An evaluation of using the noise-to-signal ratio to determine the smoothing constant in exponential smoothing for inventory control
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Authors
Meadows, Michael E.
Advisors
Fields, Paul J.
Brown, David G.
Second Readers
Subjects
Exponential Smoothing
Mean Absolute Deviation (MAD)
Adjusted exponential smoothing method
Mean Absolute Deviation (MAD)
Adjusted exponential smoothing method
Date of Issue
1996-06
Date
Publisher
Monterey, California. Naval Postgraduate School
Language
en_US
Abstract
This research evaluates the use of the noise to signal ratio to determine the optimal smoothing constant (alpha) for exponential smoothing for inventory control. As the Navy continues the transition of 'right-sizing,' inventory managers are faced with fewer personnel and operating funds. Controlling inventory expenditures through an aggressive approach to demand forecasting could be an opportunity to promote efficiency. The author examines the use of the noise to signal ratio to develop a simple, yet effective way to choose the smoothing constant. The new adjusted exponential smoothing method is then validated through a series of comparisons with the traditional method of exponential smoothing currently in use for demand forecasting
Type
Thesis
Description
Series/Report No
Department
Management
Organization
Identifiers
NPS Report Number
Sponsors
Funding
Format
39 p.
Citation
Distribution Statement
Approved for public release; distribution is unlimited.
