Predicting CO and NOx emissions from gas turbines: Novel data and a benchmark PEMS

被引：0

作者：

Kaya H. ^{[1
]}

Tüfekci P. ^{[1
]}

Uzun E. ^{[1
]}

机构：

[1] Department of Computer Engineering, Çorlu Faculty of Engineering, Namık Kemal University, Tekirdağ

来源：

Turkish Journal of Electrical Engineering and Computer Sciences | 2019年 / 27卷 / 06期

关键词：

CO; Database; Exhaust emission prediction; Extreme learning machine; Gas turbines; NOx; Predictive emission monitoring systems;

D O I：

10.3906/ELK-1807-87

中图分类号：

学科分类号：

摘要：

Predictive emission monitoring systems (PEMS) are important tools for validation and backing up of costly continuous emission monitoring systems used in gas-turbine-based power plants. Their implementation relies on the availability of appropriate and ecologically valid data. In this paper, we introduce a novel PEMS dataset collected over five years from a gas turbine for the predictive modeling of the CO and NOx emissions. We analyze the data using a recent machine learning paradigm, and present useful insights about emission predictions. Furthermore, we present a benchmark experimental procedure for comparability of future works on the data. © TÜBİTAK

引用

页码：4783 / 4796

页数：13

共 50 条

[1] Predicting CO and NOx emissions from gas turbines: novel data and a benchmark PEMS
Kaya, Heysem
Tufekci, Pinar
Uzun, Erdinc
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2019, 27 (06) : 4783 - 4796
[2] Data Analysis and Symbolic Regression Models for Predicting CO and NOx Emissions from Gas Turbines
Kochueva, Olga
Nikolskii, Kirill
COMPUTATION, 2021, 9 (12)
[3] PREDICTING NOX EMISSIONS IN GAS TURBINES USING FINITE RATE APPROACH
Patwardhan, Saurabh
Nakod, Pravin
Orsino, Stefano
Yadav, Rakesh
Xu, Fang
Brandt, Dustin
PROCEEDINGS OF ASME TURBO EXPO 2022: TURBOMACHINERY TECHNICAL CONFERENCE AND EXPOSITION, GT2022, VOL 3B, 2022,
[4] Low NOx burners for boilers, furnaces and gas turbines; drive towards the lower bounds of NOx emissions
Beer, JM
COMBUSTION SCIENCE AND TECHNOLOGY, 1996, 121 (1-6) : 169 - 191
[5] A new procedure for predicting NOx emissions from furnaces
Faravelli, T
Bua, L
Frassoldati, A
Antifora, A
Tognotti, L
Ranzi, E
COMPUTERS & CHEMICAL ENGINEERING, 2001, 25 (4-6) : 613 - 618
[6] AMBIENT CONDITION EFFECTS ON NOx AND CO EMISSIONS FROM PROCESS HEATERS
Bussman, Wesley R.
Baukal, Charles E., Jr.
IMECE 2008: PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, VOL 3, 2008, : 525 - 534
[7] Prediction of NOx emissions from gas turbines of a combined cycle power plant using an ANFIS model optimized by GA
Dirik, Mahmut
FUEL, 2022, 321
[8] Soft Analyzer for Monitoring NOx Emissions From a Gas Turbine Combustor
Al-Malak, Ali
Elshafei, Moustafa
Habib, Mohamed A.
Al-Zaharnah, Iyad
JOURNAL OF ENERGY RESOURCES TECHNOLOGY-TRANSACTIONS OF THE ASME, 2016, 138 (03):
[9] Chemical Kinetic Modeling of Ignition and Emissions from Natural Gas and LNG Fueled Gas Turbines
Gokulakrishnan, P.
Fuller, C. C.
Joklik, R. G.
Klassen, M. S.
PROCEEDINGS OF THE ASME TURBO EXPO 2012, VOL 2, PTS A AND B, 2012, : 1383 - 1393
[10] Emissions of HC, CO, NOx, CO2, and SO2 from civil aviation in China in 2010
Fan, Weiyi
Sun, Yifei
Zhu, Tianle
Wen, Yi
ATMOSPHERIC ENVIRONMENT, 2012, 56 : 52 - 57

← 1 2 3 4 5 →