Data-Driven Joint Optimization of Lease Pricing and Container Inventory for Leasing Companies at the Depot Level

Data-Driven Joint Optimization of Lease Pricing and Container Inventory for Leasing Companies at the Depot Level | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Data-Driven Joint Optimization of Lease Pricing and Container Inventory for Leasing Companies at the Depot Level Qi Xu, Zhiying Lu, Xiaonuo Zhu, Xiang Wang, Xu Xin, Kang Chen This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7903516/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Empty container management poses a significant challenge for container depots within global logistics networks, primarily due to demand uncertainty and complex operational costs. This paper addresses the joint dynamic pricing and inventory control problem for a depot managing empty containers over a finite horizon. We propose a data-driven approach that leverages historical operational data to optimize decisions without assuming known demand functions or noise distributions. Our model incorporates key depot-specific features, including the potential dependence of leasing demand on both price and inventory levels, and detailed multi-modal transportation costs for container repositioning. We develop the Uncertain Demand Container Pricing Inventory (UDCPI) algorithm, which utilizes demand hypothesis sets, regularized estimation, and an empirical dynamic programming scheme with sample average approximation. Numerical experiments demonstrate that UDCPI outperforms heuristic data-driven baselines and approaches the performance of a perfect-information benchmark as the data volume in- creases. Sensitivity analyses quantify how pricing bands, inventory–demand interaction, transportation cost structure, and demand volatility affect depot-level profitability. The paper con- tributes a practical, end-to-end data-driven framework tailored to container lessors, together with actionable managerial insights for operating under uncertainty. Empty Container Management Pricing and inventory Control Empirical Dynamic Programming Multi-Modal Repositioning Demand Uncertainty Data-Driven Optimization Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7903516","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":555245064,"identity":"56c16e58-4bde-4845-8770-e5ab038ec80b","order_by":0,"name":"Qi Xu","email":"","orcid":"","institution":"Guilin University of Electronic Technology","correspondingAuthor":false,"prefix":"","firstName":"Qi","middleName":"","lastName":"Xu","suffix":""},{"id":555245065,"identity":"7b6356c2-4cd7-4b42-af37-bc496500ec03","order_by":1,"name":"Zhiying Lu","email":"","orcid":"","institution":"Guilin University of Electronic 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