating e-commerce in the furniture industry. A hierarchical optimization model based on the p-median problem, cluster analysis, and local search-supported Clarke and Wright savings algorithm is proposed to analyze the scenarios. The results obtained from the three determined scenarios were compared with the company's current situation, and the most suitable option that would minimize the last step's delivery cost was presented to the management.
References
- Aydemir, E., 2006. Esnek Zaman Pencereli Araç Rotalama Problemi ve Bir Uygulama. Yüksek Lisans Tezi, Gazi Üniversitesi.
- Ballou, R. H., 1992. Business Logistics Management: Instructor's Manual with Software, Prentice Hall.
- Charisis, A., Kaisar, E., 2019. Multiobjective Capacitated Location-Allocation Model for Urban Logistics Delivery Facilities (No. 19-00706).
- Cipta, H., Hasibuan, M. F., 2023. Optimal Vehicle Routing Problem (VRP) For the distribution of medical devices by applying the clarke-wright algorithm. International Journal of Science and Environment (IJSE), 3(1), 7-12.
- Clarke, G., Wright, J. W., 1964. Scheduling of vehicles from a central depot to a number of delivery points. Operations research, 12(4), 568-581.
- Croes, G. A., 1958. A method for solving traveling-salesman problems. Operations Research, 6(6), 791-812.
- Dantzig, G. B., Ramser, J. H., 1959. The truck dispatching problem. Management science, 6(1), 80-91.
- Deutsch, Y., Golany, B., 2018. A parcel locker network as a solution to the logistics last mile problem. International Journal of Production Research, 56(1-2), 251-261.
- Ercan Cömert, S., 2023. Çok amaçlı elektrikli araç rotalama probleminin hiyerarşik bir metasezgisel algoritma ile çözümü. Doktora Tezi, Sakarya Üniversitesi.
- Eş Yürek, E., 2018. İnsansız hava aracı destekli araç rotalama problemi, Doktora Tezi, Uludağ Üniversitesi.
- Faugere, L., Montreuil, B., 2017. Smart locker bank design: A scenario based optimization approach. In Actes du Congres International de Génie Industriel (Proceedings of Industrial Engineering Congress).
- Gevaers, R., Van de Voorde, E., Vanelslander, T., 2011. Characteristics and typology of last-mile logistics from an innovation perspective in an urban context, City distribution and urban freight transport: Multiple perspectives, pp. 56-71.
- Grabmeier, J., Rudolph, A., 2002. Techniques of cluster algorithms in data mining. Data Mining and knowledge discovery, 6, 303-360.
- Guerrero-Lorente, J., Gabor, A. F., Ponce-Cueto, E., 2020. Omnichannel logistics network design with integrated customer preference for deliveries and returns. Computers & Industrial Engineering, 144, 106433.
- Hakimi, S.L., 1964. Optimum Location of Switching Centers and the Absolute Centers and Medians of a Graph. Operations Research, 12(3), 450–459.
- Hakimi, S.L., 1965. Optimum distribution of switching centers in a communication network and some related graph theoretic problems. Operations Research, 13(3), 462–475.
- Han, J., Kamber, M., 2001. Data Mining and Concepts Techniques, San Francisco: Morgan Kaufmann Publishers Inc.
- Hariati, A., Prasetya, N. H., Cipta, H., 2021. The effectiveness of clarke wright and sequential insertion algorithm in distribution routing aqua. Quadratic: Journal of Innovation and Technology in Mathematics and Mathematics Education, 1(1), 15-22.
- Janjevic, M., Winkenbach, M., Merchán, D., 2019. Integrating collection-and-delivery points in the strategic design of urban last-mile e-commerce distribution networks. Transportation Research Part E: Logistics and Transportation Review, 131, 37-67.
- Johnson, D., Chaniotakis, E., 2021. Innovative last mile delivery concepts: Evaluating last mile delivery using a traffic simulator. 7th International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), pp. 1-6.
- Karaoğlan, Y., 2018. Farklı kümeleme analizi yöntemleri ile Türkiyedeki illerin sosyo-ekonomik özelliklerine göre sınıflandırılması ve karşılaştırılması. Yüksek Lisans Tezi, Sivas Cumhuriyet Üniversitesi.
