Flexible Assembly Systems

2 Projects
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Flexible Vision

A SASS platform for TensorFlow annotations and iterative training
Automating and training quality assurance with image detection
  • Created several custom Node-Red modules for configuring onprem cameras and communicating with onprem and cloud APIs.
  • Wrote new API endpoints to for detecting motion and manipulating images with OpenCV
  • Wrote ExpressJS server for managing photo training data through Minio (AWS S3) and other storage services
  • Built entire front-end annotation tool with zooming, version controls, infinite nesting of tags
  • Wrote client-side demo builder to double as a unit testing for reloading randomized training tags
  • Calcualted shape size and dimension averages per tag type to help QA review tagging across large data sets

flexiblevision.com

Node.js Express.js ReactJS AWS S3 Docker Minio TensorFlow Kubernetes Google Cloud Platform Node-Red Python Flask OpenCV scikit-image structural_similarity

Started: 2018-05-01

Launched/Lasted: 2023-12-31

Industries: Technology, Analytics, Robotics, Manufacturing

Team: E.A.Taylor: Front-End & API. Sam Silverberg: Back-End. Alec Goeckel: Back-End. Aaron Silverberg: Product Development.

Companies/Brands: Flexible Assembly Systems, Refined Motion Engineering

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Refined Motion

Assembly line robotics and automation
Automating safety and efficiency along the Tesla assembly line
  • Built Angular / Node-Red interface for guiding operators to fasteners, then testing torque and resistence after each fastening.
  • Wrote MySQL stored procedures to query required settings of each fastener and store results
  • Structured offline-first interface to configure assembly-line jobs and control tools & machinery
  • Created custom node-red modules for smoother synchronization with Fanuc robots
  • Wrote additional tools to allowing management to configure and validate jobs manually with or without needing the MySQL database
  • Deployed Node-Red backend on Raspberry PI connected to station Windows computer
  • Built client-side performance tracker averaging the time to assemble one project in a job
  • Wrote Station Service request tool to allow operators to order more parts or tool servicing

www.flexibleassembly.com/brands/refined-motion-engineering

Node-Red Node.js Angular JavaScript HTML5 ReactJS Express.js Bootstrap WebSockets MySQL Fanuc Robots

Started: 2017-12-01

Launched/Lasted: 2018-04-01

Industries: Technology, Robotics, Manufacturing

Team: E.A.Taylor: Front-End, Back-End. Aaron Silverberg: Vice President. Saiman Shetty: Project Management

Companies/Brands: Tesla Motors, Flexible Assembly Systems, Refined Motion Engineering