Combined Cycle Power Plant Simulation Use Cases

By Josh Brook on October 2, 2026

combined-cycle-power-plant-simulation

Combined cycle plants were designed for steady baseload running, and many now start, stop and ramp daily to balance renewables. That change puts new questions to operators and engineers: how fast can we ramp without damaging the heat recovery steam generator, when is it cheaper to run one gas turbine instead of two, is duct firing worth it this afternoon, what does inlet cooling deliver in summer? Simulation answers them without risking the plant. This guide covers the highest-value CCGT simulation use cases, HRSG thermal stress, part-load economics, ramp testing and how to choose between steady-state and dynamic models. To see CCGT simulation on your block, book a short walkthrough.

Gas power · Combined cycle simulation

Combined Cycle Power Plant Simulation Use Cases: Ramps, HRSG Stress and Part-Load Economics

Gas turbine, HRSG and steam cycle modelled together, so faster starts, deeper turndown and summer output can be tested before they are tried on the plant.

Why it matters
64%+
Combined cycle efficiency reached by GE’s HA turbine technology by 2018
~30 min
Typical combined cycle dispatch time, versus much faster simple cycle
~450 g
CO2 per kWh from efficient combined cycle, about half that of coal
Highest-value CCGT simulation uses
Use case and what it testsValue
Ramp and start testing
Flexibility
Faster profiles within stress limits
HRSG tuning
Life
Drum and header stress, attemperation
Part-load economics
Margin
One versus two gas turbines, minimum load
Duct firing
Peak value
Extra output against efficiency
Inlet cooling
Capacity
Summer output recovery
01The problem

Why Combined Cycle Operation Has Become Harder

Modern combined cycle plants are remarkably efficient. GE reported that its HA turbine technology reached over 64% efficiency in combined cycle by 2018, and efficient CCGTs emit around 450 g of CO2 per kWh, roughly half that of coal. But that efficiency is achieved at full load in steady operation. Much of the fleet now spends its time cycling, ramping and running at part load to follow demand and renewables.

Cycling puts stress on the heat recovery steam generator. Thick-walled drums and headers heat and cool with every start and ramp, and repeated thermal gradients cause fatigue cracking over time. Faster starts earn more in flexible markets but consume more life. Every operating choice becomes a trade-off between revenue, efficiency and component life.

64%+
combined cycle efficiency reached by 2018
Gas-fired power overview, GE data
~30 min
typical CCGT dispatch time
Same overview
Cycling
drives HRSG fatigue
HRSG design literature

Simulation lets teams explore those trade-offs on a model instead of the plant. We can discuss your operating profile on a call.

02Use cases

The Highest-Value CCGT Simulation Use Cases

These use cases deliver the most value in cycling combined cycle plants.

Starts
Start-up optimization

Shorter hot, warm and cold starts within stress and emissions limits.

Ramps
Ramp rate testing

Faster load changes checked against HRSG, steam turbine and emissions constraints.

HRSG
Stress and attemperation

Drum and header thermal stress, attemperator behaviour and water hammer risk.

Part load
Turndown economics

Minimum load, one versus two gas turbines and part-load efficiency.

Duct firing
Supplementary output

When extra output from duct burners is worth its lower efficiency.

Inlet cooling
Summer capacity

Output recovered with evaporative cooling, chillers or fogging on hot days.

Summer capacity studies are often the easiest to justify, because the lost megawatts on hot days are visible in every year’s records.

Most plants start with one of the first three, because flexibility is where both revenue and life consumption are highest. See a ramp study in a demo.

03HRSG stress

HRSG Thermal Stress: The Limit Behind Flexibility

The HRSG is often the component that limits how fast a combined cycle plant can start and ramp. Simulation helps quantify that limit.

Thick-walled components
HP drums and headers have thick walls; their inner surfaces heat faster than outer surfaces during starts, which causes thermal stress.
Temperature gradients
Rapid changes in steam temperature and pressure drive the gradients that cause fatigue.
Attemperation
Spray water used to control steam temperature can quench hot components if it is poorly controlled.
Drains and condensate
Poor drainage during starts can cause thermal shock and water hammer.
Fatigue accumulation
Each cycle uses a small part of component life; faster, harsher cycles use more.
Design generation
Newer HRSG designs are built for faster cycling, while older units may need more careful profiles.

A dynamic simulation of the HRSG predicts metal temperatures and stresses through a start or ramp. That allows start profiles to be shaped, for example with short holds at key points, so the unit reaches load faster without exceeding stress limits.

Linking simulated stress to a life consumption count per start gives operators a clear view of the cost of each fast start. That count is part of our HRSG views.

