Stein-Rule Combination Forecasting on RFID Based Supply Chain

2018 ◽  
Vol 35 (02) ◽  
pp. 1840001
Author(s):  
WenJie Wang ◽  
Qi Xu ◽  
Dandan Fan

Radio frequency identification technology has been applied in many fields, especially in logistics operations and supply chain management. Supply chain coordination among partners, which is the core part of supply chain management, can be more practical and effective through sharing real-time product data along the supply chain tracked by RFID technology. This paper focused on the study of the supply chain collaborative forecasting process by sharing RFID real-time data. The collaborative forecasting process among supply chain partners based on the sharing RFID product data is discussed for product demand decision in the paper at first. Then, a Stein-rule combination-forecasting model is proposed to integrate the forecasting knowledge and coordinate forecasting process between the retailers and manufactures shared the RFID data in the supply chain. Moreover, in order to enhance collaborative forecasting precision an error correction combination-forecasting model is discussed. Finally, the outcomes of mathematics simulation verify that the forecast combinations with Stein-rule estimation rules and error correction algorithms are effective to improve forecast precision and coordinate RFID-based supply chain.

Author(s):  
P. Boonyathan ◽  
L. Al-Hakim

Today’s managers are turning to the functions of the supply chain to improve margins and gain competitive advantage. The explosion of the Internet and other e-business technologies has made real-time, online communication throughout the entire supply chain a reality. Electronic supply chain management (e-SCM) is a reference to the supply chain that is structured via electronic technology-enabled relationships. This chapter concentrates on the development of a procedure referred to as eSCM-I for e-SCM process improvement. The procedure focuses on process mapping and relies on principles of coordination theory. It is based on SCOR to standardize the process and take advantage of this technique of benchmarking/best practices potential. The procedure employs IDEF0 technique for mapping the processes.


1970 ◽  
Vol 21 (1) ◽  
pp. 41-48 ◽  
Author(s):  
Juraj Vaculik ◽  
Ivan Michalek ◽  
Peter Kolarovszki

The paper deals with RFID (Radio Frequency Identification)implementation and utilization within supply chain managementand also includes the economic feasibility of rollingout RFID. The members of the supply chain networks- suppliers,manufacturers and distributors - will operate independentlyfrom one another and according to their own agendas.This type of unmanaged network, howeve1; results in inefficiencies.The manufacturer might have a goal of maximizing productionin order to minimize unit costs. Clearly, all members ofthe supply chain stand to gain by coordinating their efforts toimprove efficiency and overall supply chain performance. Thisarticle is divided into three parts: Supply chain, Economic feasibilityof rolling out RFID and Processes of Supply chain management.


Author(s):  
Suvendu Naskar ◽  
Preetam Basu ◽  
Anup K. Sen

The Internet of Things (IoT) envisions an ecosystem where smart and interconnected objects can sense surrounding changes, communicate with each other, process information and take active roles in decision making. Optimizing supply chain performance is a primary concern of manufacturing and logistics organizations. Radio Frequency Identification (RFID) is helping organizations to build automated and interconnected smart environment by object identification and tracking, motivating the first step towards an IoT-enabled world. This chapter attempts to understand extant literature studying applications of RFID in implementing the IoT in supply chain management. We categorize extant literature, firstly, based on research methodology and secondly, based on supply chain processes. We find that presently academic activity is around conceptualizing the usability of RFID in the IoT with limited analytical and empirical evidence. Supply chain processes such as demand planning, procurement, retail shelf space management and product returns are prospective areas for interesting future research.


Author(s):  
Dong Li ◽  
Xiaojun Wang ◽  
Kinchung Liu ◽  
Dennis Kehoe

RFID-enabled business models are proposed in this chapter to innovate supply chain management. The models demonstrated benefits from automatically captured real-time information in supply chain operations. The resulting visibility creates chances to operate businesses in more responsive, dynamic, and efficient scenarios. The actual initiative of such novel RFID enabled applications is therefore to encourage intelligent supply chain management to dynamically respond changes and events in real-time. As the RFID implementation costs are continuously decreasing, it is expected that more novel business models would be inspired by the technological advancement to foster more intelligent supply chains in the near future.


Author(s):  
Tim Coltman ◽  
Peter Reynolds ◽  
Frank Schlosser ◽  
Alan Thorogood

AGL Energy operates in one of the most fiercely competitive markets in the world. Demand is volatile with high customer churn rates and supply procurement is real time with huge price variability. These characteristics make supply chain management difficult and the case study describes how information is used to match supply with demand.


Author(s):  
D. Li

RFID-enabled business models are proposed in this chapter to innovate supply chain management. The models demonstrated benefits from automatically captured real-time information in supply chain operations. The resulting visibility creates chances to operate businesses in more responsive, dynamic, and efficient scenarios. The actual initiative of such novel RFID enabled applications is therefore to encourage intelligent supply chain management to dynamically respond changes and events in real-time. As the RFID implementation costs are continuously decreasing, it is expected that more novel business models would be inspired by the technological advancement to foster more intelligent supply chains in the near future.


Author(s):  
Suvendu Naskar ◽  
Preetam Basu ◽  
Anup K. Sen

The Internet of Things (IoT) envisions an ecosystem where smart and interconnected objects can sense surrounding changes, communicate with each other, process information and take active roles in decision making. Optimizing supply chain performance is a primary concern of manufacturing and logistics organizations. Radio Frequency Identification (RFID) is helping organizations to build automated and interconnected smart environment by object identification and tracking, motivating the first step towards an IoT-enabled world. This chapter attempts to understand extant literature studying applications of RFID in implementing the IoT in supply chain management. We categorize extant literature, firstly, based on research methodology and secondly, based on supply chain processes. We find that presently academic activity is around conceptualizing the usability of RFID in the IoT with limited analytical and empirical evidence. Supply chain processes such as demand planning, procurement, retail shelf space management and product returns are prospective areas for interesting future research.


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