Zobrazeno 1 - 10
of 60
pro vyhledávání: '"Dave, Akshay"'
This paper introduces an integrated system designed to enhance the explainability of fault diagnostics in complex systems, such as nuclear power plants, where operator understanding is critical for informed decision-making. By combining a physics-bas
Externí odkaz:
http://arxiv.org/abs/2402.06695
Traditional control theory-based methods require tailored engineering for each system and constant fine-tuning. In power plant control, one often needs to obtain a precise representation of the system dynamics and carefully design the control scheme
Externí odkaz:
http://arxiv.org/abs/2401.13020
Autor:
Dave, Akshay J., Vilim, Richard B.
This work introduces Physics-informed State-space neural network Models (PSMs), a novel solution to achieving real-time optimization, flexibility, and fault tolerance in autonomous systems, particularly in transport-dominated systems such as chemical
Externí odkaz:
http://arxiv.org/abs/2309.12211
Advanced reactors to be deployed in the coming decades will face deregulated energy markets, and may adopt flexible operation to boost profitability. To aid in the transition from baseload to flexible operation paradigm, autonomous operation is sough
Externí odkaz:
http://arxiv.org/abs/2209.04334
Numerical Demonstration of Multiple Actuator Constraint Enforcement Algorithm for a Molten Salt Loop
To advance the paradigm of autonomous operation for nuclear power plants, a data-driven machine learning approach to control is sought. Autonomous operation for next-generation reactor designs is anticipated to bolster safety and improve economics. H
Externí odkaz:
http://arxiv.org/abs/2202.02094
Autor:
Dave, Akshay J., Vilim, Richard B.
Publikováno v:
In Engineering Applications of Artificial Intelligence July 2024 133 Part C
The development of next-generation autonomous control of fission systems, such as nuclear power plants, will require leveraging advancements in machine learning. For fission systems, accurate prediction of nuclear transport is important to quantify t
Externí odkaz:
http://arxiv.org/abs/2105.14645
Publikováno v:
In Progress in Nuclear Energy March 2024 168
There is renewed interest in developing small modular reactors and micro-reactors. Innovation is necessary in both construction and operation methods of these reactors to be financially attractive. For operation, an area of interest is the developmen
Externí odkaz:
http://arxiv.org/abs/2007.05435
Autor:
Dave, Akshay J., Manera, Annalisa
The metering of gas-liquid flows is difficult due to the non-linear relationship between flow regimes and fluid properties, flow orientation, channel geometry, etc. In fact, a majority of commercial multiphase flow meters have a low accuracy, limited
Externí odkaz:
http://arxiv.org/abs/2003.08182