04Part-load economics

Part-Load Economics: One Gas Turbine or Two?

At part load, a two-on-one combined cycle block can often run with both gas turbines at reduced load or with one gas turbine at higher load. The choice changes efficiency, emissions and maintenance.

Operating modeBlock outputIllustrative efficiencyConsideration
Two GTs at full load100%57.8%Best efficiency
Two GTs at 80% load80%56.1%Good efficiency, both units warm
Two GTs at 60% load60%52.6%Emissions compliance at low GT load
One GT at high load45%49.7%Fewer starts later, one unit cooling

Ambient conditions shift the answer through the year. Gas turbine output and efficiency fall as inlet air warms, so the best operating mode on a winter night may not be the best on a summer afternoon.

The numbers above are illustrative. The real answer depends on turbine models, emissions compliance at low load, how long the reduced output will last, the cost and life impact of shutting down and restarting a gas turbine, and market prices. Simulation calculates each term for the specific plant.

Accurate part-load curves also improve bids and unit commitment, because the plant knows its real cost at every output level. We provide them from the calibrated block model.

05Ramp testing

Testing Faster Ramps on the Model First

Before changing ramp rates on a real block, test them on a model.

Step 1
Define targets

Ramp rate, start time or minimum load to be achieved.

Step 2
Simulate

Run the dynamic model with the new profile and current controls.

Step 3
Check limits

HRSG stress, steam temperatures, drum levels, emissions and turbine limits.

Step 4
Adjust

Modify profiles or control settings where limits are approached.

Step 5
Trial carefully

Try the verified profile on the plant with close monitoring.

Step 6
Confirm

Compare real response with the simulation and refine the model.

Emissions deserve particular attention during fast ramps and at low load. Gas turbine combustion systems have load ranges where emissions compliance is harder, and the model should flag when a proposed profile would spend time in those ranges. Steam temperature control is the other frequent limit, since attemperator sprays must keep pace with faster changes without overshooting.

This sequence reduces the risk of trips and damage during trials, and it shortens the trial period because the profile is already close to right. It also produces evidence for grid code submissions and discussions with equipment makers about flexibility.

Control changes identified in simulation still go through normal change management and the equipment maker’s requirements. Our engineers work within those procedures.

06Model choice

Steady-State or Dynamic: Which Model for Which Question

CCGT questions fall into two groups, and each needs a different model.

Steady-state CCGT model
  • Performance at fixed operating points
  • Part-load curves and ambient effects
  • Duct firing and inlet cooling value
  • Degradation and cost of fouling
  • Fast to run for many cases
  • Cannot show start or ramp behaviour
Dynamic CCGT model
  • Response over time
  • Start-ups, ramps and trips
  • HRSG metal temperatures and stress
  • Control tuning and interaction
  • Needed for flexibility questions
  • More effort to build and validate

Calibration matters for both. A steady-state model is tuned against test data at several loads; a dynamic model is also checked against recorded starts and ramps, including metal temperatures where they are measured. Without that check, a dynamic model can look convincing while predicting the wrong stresses.

Most plants benefit from both, built on common equipment data. The steady-state model answers daily economic and performance questions; the dynamic model is used for flexibility studies, control changes and operator training.

The dynamic model can also support an operator training simulator, which adds value during control upgrades. Ask our team how the two connect.

07Checklist

CCGT Simulation Checklist

Use this checklist to prepare a CCGT simulation project.

Scope
Questions and target operating modes listed
Steady-state, dynamic or both decided
Stress limits and life targets agreed
Market and dispatch context understood
Data
Gas turbine performance data and curves
HRSG design data including thick-walled parts
Steam turbine and condenser data
Historian data from starts and ramps
Validation
Model compared with recorded starts
Part-load curves checked against tests
Metal temperature measurements where available
Uncertainty stated
Use
Findings fed into operating procedures
Change management for control changes
Maker requirements respected
Model refreshed after major work

Historian data from past starts is often the most valuable input, because it shows how the block really behaves. We review it first during a scoping review.

08Business case

What CCGT Simulation Is Worth

Simulation pays in combined cycle plants through revenue, cost and life.

Flexibility revenue
Faster starts and ramps capture more value in markets that reward them.
Fuel
Better part-load decisions and accurate curves reduce fuel per MWh.
Component life
Start profiles shaped to limit fatigue extend HRSG and steam turbine life.
Summer capacity
Inlet cooling and duct firing used when they pay.
Fewer trips
Profiles and controls proven on the model before plant trials.

Maintenance costs belong in the case as well, since many gas turbine maintenance intervals count starts as well as running hours, so each extra start has a cost.

