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* |
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Instructor’s Guide to STATISTICS |
Plasma Currents* |
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Time |
shot 41087 |
shot 41152 |
shot 45599 |
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Seconds |
MegaAmps |
MegaAmps |
MegaAmps |
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0.2 |
0.211 |
0.797 |
0.307 |
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0.6 |
0.638 |
1.19 |
0.711 |
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1 |
0.878 |
1.38 |
1.08 |
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1.4 |
0.896 |
1.5 |
1.45 |
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1.8 |
0.896 |
1.5 |
1.81 |
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2.2 |
0.897 |
1.5 |
2.08 |
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2.6 |
0.896 |
1.5 |
2.09 |
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3 |
0.897 |
1.5 |
2.09 |
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3.4 |
0.899 |
1.5 |
2.09 |
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3.8 |
0.898 |
1.5 |
2.09 |
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4.2 |
0.896 |
1.5 |
2.09 |
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4.6 |
0.891 |
1.49 |
2.09 |
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5 |
0.893 |
1.5 |
1.91 |
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5.4 |
0.701 |
1.36 |
1.54 |
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5.8 |
0.12 |
1.05 |
1.13 |
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6.2 |
-0.00187 |
0.752 |
0.82 |
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6.6 |
-0.0008 |
0.452 |
0.116 |
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7 |
-0.00053 |
0.174 |
-0.00209 |
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7.4 |
-0.00055 |
0.0264 |
-0.00225 |
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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 |
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Time |
Shot 41087 |
Shot 41152 |
Shot 45599 |
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Seconds |
MegaWatts |
MegaWatts |
MegaWatts |
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0.198 |
0.00E+00 |
1.78E-09 |
1.04E-06 |
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0.594 |
7.45E-09 |
9.26E-08 |
0 |
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0.99 |
3.41E-08 |
2.81E-07 |
0 |
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1.39 |
1.35E-07 |
3.60E-07 |
1.32E-08 |
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1.78 |
1.96E-07 |
4.08E-07 |
5.56E-08 |
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2.18 |
2.25E-07 |
4.42E-07 |
1.96E-07 |
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2.57 |
2.68E-07 |
4.47E-07 |
2.62E-07 |
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2.97 |
3.44E-07 |
4.86E-07 |
3.07E-07 |
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3.37 |
1.08E-05 |
6.91E-06 |
3.67E-05 |
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3.76 |
8.40E-04 |
0.00143 |
0.00213 |
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4.16 |
0.000925 |
0.00139 |
0.00168 |
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4.55 |
0.000388 |
0.000567 |
2.99E-05 |
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4.95 |
7.35E-07 |
6.67E-06 |
2.21E-06 |
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5.35 |
2.86E-06 |
1.78E-06 |
5.16E-07 |
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5.74 |
1.63E-06 |
1.07E-06 |
2.17E-07 |
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6.14 |
0.00E+00 |
6.57E-07 |
1.85E-08 |
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6.53 |
0 |
3.17E-07 |
7.58E-07 |
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6.93 |
0 |
5.34E-08 |
2.12E-08 |
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7.33 |
0 |
0 |
0 |
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7.72 |
0 |
0 |
0 |
Instructor’s Guide to STATISTICS |
Energy Confinement Times |
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Time |
Shot 41087 |
Shot 41152 |
Shot 45599 |
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Seconds |
Seconds |
Seconds |
Seconds |
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0.2 |
0.00192 |
0.0374 |
0.00298 |
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0.6 |
0.0436 |
0.0919 |
0.114 |
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1 |
0.105 |
0.182 |
0.286 |
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1.4 |
0.127 |
0.209 |
0.352 |
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1.8 |
0.133 |
0.153 |
0.425 |
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2.2 |
0.138 |
0.153 |
0.228 |
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2.6 |
0.144 |
0.155 |
0.183 |
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3 |
0.158 |
0.153 |
0.2 |
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3.4 |
0.197 |
0.183 |
0.193 |
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3.8 |
0.0585 |
0.111 |
0.144 |
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4.2 |
0.0505 |
0.0956 |
0.142 |
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4.6 |
0.061 |
0.149 |
0.266 |
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5 |
0.0184 |
0.193 |
0.21 |
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5.4 |
0.0074 |
0.194 |
0.17 |
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5.8 |
0.000157 |
0.129 |
0.085 |
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6.2 |
0 |
0.104 |
0.0639 |
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6.6 |
0 |
0.0545 |
0.011 |
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7 |
0 |
0.00168 |
3.76E-05 |
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7.4 |
0 |
0.000599 |
3.76E-05 |
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7.8 |
0 |
0.00021 |
3.76E-05 |
Instructor’s Guide to STATISTICS |
Stored energy |
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Time |
Shot 41087 |
Shot 41152 |
Shot 45599 |
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Seconds |
MegJoules |
MegJoules |
MegJoules |
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0.2 |
0.000402 |
0.0248 |
0.00254 |
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0.6 |
0.0211 |
0.0848 |
0.0334 |
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1 |
0.0632 |
0.141 |
0.0908 |
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1.4 |
0.0786 |
0.161 |
0.179 |
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1.8 |
0.0825 |
0.157 |
0.269 |
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2.2 |
0.0843 |
0.152 |
0.341 |
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2.6 |
0.0859 |
0.146 |
0.334 |
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3 |
0.0867 |
0.142 |
0.336 |
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3.4 |
0.114 |
0.188 |
0.446 |
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3.8 |
0.663 |
1.22 |
1.73 |
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4.2 |
0.66 |
1.27 |
1.56 |
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4.6 |
0.299 |
0.745 |
0.533 |
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5 |
0.0258 |
0.258 |
0.328 |
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5.4 |
0.00982 |
0.191 |
0.193 |
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5.8 |
7.13E-05 |
0.117 |
0.131 |
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6.2 |
0 |
0.0773 |
0.167 |
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6.6 |
0 |
0.0355 |
0.0182 |
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7 |
0 |
0.00124 |
1.32E-12 |
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7.4 |
0 |
0.000232 |
1.48E-12 |
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7.8 |
0 |
0 |
1.40E-12 |
Instructor’s Guide to STATISTICS |
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.