Adaptive Neuro-Fuzzy Inference System (ANFIS) Approach to Raw Material Inventory Control at Pt XYZ
Journal Title: International Journal of Engineering and Management Research - Year 2018, Vol 8, Issue 6
Abstract
Raw material inventory control is important thing for food companies. The adaptive inventory control is able to adapt to changes in the environment, maintain system performance and stability in the face of various problems in the industry, one of which can be applied to controlling raw material inventories. PT XYZ is a jelly drink industry that has a high level of raw material inventory. In 2016 the investment costs incurred by PT XYZ for carrageenan raw materials ranged from 55-566 million IDR. Costs incurred are quite high and require considerable handling in their maintenance. Therefore, a solution is needed to minimize inventory costs without disturbing the business process. The purpose of this study is to analyse the raw materials inventory PT XYZ for jelly drink product. The analysis is carried out on the main raw material, namely agar (carrageenan) which has three suppliers. The method used is BPMN 1.0 and ANFIS (Adaptive Neuro Fuzzy Inference Systems) which form rules of raw material control rules. This method is an alternative decision making and accommodates flexibility in the form of frame work that accommodates uncertainty of information or data that is less accurate. This study uses four input parameters, namely production demand, raw material arrival, usage and stock. The output obtained is in the form of inventory costs. The results of the study are information regarding the role of each actor who stores important data as a sequence of decision making. The application of ANFIS to design a raw material inventory control system using epoch 50 produces 90 rules of rules with testing errors. The average test for the training dataset is 0,00077412 and the test and examination dataset is 0,0006903. Rules of rules obtained can be applied to control raw material inventories.
Can Technological, Organizational and Individual Antecedents Together Optimize Knowledge Sharing for Establishing Institutional Innovation Capabilities?
Faculty members’ are the intellectual leader for developing societies. It is believed that the new knowledge is created and transferred to the people in the Universities. Although, relatively still an infancy field of re...
Role of Startups on Indian Economy
India needs 10 million jobs a year and global data shows that it is startups, not large enterprises that create net new jobs in any country. Startups are the centers of innovation and are a great way to enhance employmen...
Improving QoS of VANET using Network Coding
Vehicular Ad hoc Networks -VANET as a sub class of Mobile Ad hoc Networks -MANET provides a wireless communication among vehicles and vehicle to road side equipment. VANET allows vehicles to form a selforganized network...
Analysis of the Technology Acceptance Theoretical Model in Examining Users’ Behavioural Intention to Use an Augmented Reality App (IMAP-Campus)
Removed
Experimental Study on Microbial Fibre Concrete
The usage of cement has been increased throughout the world which has severe effect on the environment. replacement of cement in concrete is in very much need, for which several materials came into existence like flyash,...