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Potential to Improve Forecasting Accuracy: Advances in Supply Chain Management; Advances in Supply Chain Management

Datta, Shoumen; Granger, Clive
Fonte: MIT - Massachusetts Institute of Technology Publicador: MIT - Massachusetts Institute of Technology
Tipo: Trabalho em Andamento
Relevância na Pesquisa
#Forecasting, Analytics, Automatic Identification, Radio Frequency Identification, RFID, Ultrawideband, UWB, sensors, Value of Data, Decision Systems, Decision Support Systems, DSS, Supply Chain, Supply Chain Management, SCM, Operations, Operations Management, Inventory Management, Out-of-Stock, OOS, Process Knowledge, Knowledge Management, Collaboration, Semantics, Interoperability, Collaborative Planning Forecasting and Replenishment, CPFR, Vendor Managed Inventory, VMI, Operational Efficiency, Econometrics, Time Series, CLRM, Regression Analysis, Classical Linear Regression Model, AR, Autoregression, MA, Moving Average, VAR, Vector Autoregression, GARCH, Generalized Autoregressive Conditional Heteroskedasticity, MGARCH, Multivariate GARCH, Bullwhip Effect, Homoskedasticity, Uncertainty, Optimization, Risk Analysis, Value at Risk, VaR, Enterprise Resource Planning, ERP, Software Defined Radio, SDR, Globalisation, Volatility, ICT, Information and Communication Technologies, Supply Chain Adaptability, Adaptive SCM, Sense & Respond, Clockspeed, Value Networks, Product Lifecycle Management, PLM, Information Lifecycle Management, ILM, Obsolescence, Financial Supply Chain, Transparency, Lean, Lean Manufacturing, Outsourcing, GE VeriWise, GPS, High Volume Data, High Frequency Data, Real-Time Data, Right Time Information, Logistics, Security, Security Risk Analysis, Logistics Network, Customs, Customs Security, Biometrics, Ontology, Intelligent Decision Systems, Agents, AI Agents, Logistics Network, Value Chain, C-TPAT, Customs-Trade Partnership Act Against Terrorism, Homeland Security, Non-obvious Relationship Analysis, NORA
Forecasting is a necessity almost in any operation. However, the tools of forecasting are still primitive in view of the great strides made by research and the increasing abundance of data made possible by automatic identification technologies, such as, radio frequency identification (RFID). The relationship of various parameters that may change and impact decisions are so abundant that any credible attempt to drive meaningful associations are in demand to deliver the value from acquired data. This paper proposes some modifications to adapt an advanced forecasting technique (GARCH) with the aim to develop it as a decision support tool applicable to a wide variety of operations including supply chain management. We have made an attempt to coalesce a few different ideas toward a “solutions” approach aimed to model volatility and in the process, perhaps, better manage risk. It is possible that industry, governments, corporations, businesses, security organizations, consulting firms and academics with deep knowledge in one or more fields, may spend the next few decades striving to synthesize one or more models of effective modus operandi to combine these ideas with other emerging concepts, tools, technologies and standards to collectively better understand...

DoD supply chain implications of radio frequency identification (RFID) use within Air Mobility Command (AMC)

Clark, George W.; Hozven, Marcelo A.
Fonte: Monterey, California. Naval Postgraduate School Publicador: Monterey, California. Naval Postgraduate School
Formato: xx, 77 p. : ill. (some col.); 28 cm.
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Approved for public release; distribution is unlimited.; MBA Professional Report; Approved for public release; distribution is unlimited.; The purpose of this MBA project is to identify the existing and potential value of Radio Frequency Identification (RFID) use in the operations of Headquarters Air Mobility Command (HQAMC) and its worldwide network of aerial ports. The project seeks to determine how the applications of RFID within AMC can add value to AMC's operations and the operations of other DoD supply chain members. In doing so, the project describes the technical attributes of DoD's RFID tags and infrastructure, AMC's legacy Automated Information System (AIS) known as Global Air Transportation Execution System (GATES), and AMC's role within its supply chain. The project includes a discussion of potential AMC and DoD supply chain RFID applications and resulting potential value. Ultimately, the project offers a process for creating a robust RFID infrastructure.; Lieutenant, Chilean Navy; Lieutenant, Chilean Navy; Lieutenant, United States Naval Reserve