Reducing manufacturing variability during raw material transition

42T helped a manufacturing client maintain production throughput during a business-critical raw material transition by identifying the cause of moisture-driven process variability and defining practical engineering solutions to improve dewatering performance.

Key outcomes

The challenge

The client needed to maintain high-throughput production while transitioning to a new raw material source. Although the material streams appeared to have similar properties, the new source retained more moisture after the initial dewatering step, leading to production challenges that reduced throughput.

The existing process had been designed around the original material stream, which reliably dewatered to below the 10% moisture tolerance of the downstream process. The new material was arriving at approximately 14% moisture. This created a 4–6 percentage-point gap between the material’s moisture content and the level the existing process could handle at full throughput.

Achieving full throughput was critical to ensure the downstream manufacturing process was fully utilised. The client approached 42T to identify the cause of process variability and define practical engineering options that could reduce retained moisture, achieve full throughput and avoid unnecessary infrastructure investment.

42T’s solution

42T worked closely with the client’s engineering team to investigate why the new material retained more moisture after the initial dewatering process. Combining site observations, process data, fundamental analysis and laboratory testing, the team identified the root cause and the areas of the process with the greatest potential for improvement.

With the root cause understood, 42T investigated options across the process. A low-CapEx mechanical intervention reduced retained moisture by around 1.2 percentage points in laboratory testing, with negligible additional energy demand. Further analysis indicated that modifications to the existing heating system could allow material containing around 2–3 percentage points more moisture to be processed at full throughput.

The findings were translated into decision-ready recommendations, helping the client compare process optimisation options by performance, CapEx, OpEx, energy use and implementation risk. The solutions could be implemented individually or combined, giving the client a flexible route forward without defaulting to major new infrastructure.

“We enabled the client to be confident of moving from the current source of raw material to a new source for its product. Furthermore, as our first project with this client, we built trust and credibility that will lead to further projects in the near future.”

Why 42T?

Meet the team

Peter Brown

Peter Brown

Chief Commercial Officer (CCO)

Peter leads business development and strategy across 42T’s innovation and product development programmes, combining deep technical expertise with strong commercial insight.

Simon Jelley

Simon Jelley

Principal Consultant – Head of Innovation

Simon is Head of Innovation at 42T and a Chartered Mechanical Engineer. He thrives on solving complex, cross-disciplinary challenges, with particular expertise in thermofluidics and systems-level thinking.

Read more

Output Industries and 42 Technology join forces to help manufacturers reduce production losses

Output Industries, creator of Busroot, the shop-floor operating system that helps improve manufacturing performance, and…

How to combine machine vision with a digital twin and SLM for industrial process control

The bottleneck in automated industrial inspection is rarely data collection. Convolutional neural network (CNN)-based machine…

Fast-tracking scalable Edge AI solutions for global manufacturers

42 Technology has announced a strategic partnership with Synaptics, a leader in Edge AI processors,…

Let us help you

We excel in deep innovation and technical breakthroughs, from early-stage exploration to end-to-end development and manufacturing.