[PDF][PDF] The prediction of the oxygen content of the flue gas in a gas-fired boiler system using neural networks and random forest

N Effendy, ED Kurniawan, K Dwiantoro… - … Journal of Artificial …, 2022 - researchgate.net
The oxygen content of the gas-fired boiler flue gas is used to monitor boiler combustion
efficiency. Conventionally, this oxygen content is measured using an oxygen content sensor …

Soft sensor for the prediction of oxygen content in boiler flue gas using neural networks and extreme gradient boosting

ED Kurniawan, N Effendy, A Arif, K Dwiantoro… - Neural Computing and …, 2023 - Springer
Oxygen content in the flue gas system of power plants is an essential factor affecting boiler
efficiency. Accurate oxygen content measurement is vital in evaluating boiler combustion …

LSTM-based soft sensor design for oxygen content of flue gas in coal-fired power plant

H Pan, T Su, X Huang, Z Wang - Transactions of the Institute …, 2021 - journals.sagepub.com
To address problems of high cost, complicated process and low accuracy of oxygen content
measurement in flue gas of coal-fired power plant, a method based on long short-term …

[PDF][PDF] Radial basis network estimator of oxygen content in the flue gas of debutanizer reboiler

SN Sembodo, N Effendy, K Dwiantoro… - International Journal of …, 2022 - academia.edu
The energy efficiency in the debutanizer reboiler combustion can be monitored from the
oxygen content of the flue gas of the reboiler. The measurement of the oxygen content can …

A Hybrid Soft Sensor Model for Measuring the Oxygen Content in Boiler Flue Gas

Y Wang, Z Li, N Zhang - Sensors, 2024 - mdpi.com
As an indispensable component of coal-fired power plants, boilers play a crucial role in
converting water into high-pressure steam. The oxygen content in the flue gas is a crucial …

A deep learning model for measuring oxygen content of boiler flue gas

Z Tang, Y Li, A Kusiak - IEEE access, 2020 - ieeexplore.ieee.org
The oxygen content of boiler flue gas is a valid indicator of boiler efficiency and emissions.
Measuring the oxygen content of boiler flue gas is time consuming and costly. To overcome …

Computational intelligent strategies to predict energy conservation benefits in excess air controlled gas-fired systems

A Bahadori, A Baghban, M Bahadori, M Lee… - Applied Thermal …, 2016 - Elsevier
Gas-fired systems and boilers are the noteworthy energy consumers in industries for energy
production. The mostly applied factor in systems which contain boilers is the combustion …

A boiler oxygen content and furnace temperature prediction model based on honey badger algorithm optimized neural network

Z Ji, W Tao, L Zhang - Engineering Research Express, 2024 - iopscience.iop.org
Aiming at the problem that it is difficult to accurately predict the oxygen content and furnace
temperature during the combustion process inside the circulating fluidized bed boiler, this …

Machine learning regression algorithms to predict emissions from steam boilers

BD Ross-Veitía, D Palma-Ramírez, R Arias-Gilart… - Heliyon, 2024 - cell.com
Currently, the modeling of complex chemical-physical processes is drastically influencing
industrial development. Therefore, the analysis and study of the combustion process of the …

Artificial neural network based nitrogen oxides emission prediction and optimization in thermal power plant

P Manke, S Tembhurne - International Journal of Computer …, 2013 - sdbindex.com
Currently, emission monitoring is done via analytical instruments which are very expensive
to install and maintain. The power generating industry is undergoing an unprecedented …