6. Data Acquisition: Statistics
Nuclear Particles
A Statistical Analysis of Raw Data Taken
From Actual Tokamak Experiments* Written by Ernesto Abad for the General Atomics Teachers' Manual on Nuclear Fusion.

The capability to generate power by fusing relatively abundant light nuclei, such as those from deuterium and tritium, promises to ease the world's problem of rapidly diminishing fossil fuel. Unfortunately, the technology to harness this almost unlimited source of fuel has not been fully developed yet. This is the reason why many countries have taken the technological challenges to improve the design of a practical fusion power reactor that uses water as its fuel source. One such device is called a tokamak. The word is an acronym for the Russian phrase, "toroid-kamera-magnit-katushka," which translates as the "toroidal chamber and magnetic coils." This implies that the reactor is shaped like a hollow donut with magnetic fields spiraling around to confine the hot plasma flowing inside.

Two conditions that must first be met to produce fusion power from plasma are: (1) The temperature must be high enough to allow the kinetic energy of the positively charged nuclei to overcome their natural repulsion and fuse when they collide. At this high temperature atoms are ionized into a collection of electrons and nuclei, commonly called plasma. (2) The density of the plasma ions must be high enough to ensure a high probability of collision. In addition, (3) the plasma confinement time, which is the time the interacting ions are maintained at a temperature equal to or greater than that required for the reaction to proceed successfully, must be large in order that more fusion energy will be released than is required. This extra energy is (4) the auxiliary heating power that heats the nuclei and makes them move at a faster velocity.

The ultimate goal of conducting fusion experiments is to find how well a tokamak reactor design would work under different conditions of temperatures, densities, magnetic fields, and auxiliary heating powers. Each experiment, called a shot, is given a number. To see how the output variables are affected by the changes made in the input variables, the raw data are plotted and statistically analyzed.

INPUT VARIABLES*

OUTPUT VARIABLES*

  • Plasma Current
  • Stored Energy
  • Beam Power Input
  • Energy Confinement Time
  • Total Power Input
  • Fusion Power Output
  • Toroidal Magnetic Field
 
  • Central Electron Density
 

Raw data for plasma currents and the three output variables were taken from the PPPL* fusion energy experiments shot 41087 (magenta), shot 41152 (cyan), and shot 45599 (brown). *Reference: http://ippex.pppl.gov/ippex The data were tabulated and then plotted. Question: How does the change in plasma current affect the stored energy, energy confinement time, and fusion power output?

 

Instructor’s Guide to STATISTICS

Plasma Currents*

Time

shot 41087

shot 41152

shot 45599

Seconds

MegaAmps

MegaAmps

MegaAmps

0.2

0.211

0.797

0.307

 

 

 

0.6

0.638

1.19

0.711

1

0.878

1.38

1.08

1.4

0.896

1.5

1.45

1.8

0.896

1.5

1.81

2.2

0.897

1.5

2.08

2.6

0.896

1.5

2.09

3

0.897

1.5

2.09

3.4

0.899

1.5

2.09

3.8

0.898

1.5

2.09

4.2

0.896

1.5

2.09

4.6

0.891

1.49

2.09

5

0.893

1.5

1.91

5.4

0.701

1.36

1.54

5.8

0.12

1.05

1.13

6.2

-0.00187

0.752

0.82

6.6

-0.0008

0.452

0.116

7

-0.00053

0.174

-0.00209

7.4

-0.00055

0.0264

-0.00225

7.8

-0.00028

-0.00136

-0.00219

The GA Teacher-Scientist Team Giving a Workshop on Nuclear Fusion during the State Convention
of the California Science Teachers Association held in Long Beach, CA.

