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Case study - Optimization for Process Industry Supply Chains

In the USD 6 trillion process industry, the only way to stay ahead of your competitors is to refine your process to be the most effective and cost efficient in the market. Process manufacturers, including refineries, chemical, and pharmaceutical companies, look to AspenTechnologies' products and expertise to help them streamline raw material procurement, increase operations efficiency, and manage their supply chains.

Problem
To solve the challenging Mixed Integer Programming (MIP) problems contained in process manufacturing problems, Aspen Tech uses Dash Optimization's Xpress-MP Optimizer. This component is embedded in Aspen MIMI and powers numerous Aspen e-Supply Chain solutions.

One recent problem that these technologies were applied to was AspenTech's Semiconductor Planner. This was created to monitor and optimize the production of semiconductors from wafer production through device and module production until the final card production. This type of problem is challenging in many ways; very complex manufacturing flows, long variable cycle times, unstable demand, and short product life cycle.

Solution
AspenTech's Semiconductor Planner:

Decides the minimum silicon wafer production to meet all demands
Allocates demands across production to make best use of existing inventory and WIP
Minimizes new batch starts
Satisfies minimum lot-size requirement

These problems typically have over 86,000 variables, 60,000 equations, and 196,000 non-zeros. Using Dash's Parallel MIP Optimizer to distribute the calculations over 4 different CPUs, AspenTech was able to decrease the solution time in one such instance from 254 seconds to 100 seconds.

About Aspen Technologies
Aspen Technologies is an international company with headquarters in Cambridge, Massachusetts. In fiscal year 2001, Aspen Tech had revenues of USD 310.6 million with a 1-year sales growth rate of 15.9%. Half of these sales are from outside the US.

 

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