Energy, fuels and mining
Experiments here usually have about 4 factors and a dozen runs. Most are full factorials.
- Full factorial
- Fractional factorial or screening
- Central composite or Box-Behnken
- Mixture
Show the numbers
| Kind of design | Experiments | Factors | Runs |
|---|---|---|---|
| Full factorial | 7 | 3 | 16 |
| Fractional factorial or screening | 2 | 4.5 | 8.5 |
| Central composite or Box-Behnken | 1 | 2 | 11 |
| Mixture | 2 | 3.5 | 9.5 |
Factors and runs are the medians of each kind.
Full factorial
Every combination of the factor levels.
- Arif's summer electricity use: thermostat setting A and window blinds B, and two runs beyond the cubeDunn (2015) · 2 factors, 6 runs
- Advance rate of a drill: load, flow rate, rotational speed and type of mud, a single replicate of a 2^4 analysed in ln y (Daniel 1976)Montgomery (2013) · 4 factors, 16 runs
- Pressure drop across a turbine's expansion valve against gas temperature (fixed), operator and pressure gauge (random), two replicates: exact, approximate and synthesized tests and the variance componentsMontgomery (2013) · 3 factors, 72 runs
- Rate of penetration of a drill against speed, thrust and drilling fluid flow rate (Exercises 4.9 and 4.12)Box and Draper (2007) · 3 factors, 16 runs
- A solar water heater, modelled: four dimensionless groups and a centre point (Problem 16 of Part III)Box, Hunter and Hunter (1978) · 4 factors, 17 runs
Show the rest
- Rate of advance of a stone drill: load, flow, speed and type of mud (Daniel 1976), with a Box-Cox transformationBox, Hunter and Hunter (1978) · 4 factors, 16 runs
- Carbon monoxide emission against ethanol and air/fuel ratio in a 3^2 run twice (Hunter 1989) (Problem 12.10)Montgomery (2013) · 2 factors, 9 runs
Fractional factorial or screening
A planned part of the combinations, to find the factors that matter.
Central composite or Box-Behnken
Extra runs that fit curvature, to find an optimum.
Mixture
The ingredients add up to the whole.
- Research octane of gasoline blends of light FCC, alkylate, butane and reformate: first-order Scheffé fits (Table 16.2, Snee 1973)Box and Draper (2007) · 4 factors, 9 runs
- Miles per gallon of gasoline blends of three components in an augmented simplex lattice (Myers, Montgomery and Anderson-Cook 2009) (Problem 11.31)Montgomery (2013) · 3 factors, 10 runs