Instructor’s Guide to STATISTICS

Fusion Power Outputs

Time

Shot 41087

Shot 41152

Shot 45599

Seconds

MegaWatts

MegaWatts

MegaWatts

0.198

0.00E+00

1.78E-09

1.04E-06

 

 

0.594

7.45E-09

9.26E-08

0

0.99

3.41E-08

2.81E-07

0

1.39

1.35E-07

3.60E-07

1.32E-08

1.78

1.96E-07

4.08E-07

5.56E-08

2.18

2.25E-07

4.42E-07

1.96E-07

2.57

2.68E-07

4.47E-07

2.62E-07

2.97

3.44E-07

4.86E-07

3.07E-07

3.37

1.08E-05

6.91E-06

3.67E-05

3.76

8.40E-04

0.00143

0.00213

4.16

0.000925

0.00139

0.00168

4.55

0.000388

0.000567

2.99E-05

4.95

7.35E-07

6.67E-06

2.21E-06

5.35

2.86E-06

1.78E-06

5.16E-07

5.74

1.63E-06

1.07E-06

2.17E-07

6.14

0.00E+00

6.57E-07

1.85E-08

6.53

0

3.17E-07

7.58E-07

6.93

0

5.34E-08

2.12E-08

7.33

0

0

0

7.72

0

0

0

Instructor’s Guide to STATISTICS

Energy Confinement Times

Time

Shot 41087

Shot 41152

Shot 45599

Seconds

Seconds

Seconds

Seconds

0.2

0.00192

0.0374

0.00298

 

 

 

0.6

0.0436

0.0919

0.114

1

0.105

0.182

0.286

1.4

0.127

0.209

0.352

1.8

0.133

0.153

0.425

2.2

0.138

0.153

0.228

2.6

0.144

0.155

0.183

3

0.158

0.153

0.2

3.4

0.197

0.183

0.193

3.8

0.0585

0.111

0.144

4.2

0.0505

0.0956

0.142

4.6

0.061

0.149

0.266

5

0.0184

0.193

0.21

5.4

0.0074

0.194

0.17

5.8

0.000157

0.129

0.085

6.2

0

0.104

0.0639

6.6

0

0.0545

0.011

7

0

0.00168

3.76E-05

7.4

0

0.000599

3.76E-05

7.8

0

0.00021

3.76E-05

Instructor’s Guide to STATISTICS

Stored energy

Time

Shot 41087

Shot 41152

Shot 45599

 

Seconds

MegJoules

MegJoules

MegJoules

0.2

0.000402

0.0248

0.00254

0.6

0.0211

0.0848

0.0334

1

0.0632

0.141

0.0908

1.4

0.0786

0.161

0.179

1.8

0.0825

0.157

0.269

2.2

0.0843

0.152

0.341

2.6

0.0859

0.146

0.334

3

0.0867

0.142

0.336

3.4

0.114

0.188

0.446

3.8

0.663

1.22

1.73

4.2

0.66

1.27

1.56

4.6

0.299

0.745

0.533

5

0.0258

0.258

0.328

5.4

0.00982

0.191

0.193

5.8

7.13E-05

0.117

0.131

6.2

0

0.0773

0.167

6.6

0

0.0355

0.0182

7

0

0.00124

1.32E-12

7.4

0

0.000232

1.48E-12

7.8

0

0

1.40E-12

 

Instructor’s Guide to STATISTICS

A close examination of the graphs of the input variable and the output variables, show that as the plasma current increases so do the stored energy, the energy confinement time, and the fusion power output. This may lead one to assume that to get the maximum power output from a tokamak, all it takes is to get the plasma current as high as may be feasible. The operation of a tokamak is more complex than this assumption, since past experiments have shown that there are limits to the values that can be assigned to these variables beyond which the tokamak will disrupt. This is another way of saying that the tokamak's power output will actually go down than up as predicted, when these limits are exceeded. For example:

Tokamak experiments are carried out to understand how the density limits depend on the values of the other two variables. In fact, many other experiments are designed to find how different combinations of the other input variables affect the output variables. Another example is the limit imposed on the temperature, which if raised too high will make the plasma very hot for the magnetic field to confine it.

The following limits have been found from many experimental attempts to control fusion reactions:

The statistics formula, sampling by replacement (y = mn), is used to calculate the number of experiments needed in a particular run, where m input variables are allowed to change n times. Given 5 input variables as listed above, how many experiments should be performed if each variable is given 3 different values while holding the other 4 variables constant? Solution: 125 (=53) experiments are needed to give each variable an equal opportunity to change 3 times. This overly simplified calculation gives a reason why it is taking a long time to design an industrial prototype of the tokamak.

 

× Ernesto: San Diego, Math/Science.