
Where Neural Networks Earn Their Keep in Demand Planning
When neural networks improve demand forecasts, how to train them on short weekly histories, and why every model should compete against simpler ones before it ships.
Our last blog “Strategies for Reducing Inventory: Key Considerations by Type and Process” examined ways to reduce inventory in four key categories. In this shorter entry, we will describe two related concepts that beverage companies can use to optimize a production schedule on a single line as well as across lines.
In the beverage industry, demand is very dynamic making efficient production line management that maximizes output and minimizes downtime essential. Sistering and Cousining are innovative strategies that can enhance production efficiency; let’s dive into them to see how they can be used to streamline production operations.
Many beverage plants operate multiple production lines capable of handling different packaging formats on a particular line. The process of switching machinery between different package sizes, known as package changeover or swing, can be time-consuming and labor-intensive and often requires several hours of downtime. To reduce cost and inefficiencies of unneeded changeovers, the practice of Sistering produced products is extremely useful.
What is Sistering?
At a high level, sistering involves scheduling production runs for products that share similar packaging configurations back-to-back. For example, transitioning from a six-pack run to a twelve-pack run of the same beverage flavor typically requires minimal changeover time. By grouping “production sisters” to run sequentially, manufacturers can significantly reduce line downtime.
Benefits of Sistering
Cousining is an effective schedule grouping technique that helps beverage producers manage resource constraints, including batching tank availability and capacity. When multiple production lines share a syrup tank, it’s crucial to schedule runs for the same flavor across different lines in order to optimize the batching process.
What is Cousining?
Cousining takes the concept of Sistering a step further by grouping same-variety products that can be run on multiple production lines to be produced together. This is particularly useful when managing product groups that share a constraint but can be produced simultaneously.
Benefits of Cousining
Sistering and Cousining are powerful strategies utilized in Areté’s Production Planning for optimizing production line efficiency in the beverage industry. By minimizing changeover times and maximizing resource utilization, utilizing both can lead to significant improvements in productivity and profitability. As you refine production processes, consider implementing these innovative approaches to help operations run more smoothly and effectively.
The next blog in this series, From Annual Vision to Daily Execution: A Guide to Supply Chain Planning, will explore 3 horizons of planning processes. Please subscribe to our blog to be notified as soon as the next in this series is available to you!

JR has 2 decades of experience in Demand and Supply Planning helping customers achieve desired results.
December 2, 2024
Category: Strategy and Best Practices

When neural networks improve demand forecasts, how to train them on short weekly histories, and why every model should compete against simpler ones before it ships.

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