Related Issues (20)
- Implement complete GNU Radio workflow w/ GNU Radio Companion for production of training data
- Implement complete GNU Radio workflow w/o GNU Radio companion for the live application
- Fit kNN classifier to labeled training data
- Implement database with average power consumption per known appliance HOT 1
- Implement "event detection" function HOT 1
- Implement "subtract_emi_background" function HOT 1
- implement feature calculation functions HOT 1
- pack trained model incl. feature calculation into ONNX container (to be used by inference tool)
- Implement Interface (ZeroMQ / OpenCMW worker) to receive live data form GNU Radio (for inference)
- Implement functionality to load and run trained model in TensorFlow format in inference tool
- Implement interface between dashboard and inference tool
- Implement imPlot dashbaord / visualizations for NILM quantities
- Produce a complete set of training data with all required appliances
- [5pt,6pt] Set-up of the local infrastructure including acquisition of required hardware HOT 2
- [7pt,2pt] Generic interface to load the training data (either database- or file-system-based) HOT 1
- [13pt,12pt] Implementation of a model-independent training loop including monitoring and validation of the training progress HOT 1
- [20pt,42pt] Implementation, training and model validation using the approach from Sidhant Gupta HOT 3
- [10pt,6pt] Implementation of a machine learning system using ONNX Runtime and consisting of an ‘off-line tool’ and an ‘online micro- service’
- [10pt,12pt] Near real-time visualisation of the micro-service’s metrics using web-based ImPlot HOT 3
- [25pt] Development of post-processing blocks using GNU-Radio (GR) to extract additional features required by the AI
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from pulsed-power-ml.