Please use this identifier to cite or link to this item: http://dspace.dtu.ac.in:8080/jspui/handle/repository/18468
Title: ARTIFICIAL NEURAL NETWORKS FOR SUPPLY CHAIN MANAGEMENT
Authors: AGGARWAL, DEVANSH
VERMA, CHIRAG
Keywords: ARTIFICIAL NEURAL NETWORKS
SUPPLY CHAIN MANAGEMENT
Python programming language
model accuracy
Issue Date: 31-May-2021
Abstract: In simple words a supply chain is getting the raw materials, converting them into a finished product and delivering that to the end customer. The product can be tangible (a good) or intangible (a service) or even a combination of both. Basically it is the process of manufacturing and delivering. Supply chain management is simply handling the supply chain in order to have optimum outputs. Artificial Intelligence (AI) is the most modern form of machine learning and is what is considered as a hot topic of research in today’s world. Simply put, AI is mimicking the human intelligence and reactions that would happen in a given situation. Artificial Intelligence is a booming field and so is Supply Chain Management, and in recent years researchers and companies such as consultancy firms have been trying to integrate both together in order to have optimum supply chains either for themselves or for their client(s). In this report, we’ll be having an introduction to the fields of supply chain and artificial intelligence coming together, learning about previous studies where this combined concept has been worked upon, talking about various machine learning techniques for model creation, working on a real world supply chain shipment data set using the deep learning tool of Artificial Neural Networks (ANN) using the Python programming language for creating a prediction model and interpreting the results derived such as model accuracy.
Description: 1.INTRODUCTION 1.1 Industry Profile Supply Chain refers to the process of obtaining the raw materials from the source which will be transported to the place of manufacturing, passing through each and every step requiring different set of people with different sets of skills and being converted into the finished goods and then finally transported to the destination point, i.e., the sellers shop or even the end customer. In simple words it is the process of manufacturing and selling goods. In today’s world an optimum supply chain is the one that every industry desires. This optimum supply chain helps the firms in having a faster production cycle at the least possible cost. Supply Chain Management (SCM) as the term suggests is the management of the flow of goods and services such as movement and storage of raw materials, work-in-progress inventory and finished goods from point of origin to the point of consumption. It is a broad term that consists of various activities such as sourcing, production, product development, operations and logistics. In today’s business world companies are focusing more and more in the field of supply chain management in order to reduce risks.
URI: http://dspace.dtu.ac.in:8080/jspui/handle/repository/18468
Appears in Collections:MBA



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