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Modelling Renewable Energy Sources Using Evolutionary Algorithms and Transformer Models: Financial Implications and Applications

Modelling Renewable Energy Sources Using Evolutionary Algorithms and Transformer Models: Financial Implications and Applications
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Bayesian Recurrent Neural Networks , National Renewable Energy Laboratory , Energy Trading , Wind Integration , Transformer Model , Evolutionary Algorithm , Recurrent Neural , Neural Information Processing Systems ,

A high-performance neuroprosthesis for speech decoding and avatar control

Speech neuroprostheses have the potential to restore communication to people living with paralysis, but naturalistic speed and expressivity are elusive1. Here we use high-density surface recordings of the speech cortex in a clinical-trial participant with severe limb and vocal paralysis to achieve high-performance real-time decoding across three complementary speech-related output modalities: text, speech audio and facial-avatar animation. We trained and evaluated deep-learning models using neural data collected as the participant attempted to silently speak sentences. For text, we demonstrate accurate and rapid large-vocabulary decoding with a median rate of 78 words per minute and median word error rate of 25%. For speech audio, we demonstrate intelligible and rapid speech synthesis and personalization to the participant’s pre-injury voice. For facial-avatar animation, we demonstrate the control of virtual orofacial movements for speech and non-speech communic ....

United States , Paulh Brookes , Jd Organization , International Conference On Learning Representations , Pacific Rim Conference On Communications Computers , International Conference On Machine , Virtual User Forum , Curran Associates , Association For Computational Linguistics , International Conference On Machine Learning Vol , International Conference On Neural Information Processing Systems , Workshop At International Conference On Learning Representations , International Conference On Acoustics , International Brain , Information Processing Association Annual Summit , Brain Computer Interface , Alternative Communication , International Conference , New Era , Robust Speech Recognition , Exploiting Deep , Neural Eng , Audio Speech , Signal Processing , Amazon Mechanical , Implicit Communication ,