Abstract
dc:description.abstractAmazon uses a system of interconnected manned work processing stations linked by conveyances that route items from different parts of the warehouse into a single order for packing. This thesis will examine one such system, which circulates items throughout the system in trays. Leaders manage and tune the production rate by adjusting the number of trays within the system to maximize throughput. This task takes considerable time and requires operators to manually add and remove trays from the system. To reduce time spent by leaders in managing trays, automated solutions are investigated. It is determined that the optimal number of trays within the system is dynamic. Furthermore, physical constraints of the system prevent an automated solution that simply inserts and removes trays based off an algorithm. This study uncovers unrealized throughput by creating a model of the system that outputs the ideal tray count based off historical data and mathematical constraints. Additionally, this thesis explores an automated solution that supplies and removes trays based off localized blockage and starvation. A Work Domain Analysis and a human factors study laid the foundations for automation. Simulation demonstrates the potential for a 21.2% production rate increase and a release of 7.14 hours/day for other tasks. Implementation of the model with an alert system increases throughput 20% during maximum production with a median error of 8.11% when targeting a desired throughput. These techniques can be extended to other circulation systems in manufacturing. As Industry 4.0 grows, the management of human-machine relations becomes critical for safety and performance.
Degree
thesis:*- Department dc:contributor.department
- Sloan School of Management
- Grantor dc:publisher
- Massachusetts Institute of Technology
- Year dc:date.issued
- 2021
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Vigil, Shane J.
- Advisors dc:contributor.advisor
-
- R. John Hansman.
- Steven Spear.
Subjects
dc:subject × 2Rights
dc:rights- Statement dc:rights
-
- In Copyright - Educational Use Permitted
- Copyright retained by author(s)
- Licence dc:rights.uri
- Language dc:language.iso
- en_US
Identifiers
dc:identifier.*- Handle dc:identifier.uri
- https://hdl.handle.net/1721.1/138870
- OAI identifier oai:identifier
- oai:dspace.mit.edu:1721.1/138870