The size of each benefit depends on the market and operating profile. A block that cycles daily in a flexible market gains most from start and ramp optimization; a block running long hours gains most from part-load and ambient optimization.

A review of your last year’s operation shows where the value lies. Book one with our specialists.

09iFactory

How iFactory Delivers Combined Cycle Simulation

iFactory builds steady-state and dynamic models of your combined cycle block, calibrates them with your start and load data, and uses them to test ramps, shape start profiles and guide part-load and summer decisions.
01
Block models

Gas turbines, HRSG, steam turbine and condenser together.

02
Dynamic HRSG

Metal temperatures and stress through starts and ramps.

03
Start optimization

Profiles shaped for speed within stress limits.

04
Part-load curves

Accurate efficiency for every operating mode.

05
Summer studies

Inlet cooling and duct firing value.

06
Life tracking

Fatigue use counted per start.

It works with your DCS, historian and existing performance tools. Share a month of start data and we will show the stress picture in a session.

Start study

Find a Faster Start That Stays Within Limits

Share historian data from recent starts. We model your block, simulate faster profiles and show time saved against HRSG stress, so you can choose with evidence.

Illustrative alert
Block 1 · Warm start simulation

Faster ramp profile saves 11 minutes to full load, but HP drum wall temperature difference reaches 92% of its limit. Hold at 40% load for 6 minutes recommended.

HRSG stress margin used92%

Window
Before next start
Action
Adopt modified ramp with hold
10In practice

A Faster Start Tested on the Model

This exchange shows how a plant engineer might use iFactory before changing start procedures.

Plant engineer and iFactory AI
Engineer
Can we shorten warm starts on block 1?
iFactory AI
The faster profile saves 11 minutes to full load, but HP drum inner-to-outer wall temperature difference reaches 92% of its limit around 40% load.
Engineer
Any way to keep most of the gain?
iFactory AI
A six-minute hold at 40% load keeps the drum below 80% of its limit and still saves eight minutes overall. Emissions stay within limits throughout.
Engineer
Prepare the modified profile for review with the maker’s guidance.
iFactory AI
Done. The profile, simulated stresses and emissions are packaged for the review.
Turnkey hardware and software

iFactory ships as a pre-configured NVIDIA AI server, racked and ready with the combined cycle modelling and flexibility analytics models loaded. Rack it, plug in power and Ethernet, and the AI is live on your network. Our scope covers sensors and data connections across gas turbines, HRSGs and steam cycles, DCS, PLC/SCADA, historian and ERP integration, cabling and network setup, operator and quality team training, and 24×7 remote monitoring.

Weeks 1–4
Ship, network, cameras

Server installed, DCS and historian links live, historical operating, performance and maintenance data loaded.

Weeks 5–8
Train models, pilot

Models calibrated on your own unit data, then run in advisory mode on one unit with your operations and performance engineers reviewing every output.

Weeks 9–12
Go live, train teams

Rollout to the agreed units under your change management, operator and engineer training, and 24×7 remote monitoring in place.

Software, server and integration come as one package. For pricing on your block, contact our sales team.

FAQQuestions

Frequently Asked Questions

What is combined cycle power plant simulation?

It models gas turbines, heat recovery steam generators, steam turbines and condensers together, in steady state or over time, to predict performance, flexibility and component stress.

Which CCGT simulation use cases add most value?

Start-up optimization, ramp rate testing, HRSG stress and attemperation analysis, part-load economics, duct firing decisions and inlet cooling studies.

Why does cycling matter for the HRSG?

Starts and ramps cause temperature gradients in thick-walled drums and headers, which cause fatigue over time. Simulation predicts those stresses so profiles can limit them.

How efficient are modern combined cycle plants?

GE reported its HA technology reached over 64% combined cycle efficiency by 2018. Efficiency falls at part load, which is why part-load curves matter.

Should we use steady-state or dynamic simulation?

Steady-state for performance, part-load and seasonal questions; dynamic for starts, ramps, stresses and control tuning. Many plants use both.

How long does a CCGT simulation project take?

A first steady-state study can take weeks; dynamic models take longer and are often built in phases. Plan it with our engineers.

Next step

Run Your Combined Cycle Faster, Longer and Smarter

iFactory models your block, tests faster starts and ramps against real stress limits and guides part-load and summer decisions, so flexibility earns more without costing component life.

Illustrative dashboard view
Block efficiency by load, illustrative
100% load57.8%

80% load56.1%

60% load52.6%

45% load, one GT49.7%

Illustrative. Part-load economics decide whether to run one or two gas turbines.


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