Case studies in Quality Assurance applications

Discover our case studies and success stories

Welcome to Neuron Soundware’s Case Studies Hub, where you can explore our case studies and success stories. Dive into inspiring narratives showcasing how our AI-driven sound analysis technology is revolutionizing industries. Discover real-world transformations and the remarkable power of sound analysys in our case studies and success stories.

In this case study, NSW's AI and Machine Learning solution tackles wear in CNC machine tools. By employing Deep Learning and regression, the solution offers real-time, in-situ alerts for tool quality deviations, enhancing efficiency, cutting costs, and boosting productivity. Experience amplified profitability through zero scraps, reduced waste, and optimized operations.

A customer faced challenges in achieving consistent granular specifications during 18-hour milling cycles, resulting in quality issues and wastage. The NSW AI and Machine Learning solution was implemented to monitor the milling process, optimizing particle size and reducing production time by 2 hours per batch. This led to an 11% efficiency boost, reduced wastage, and enhanced supplier credibility.

A collaboration with NeuronSW involves utilizing IoT for tracking acoustic emissions from bearings, mechanical seals, and reactor shells. NeuronSW manages hardware installation, data acquisition, ML algorithm training, and service deployment. The project aims to enhance reactor agitator monitoring, benefiting from NeuronSW’s expertise in acoustics, software, and hardware development.

Addressing additive manufacturing challenges, the NSW solution offers real-time monitoring of 3D printers using acoustic signatures, images, and physical data. This innovation detects material faults during printing, curbing wastage, enhancing quality, and boosting efficiency. Benefits include material savings, reduced post-production testing, heightened productivity, profitability, and supplier reputation.