Analysis and evaluation of forecasting methods and tools to predict future demand for secondary chemical-biological configuration items
Ritchey, Chris D.
Wheeler, John W.
MetadataShow full item record
As the Engineering Support Activity (ESA) for numerous consumable Chemical Biological items managed by the Defense Logistics Agency (DLA), Edgewood Chemical Biological Center (ECBC) must be able to complete reviews of all procurement packages within 15 calendar days. With such little lead time, it would be very beneficial if ECBC had the ability to forecast when DLA procurement actions will occur. This thesis presents an evaluation of the effectiveness of Simple Regression and Exponentially Weighted Moving Average (EWMA) forecasting models to predict the demand of Chemical Biological consumable items using the procurement history data for four specific items. Neither forecasting model proved effective at predicting the demand for the items due in large part to large variation in demand patterns. The inventory policies and supply issues which currently exist at an Army production site were investigated and it was recommended to consider Economic Order Quantity (EOQ) or Just-in-Time (JIT) inventory management models as possible alternatives to achieve smoother demand patterns. Additionally, recommendations were made to examine the integrity of the historical demand data as well as using a Multiple Regression forecast model with several causal effects in addition to time.
RightsThis publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States.
Showing items related by title, author, creator and subject.
Bolin, Jason S. (Monterey, California. Naval Postgraduate School, 2010-09);Cloud computing in theory can reduce the total IT lifecycle cost for the US Department of Defense by enabling the enterprise to provision shared software-, platform-, and infrastructure-level services in an on-demand ...
Arima, James K. (Monterey, California. Naval Postgraduate School, 1978-02); NPS-54-78-3The incentive value of the Navy Campus for Achievement (NCFA) for recruiting was evaluated using unobtrusive measures. Recruiter demand for a recruiting aid (brochure) solely featuring NCFA was compared against the demand ...
Evaluation of CUSUM and EWMA control charts to detect changes in underlying demand trends of naval aviation spares Wetherington, Les O. (Monterey, California. Naval Postgraduate School, 2010-09);The Navy must keep aircraft in a high state of readiness around the globe requiring spare parts to be available when and where needed. Managers need to know when changes in demand patterns are occurring far enough in advance ...