Thermo-environmental and economic analyses of combined cycle power plants with regression modelling and optimization
Description
Highlights: • A comparative analysis of an actual and modified CCPP is presented. • Parametric-based performance and environmental impact is investigated. • Exergy destruction of each component is calculated and parametrically studied. • A relationship between optimal efficiency and total cost is developed. • Multiple polynomial regression models are developed. - Abstract: A 144 MW combined cycle power plant (CCPP) based on simple and regenerative gas turbine units working on natural gas is investigated. By establishing mathematical model to simulate the power plants, thermo-environmental and economic analysis are conducted. The effects of five key parameters including compressor inlet temperature, compressor pressure ratio, gas turbine inlet temperature, pinch point temperature difference and main steam pressure are investigated on net power output, energy and exergy efficiencies, CO2 emissions, exergy destruction/loss and levelized cost. The multiple regression models are developed to determine the correlation amongst these variables. Moreover, a multi-dimensional optimization using Nelder-Mead method is carried out to find optimal operating parameters for maximum efficiency and minimum levelized cost. Results show significant impacts of gas turbine inlet temperature and compressor pressure ratio on the performance and costs. The optimum energy efficiency of simple and regenerative CCPP are in the range of 36.2–56.6% and 35–58.2%, respectively under varying operating parameters while the optimal levelized costs US$ 0.0398 and 0.037 per kWh, respectively are estimated. The combustion chamber and HRSG are the major contributors towards exergy destruction amongst all components, followed by exergy loss due to stack.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.applthermaleng.2017.06.139Additional details
Identifiers
- DOI
- 10.1016/j.applthermaleng.2017.06.139;
- PII
- S1359-4311(16)32641-2;
Publishing Information
- Journal Title
- Applied Thermal Engineering
- Journal Volume
- 125
- Journal Page Range
- p. 489-512
- ISSN
- 1359-4311
- CODEN
- ATENFT
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49057566
- Subject category
- S29: ENERGY PLANNING, POLICY AND ECONOMY;
- Descriptors DEI
- CARBON DIOXIDE; COMBINED CYCLES; COMBINED-CYCLE POWER PLANTS; COMBUSTION; COMBUSTION CHAMBERS; COMPRESSORS; COST; ECONOMIC ANALYSIS; ENERGY EFFICIENCY; ENVIRONMENTAL IMPACTS; EXERGY; GAS TURBINES; MATHEMATICAL MODELS; NATURAL GAS; OPTIMIZATION; POLYNOMIALS; STEAM
- Descriptors DEC
- CARBON COMPOUNDS; CARBON OXIDES; CHALCOGENIDES; CHEMICAL REACTIONS; ECONOMICS; EFFICIENCY; ENERGY; ENERGY SOURCES; EQUIPMENT; FLUIDS; FOSSIL FUELS; FUEL GAS; FUELS; FUNCTIONS; GAS FUELS; GASES; MACHINERY; OXIDATION; OXIDES; OXYGEN COMPOUNDS; POWER PLANTS; THERMAL POWER PLANTS; THERMOCHEMICAL PROCESSES; THERMODYNAMIC CYCLES; TURBINES; TURBOMACHINERY
Optional Information
- Copyright
- Copyright (c) 2017 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.