Embed Size (px)
Citation preview
www.neuronsw.com
Trains Windmills
Neuron soundware builds an auditory cortex in machine
www.neuronsw.com
Build and train software which understands audio
Car engine issue detector
Pilot product
Escalators Turbines
Target products
Trains Windmills...
www.neuronsw.com
Trains Windmills
How our technology works?
www.neuronsw.com
How our technology works?
Magic
Training data
Smart applications
Magic
www.neuronsw.com
How our technology works?
Magic
Training data
Smart applications
MagicLearning
Audio type of data pre-processing
www.neuronsw.comContact: [email protected] , +420 604 182 351
Sound/Vibration represents
a change of pressure
Spectrum representation – lose
the time dependency of the
signal
Spectrogram – combines
frequency analysis and time
Technology insight
Spectrograms are further processed
www.neuronsw.comContact: [email protected] , +420 604 182 351
Spectrograms fully represent the
original sound. However the amount of
data has to be reduced to level better
suited for deep learning (e.g. cepstrum
and Neuron soundware unique method)Convolutional neural
networks are trained to
recognised patterns in sound
“maps”.
Classification of the sound
www.neuronsw.comContact: [email protected] , +420 604 182 351
Neuron soundware applies:
• Combination of convolutional and fully connected layers
• 1D and 2D convolutions
• ReLU/ELU for non-linear signals
• Dropout
• Recurent LSTM
Note: Illustrative topology
www.neuronsw.com
Deep Learning
NeuronSW analytical platform - integrated SW and HW solution
audio stream
adaptation
Diagnostic
neural network
issue detection &prediction
acustic model
expert knowledge
www.neuronsw.com
time
OK issues
Escalator analysis comparison
OK
Ballustrade
Chain
Engine
Creaking steps
Tensor
Track
Vibrations
OK
Ballustrade
Chain
Engine
Creaking steps
Tensor
Track
Vibrations
www.neuronsw.com
Self-driving cars
Invoice data mining - rossum.ai
AI Art -dreamscopeapp.com
AI Design
We are looking for customers to challange our technology.
Contact: [email protected] , +420 604 182 351
Time for questions
