An Intelligent Decision Support System for Production Planning in Garments Industry
نویسندگان
چکیده
In this paper, we propose an Intelligent Decision Support System (IDSS) that combines prediction and optimization for production planning. We worked with a company provides software the garments Industry had access to real-world data related client works subcontractors. Using Automated Machine Learning (AutoML) approach, firstly target four predictive tasks are crucial estimate planning indicators. Then, use historical one of predicted indicators search best subcontractor allocation plan, which minimize both cost time via Evolutionary Multiobjective Optimization (EMO) algorithm (NSGA-II), achieving interesting results.
منابع مشابه
An intelligent decision support system for service network planning
The joint use of an optimization model and a simulation model as a two-stage methodology has been successfully applied in various operation planning situations, such as service network planning. While using the two-stage methodology, the decisionmaker, who is normally a domain expert, also needs to be familiar with the models. He/she manipulates the two models iteratively to reach a planning so...
متن کاملA Compound Decision Support System for Corporate Planning
Providing a plan for any corporate or firm at macro level, as an organization or enterprise resource planning has particular importance nowadays. To meet the enterprise resource planning needs applications software packages provide a set of uniform pre-prepared and pre-designed that covers all business process throughout an organization. To achieve maximum efficiency in the implementation of th...
متن کاملAn Intelligent Decision Support System for Editors
so on. For these people, computerized systems represent powerful tools for assisting them in the performance of their work. The problems derive f rom the increasing ability of these systems to take over much of the work now performed by manufacturing, clerical, and service workers. Solutions will not be simple. Elements leading towards acceptable solutions must include human considerations in t...
متن کاملAn application of principal component analysis and logistic regression to facilitate production scheduling decision support system: an automotive industry case
Production planning and control (PPC) systems have to deal with rising complexity and dynamics. The complexity of planning tasks is due to some existing multiple variables and dynamic factors derived from uncertainties surrounding the PPC. Although literatures on exact scheduling algorithms, simulation approaches, and heuristic methods are extensive in production planning, they seem to be ineff...
متن کاملAn Intelligent Decision Support System for Irrigation System Management
In this communication is considered the design of a decision support system for the short term water resource management of an irrigation system. The operations of similar systems are often impaired by different stochastic events like device failure, heavy rains or dry periods and new long term goals. To be effective, such a decision support system which is based on knowledge techniques (state ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Lecture Notes in Computer Science
سال: 2021
ISSN: ['1611-3349', '0302-9743']
DOI: https://doi.org/10.1007/978-3-030-91608-4_37