- Karaoğlu, G., 2019. E-ticaret lojistiğinde fiziksel dağıtım uygulamaları; talep üzerine dağıtım hizmetleri için model oluşturulması ve bir uygulama. Doktora Tezi, İstanbul Üniversitesi Cerrahpaşa Lisansüstü Eğitim Enstitüsü.
- Kedia, A., Kusumastuti, D., Nicholson, A., 2020. Locating collection and delivery points for goods’ last-mile travel: A case study in New Zealand. Transportation Research Procedia, 46, 85-92.
- Lenstra, J.K., Rinnooy Kan, A.H.G., 1981. Complexity of vehicle routing and scheduling problems. Networks, 11(2), 221– 227.
- Lim, S. F. W., Jin, X., Srai, J. S., 2018. Consumer-driven e-commerce: A literature review, design framework, and research agenda on last-mile logistics models. International Journal of Physical Distribution & Logistics Management, 48(3), 308-332.
- Lin, Y. H., Wang, Y., He, D., Lee, L. H., 2020. Last-mile delivery: Optimal locker location under multinomial logit choice model. Transportation Research Part E: Logistics and Transportation Review, 142, 102059.
- Liu, D., Deng, Z., Zhang, W., Wang, Y., Kaisar, E. I., 2021. Design of sustainable urban electronic grocery distribution network. Alexandria Engineering Journal, 60(1), 145-157.
- MacQueen, J., 1967. Some methods for classification and analysis of multivariate observations. Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, 1(14), 281–297.
- Morganti, E., Dablanc, L., Fortin, F., 2014. Final deliveries for online shopping: The deployment of pickup point networks in urban and suburban areas. Research in Transportation Business & Management, 11, 23-31.
- Nurcan, D., 2020. E-ticaret lojistiğinde son adım dağıtım hizmetlerine yönelik çok seferli ve zaman pencereli sayısal bir yaklaşım. Yüksek Lisans Tezi, İstanbul Teknik Üniversitesi.
- Orenstein, I., Raviv, T., Sadan, E., 2019. Flexible parcel delivery to automated parcel lockers: models, solution methods and analysis. EURO Journal on Transportation and Logistics, 8(5), 683-711.
- Pamosoaji, A. K., Dewa, P. K., Krisnanta, J. V., 2019. Proposed modified Clarke-Wright saving algorithm for capacitated vehicle routing problem. International Journal of Industrial Engineering and Engineering Management, 1(1), 9-16.
- Ratchford, B., Gauri, D. K., Jindal, R. P., Namin, A., 2023. Innovations in retail delivery: Current trends and future directions. Journal of Retailing, 99(4), 547-562.
- ReVelle, C., Swain, R., 1970. Central Facilities Location. Geographical Analysis, 2(1), 30–42.
- Romesburg, H. C., 2004. Cluster Analysis for Researchers, Lulu Press, North Carolina.
- Sanders, N. R., 2020. Supply chain management: A global perspective, John Wiley & Sons.
- Schwerdfeger, S., Boysen, N., 2020. Optimizing the changing locations of mobile parcel lockers in last-mile distribution. European Journal of Operational Research, 285(3), 1077-1094.
- Tan, P. N., Steinbach, M., Kumar, V., 2006. Introduction to Data Mining, Addison Wesley.
- Tezkoşar, B., 2022. Hibrit scooter kullanarak şehir içi teslimatta karbon ayak izi azaltılması. Yüksek Lisans Tezi, Yıldız Teknik Üniversitesi.
- Toth, P., Vigo, D., 2002a, An overview of vehicle routing problems-chapter 1, The vehicle routing problem, SIAM, Philadelphia, pp. 1-26.
- Toth, P., Vigo, D., 2002b. The vehicle routing problem, Philadelphia: SIAM Monographs on Discrete Mathematics and Applications.
- Weltevreden, J. W., 2008. B2c e‐commerce logistics: the rise of collection‐and‐delivery points in The Netherlands. International Journal of Retail & Distribution Management, 36(8), 638-660.
- Xu, R., Wunsch, D., 2005. Survey of Clustering Algorithms. IEEE Transactions on Neural Networks, 16(3), 645-678.