Semiconductor | VMS Solutions - Supply Chain Planning with AI driving digital transformation

Creating value with VMS's proven solutions and services

Semiconductors are manufactured around the world, from front-end fab to the backend including assembly, testing, and packaging. Our solution not only optimizes the manufacturing plant in a given region but also the entire supply chain. Our data science team has more than 25 years of experience working with global leading semiconductor manufacturers; delivering value to our customers by leveraging ML technology.

End-to-end
manufacturing integration

Our solution covers the entire process from fab to back-end and integrates multiple levels from weekly planning to real-time scheduling.
Easy implementation
with a rich library

You can quickly and easily create the application of the highest level using the library created based on the best-known methods obtained from our experiences.
ML based optimization

The what-if simulation environment not only predicts future situations for various scenarios, but also allows you to find the optimal parameters using ML techniques such as reinforcement learning.

: Research Paper
ML-Powered Capacity Planning
for Semiconductor fab

As the global semiconductor shortage continues, there is an increasing need for a next-generation capacity planning system that provides an optimal solution while enabling more accurate and faster calculations. Learn how to build an ML-Powered capacity planning for a Semiconductor fab.

Read more

: Research Paper
Simulation Based Multi-Objective Fab
Scheduling by Using Reinforcement Learning

A semiconductor manufacturing Fab is one of the most sophisticated
man-made systems. It is not easy to obtain efficient schedules for
numerous equipments due to the complexity.

Read more

Solutions

Resilient Planning

Agile planning for a fastpaced environment.

Optimal capacity planning
Accurate capable-to-promise (CTP)
Reliable production planning

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Solutions

Optimized Scheduling

Boost production efficiency with a robust production plan that
anticipates factors and constraints.

Executable schedule
Fast calculation
Efficient line operation

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Solutions

Simulation and Digital Twins

Analyze every step of your manufacturing process and optimize
production with our dynamic simulation systems.

Provide reliable visibility
Improve bottleneck resource utilization
Eliminate WIP Bubbles

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Solutions

Data Science and AI

Drive efficiency and innovate with machine learning.

Provide reliable visibility
Improve bottleneck resource utilization
Hunt down WIP bubble

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Why work with VMS

Discover our trusted skills and core competency values.

Trained ML models
and simulator support

Our data scientists understand the different challenges that global leading semiconductor manufacturers face and created an optimal ML model considering these requirements. The use of reliable simulation data accelerates ML training while utilizing historical data.
Proven cutting-edge solution

We have deployed numerous MOZART® systems around the world. Our MOZART® solution in conjunction with our consulting expertise evolves as we expand our footprint and continue to serve our clients.
High accuracy and end-to-end visibility on the simulation process

Our simulation model takes into account all manufacturing constraints & rules, enabling practical and reasonable end-results. Fast simulation run-time and powerful analysis reports enables users to troubleshoot and assists with decision making.