Optimizing the Controlling Parameters of a Biomass Boiler Based on Big Data
J He, J Zhang, L Wang, X Hu, J Xue, Y Zhao, X Wang… - Energies, 2023 - mdpi.com
This paper presents a comprehensive method for optimizing the controlling parameters of a
biomass boiler. The historical data are preprocessed and classified into different conditions …
biomass boiler. The historical data are preprocessed and classified into different conditions …
Transformer neural networks with spatiotemporal attention for predictive control and optimization of industrial processes
In the context of real-time optimization and model predictive control of industrial systems,
machine learning, and neural networks represent cutting-edge tools that hold promise for …
machine learning, and neural networks represent cutting-edge tools that hold promise for …
Effects of input gradient regularization on neural networks time-series forecasting of thermal power systems
This study proposes using neural networks, specifically gated recurrent unit (GRU), long-
short-term memory (LSTM), and transformer networks, to improve control strategies in a 450 …
short-term memory (LSTM), and transformer networks, to improve control strategies in a 450 …
Multi-source information fusion-based dynamic model for online prediction of rate of penetration (ROP) in drilling process
Rate of penetration (ROP) accurate prediction can effectively reduce drilling cycle time and
operation cost. However, the complexity and variability of drilling process is not conducive to …
operation cost. However, the complexity and variability of drilling process is not conducive to …
Utilization of an Advanced Sensor network to determine fuel heating value and Real-Time net unit heat rate during transient operation
K Stewart, C Moran, K Fowler, D McFarland, K Powell… - Fuel, 2024 - Elsevier
Coal-fired utility boilers are being increasingly used as variable electricity generation to
resolve the imbalance in the energy market from the expansion of intermittent renewable …
resolve the imbalance in the energy market from the expansion of intermittent renewable …
Dynamic hybrid modeling of LSTM-boosted mechanism and adversarial generation for industrial fuel ethanol fermentation process
X Li, X Yan - Journal of Process Control, 2023 - Elsevier
Fuel ethanol has great potential as a substitute for non-renewable energy. However,
modeling the pragmatic industrial process of fuel ethanol fermentation continues to be an …
modeling the pragmatic industrial process of fuel ethanol fermentation continues to be an …
[HTML][HTML] Meta-learning-based multi-objective PSO model for dynamic scheduling optimization
Z Liao, Y Liu, J Zhao - Energy Reports, 2023 - Elsevier
The by-product gas is an important secondary energy in the iron and steel industry. It is
important to make the by-product gas's utilization efficient and reasonable, which is the key …
important to make the by-product gas's utilization efficient and reasonable, which is the key …
[HTML][HTML] Dynamic adaptive control of boiler combustion based on improved GNG algorithm
W Wang, W Bai, Q Zhang, X Wang, S Dong… - Measurement …, 2024 - Elsevier
The boiler combustion process contains complex physicochemical changes, which is a
nonlinear time-varying industrial process with strong interference and multivariate strong …
nonlinear time-varying industrial process with strong interference and multivariate strong …
Fair-AutoML: Enhancing fairness in machine learning predictions through automated machine learning and bias mitigation techniques
The usage of machine learning (ML) in decision-making software is rising, but recent events
have cast doubt on the reliability of ML forecasts. To tackle this, new approaches and …
have cast doubt on the reliability of ML forecasts. To tackle this, new approaches and …
Evaluating Electrification of Fossil-Fuel-Fired Boilers for Decarbonization Using Discrete-Event Simulation
Decarbonizing fossil-fuel usage is crucial in mitigating the impacts of climate change. The
burning of fossil fuels in boilers during industrial process heating is one of the major sources …
burning of fossil fuels in boilers during industrial process heating is one of the major sources …