An ML automation of optimizing manufacturing processes.
Optimizing manufacturing processes requires precise, optimal settings for the vast number of parameters included in the process.
Instead of mapping the exact functions describing behavioral patterns of the machinery, leveraging ML technology empowers you with the optimal settings. You don’t have to invest in gaining hands-on, extensive knowledge of the mechanics and dynamics of the system (e.g. thermodynamics, fluid dynamics)
The AI-based solution discovers the patterns and schemas for you and enables you to achieve your KPIs, be it saving time, or reducing costs, materials, human, or other resources.
Quick start on GCP with a ready-to-use code and project
Own the model and the data
Publish models securely on Platform infrastructure
Automatic deployment, training and operation - only lightweight configuration needed
IAM: manage roles and permissions on user and domain level, or access with service account
Manage multiple environments (dev, testing, staging, etc.), trace activity and changes
Handle blueprint versions
Automatic PR update on new version (security patch)
Least privilege principle security (list of needed permissions to be able to provision it per blueprint)
Provisioning: infrastructure as a code included
No need for knowledge of heuristics and standard mapping functions.Success rate does not depends on the area of application, nor on various environmental occasions.
Optimization with an AI solution can mitigate this risk of conflicting objectives. Due to the iterative modelling and simulation over all the objectives, it will result in fine-tuned optimization.
The solution is not dependent on any vendor, it doesn’t require a specific IoT device or platform. You can have any type of sensors, we are agnostic from manufacturer and model.
The Manufacturing Optimization blueprint provides end-to-end deployment for the entire managed solution.
You don't need to be an expert in Machine Learning to use it. Simply tailor the inputs to your problem and the blueprint will do the rest. Results of the Management Optimization are available as an API that you can integrate with your systems.