Extrapolative Scaling Expression: A Fitting Equation for Extrapolating Full I c ( B , T , ε ) Data Matrixes From
Jack Ekin1, Najib Cheggour2,1, Loren Goodrich2,1
1National Institute of Standards and Technology, Boulder, CO 80305 USA.
None:
Scaling analysis of several thousand Nb3Sn critical-current measurements is used to derive the extrapolative scaling expression (ESE), a fitting equation that can quickly and accurately extrapolate (or interpolate) limited datasets to obtain full three-dimensional dependences of on magnetic field , temperature , and mechanical strain . Unlike nonextrapolative fitting equations, the ESE relation is determined completely by fundamental raw scaling data from master pinning-force curves. The results show that extrapolation errors with ESE approach typical measurement errors. The scaling expression is simple and robust, providing straightforward extrapolation capability for conductor characterization and magnet design. The ESE relation offers the prospect for extrapolations in several new areas, including: a reduction in the measurement space required for full characterization to about one fifth the size; ability to combine data from separate temperature and strain apparatuses; extrapolation of transport data from above 4 K to lower temperatures, where heating effects and instabilities are problematic for transport measurements; and extrapolation of full datasets from as little as a single curve when several core parameters have been measured in similar conductors (particularly applicable to qualifying production wires). Accuracies are evaluated for concatenations of these different extrapolation capabilities. Examples are given for practical Nb3Sn conductors, including those for high luminosity-LHC magnets, ITER, and cryo-cooled NMR magnets.
More Related Videos
Related Concept Videos
Chebyshev's Theorem to Interpret Standard Deviation
Euler's Formula to Columns with Other End Conditions
Upsampling
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
Bootstrapping
Scaling


