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Massachusetts Institute of Technology

Automating Load Selection, Truck Dispatch, and Backhaul Activation in Outbound Logistics Operations

Abstract

dc:description.abstract

Logistics operations is a field concerned with improving the efficiency and effectiveness of the movement of goods and resources. It involves the use of advanced technologies, data analysis, and process improvements to streamline logistics operations and reduce costs while enhancing customer satisfaction. One of the most significant advances in the field of logistics operations has been the integration of automation and artificial intelligence (AI) technologies. Automation has enabled logistics companies to optimize many aspects of their operations, from demand forecasting and route planning to warehouse management and quality control. By leveraging algorithms and machine learning techniques, logistics operations can make faster and more accurate decisions, leading to improved efficiency, cost savings, and customer satisfaction. However, enterprises ability to implement such technologies is hindered by a lack of awareness to their efficacy and poor access to appropriate data inputs that automation requires. Here we show that incorporating these technologies into business operations is not only feasible in sparse data environments but can also result in significant financial gains and enhanced employee decision-making and satisfaction. By applying algorithmic search methods, we automated essential tasks for employees and showed how automating various capacity management strategies and tasks could potentially save up to $873,396 and generate an additional revenue of $1,193,618 in a small manufacturing operation.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2023

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Tanski, Max
Advisors dc:contributor.advisor
  • Frey, Daniel
  • Carrier, John

Rights

dc:rights
Statement dc:rights
  • In Copyright - Educational Use Permitted
  • Copyright retained by author(s)

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/151587
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/151587

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Tanski, Max. Automating Load Selection, Truck Dispatch, and Backhaul Activation in Outbound Logistics Operations. Massachusetts Institute of Technology, 2023. https://hdl.handle.net/1721.1/151587