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The Bidirectional Information Fusion Using an Improved LSTM Model
2021
Mobile Information Systems
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The information fusion technology is of great significance in intelligent systems. At present, the modern coal-fired power plant has the fully functional sensor network. ...
However, many data that are important for the operation of a power plant, such as the coal quality, cannot be directly obtained. ...
Acknowledgments is work was supported by the Shaanxi Province Science and Technology Project (2016GY-040) and the National Natural Science Foundation of China (51804249). ...
doi:10.1155/2021/5595898
doaj:e0cc68a8cfc84b92a70297e7b78f4362
fatcat:vhbwfs7w2ngllionahi34lu4iq
DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning
[article]
2022
arXiv
pre-print
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DeepThermal has been successfully deployed in four large coal-fired thermal power plants in China. ...
Optimizing the combustion efficiency of a thermal power generating unit (TPGU) is a highly challenging and critical task in the energy industry. ...
Acknowledgments A preliminary version of this work was accepted as a spotlight paper in RL4RealLife workshop at ICML 2021. ...
arXiv:2102.11492v3
fatcat:lpfion3r2jhcrn5yxtmnoqpnjq
An Overview of Artificial Intelligence Application for Optimal Control of Municipal Solid Waste Incineration Process
2024
Sustainability
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However, a noticeable shortage exists in the current research of the review literature concerning AI in the field of WTE, particularly MSWI, hindering a focused understanding of future development directions ...
Theoretically, AI holds the potential to facilitate optimal control of the MSWI process in terms of achieving minimal pollution emissions and maximal energy efficiency. ...
MIMO Control (1) Double input and double output For the simultaneous control of steam flow and flue gas oxygen content, Leskens et al. ...
doi:10.3390/su16052042
fatcat:ilxbnayj2nhtfabyxpv3jkbs7u
Harnessing the power of machine learning for carbon capture, utilisation, and storage (CCUS) – A state-of-the-art review
2021
Energy & Environmental Science
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Carbon Capture Utilisation and Storage (CCUS) will play a critical role in future decarbonisation efforts to meet the Paris Agreement targets and mitigate the worst effects of climate change. ...
An alternate purpose that ML has been applied to in the calcium looping field, is on the study of the economic feasibility of the post-combustion calcium looping process on a 580 MW coal fired power plant ...
act as a suitable data-driven soft sensor for the process. ...
doi:10.1039/d1ee02395k
fatcat:oherbaerwfcarc744bn77pu77y
A Hybrid Soft Sensor Model for Measuring the Oxygen Content in Boiler Flue Gas
2024
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Therefore, accurate measurement of the flue gas's oxygen content is of paramount importance in enhancing the energy utilization efficiency of coal-fired power plants and reducing the emissions of waste ...
These results indicated that the proposed soft sensor model exhibited more accurate performance, which can meet practical requirements of coal-fired power plants. ...
Acknowledgments: The authors would like to express their sincere gratitude to the National Natural Science Foundation of China for providing financial support for this research. ...
doi:10.3390/s24072340
pmid:38610551
pmcid:PMC11014405
fatcat:73oxtdji6zc4xeza6eu3vdj25u
Proceedings of GSM 2020
2020
Zenodo
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With 15 scientific papers and 17 invited presentations, the symposium dealt with market developments, international cooperation, operation and enabling technologies, virtual power plants and flexibility ...
Expanding flexibility products, digitalization, risk hedging and advanced market design were pointed out as ways of increasing market liquidity. ...
Disclaimer This conference article is based on the German publication in [9]. ...
doi:10.5281/zenodo.4284324
fatcat:6u4jopqwlrfhjncmulyldu2h2y
Machine learning-based design and techno-economic assessments of adsorption processes for CO2 capture
2021
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Cyclic adsorption processes are widely considered for various industrial gas separations, including CO 2 capture. ...
The flexibility to configure a variety of process cycles is an attractive process design feature of these processes. ...
This range corresponds to flue gas sources from simple cycle gas turbine plants, natural gas combined cycle power plants, coal-fired power plants, cement and steel industries. ...
doi:10.7939/r3-30a9-9f35
fatcat:ssanzeo5afgxpbsiilst3eec4i