INDUSTRIALS & MANUFACTURING
Optimizing Manufacturing & Industrial Pipelines
State-of-the-art machine learning and AI provide immense opportunity for manufacturers. SFL Scientific has built custom solutions ranging from computer vision tools for quality control on production lines to predictive models for inventory management.
Our Recent Clients
AI Use Case for Industrials
SFL Scientific’s knowledge helping manufacturers leverage AI solutions such as Inventory prediction and inspection automation gives them a competitive advantage over established competitors while actually impacting the bottom line.
Predicting Sales & Inventory
Predict sales and sell-out events for mens’ and womens’ new products 12-months in advance using historical sales data and product metadata. Optimized supply chain informs multiple distributors, warehouses, and outlets for varying needs for products and stock.
Inventory & Sales Machine Learning
Automation of Inspection
Developed a deep learning-based pipeline to identify, localize, and segment 20+ defects within high-end wafers and dies. Autonomous system performs all QC in the clients manufacturing workflow.
Deep Learning / Computer Vision
Automated Thermal Detection
Developed a computer vision & deep learning based system to classify and predict thermal patterns in thermal vents of power stations from live drone video for inspection & monitoring.
Deep Learning / Computer Vision
Vibration Analysis using Synthetic Datasets
SFL Scientific was tasked to predict risk scores for shaft misalignment (SM) in machinery using synthetically generated vibration testing samples. The end goal was to have a model that could extrapolate well to real-world data despite having insufficient real-world data for model building.
Fault Detection using Guided Wave Analysis
In this project, SFL Scientific utilized Guided Wave analysis to detect surface flaws on steel piping with the goal of using a nondestructive testing method to build a machine learning model that automatically detect fault presence in piping structures.
How SFL Helps Industrial and Manufacturing Companies
Data Science is empowering leading industrial and manufacturing companies to deliver AI solutions that are changing the industry. These solutions can range use cases including predictive maintenance, predictive process design, supply chain optimization, and more.
- Demand Forecasting
- QC / Inspection
- IoT & Sensor Automation
- Predictive Maintenance
- Failure Detection
- Materials Analysis
- Intelligent Warehouse
- Temporal & Fleet Analytics
- Asset Tracking / Downtime
- AI-Based Scanning
- Call Center Analysis
- Audio Extraction
- Emotion Analysis
- Decision Support
- Compliance & QA
- Topic Modeling
People Powered from Data Management to Custom Solutions and Deployment
Manufacturers know it’s not a question of whether or not to deploy AI solutions, but a matter of when and where to start.
Our US-based team of data scientists, consultants, and engineers can guide you through the process of driving real business value with AI. We will work to understand your AI business cases, identifying unique areas of innovation that require further research with proof of concept through building models and deploying sustainable, performant AI business applications at scale.
WORK WITH US
Start a Project
We’d like to work with you to understand your unique AI challenge from modernizing legacy platforms to developing new AI solutions. Technology moves fast, let’s build sustainable solutions.