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Jan 11th, 2013
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  1. As an undergraduate I worked for my advisor's research group which
  2. focused on designing magnetic crystal lattices, predicting their magnetic behavior,
  3. and measuring their correlation to experimental data. The bulk of my work
  4. consisted of synthesizing crystals, obtaining a suitable sample, recording its
  5. magnetic moment inside of a magnetometer, and analyzing its fit to a curve derived
  6. from the relevant model. When necessary, I obtained these curves by running
  7. simulations [1] of finite rectangular spin lattices and fitting a rational function to the
  8. generated data.
  9. While working in the laboratory I became interested in the two-dimensional
  10. Ising model [2]. In the case of zero external field the model's partition function and
  11. spontaneous magnetization can be solved using algebraic [3] or combinatorial [4]
  12. methods, which required me to study modern algebra [5] and representation theory
  13. [6], as well as graph theory [7] and path integrals [8]. The algebraic approach is a
  14. very long and direct calculation, and in a sense relies on the symmetries of a 2L by 2L
  15. transfer matrix, where each element (i,j) consists of terms of the partition function
  16. contributed by two adjacent rows with spin configuration i and j. We are able to
  17. generate a Clifford algebra using direct products of Pauli matrices which we use to
  18. represent the transfer matrix. Many of the steps remain in the realm of linear
  19. algebra, but an overview here would be impossible due to the sheer length of the
  20. solution [9]. Conceptually the combinatorial approach is more elegant and recasts
  21. the partition function as a sum over closed graphs of bonds between spins on the
  22. lattice. Bonds must be properly weighted so that non-closed graphs and duplicates
  23. do not contribute to the sum, and this weight is given by a nontrivial topological
  24. theorem [10]. A Fourier transform of the path amplitudes Un, Dn, Ln, Rn reduces our
  25. infinite sum to a geometric series in powers of a 4 by 4 matrix [8].
  26. The deep relationship between statistical physics and quantum field theory is
  27. well known. The path integral formulation of QFT allows us to write correlation
  28. functions and the partition function of a system of particles as a sum of amplitudes
  29. (involving products of Green's functions of the Lagrangian) over Feynman diagrams
  30. [7], which has been a useful method in many areas of theoretical physics. While the
  31. Ising problem is very different, the combinatorial approach similarly reduces the
  32. evaluation of large matrices to counting over graphs.
  33. The applicability of the Ising model relies on the fact that its spontaneous
  34. magnetization emerges by a continuous phase transition, where the system is scale
  35. invariant and the magnetization curve of the system is described by a small number
  36. of parameters defined as critical exponents [11]. What is surprising is that these
  37. exponents describe a universality class to which very different systems can belong.
  38. The phase transition between a liquid and gas, for example, is in the same class as
  39. the 3d Ising model. This is a very active area of research and recently there has been
  40. much progress establishing a relationship between conformal field theories and the
  41. parameters of continuous phase transitions [12]. I find the prominence of CFT in
  42. modern physics fascinating, both in particle physics and statistical mechanics, and I
  43. would like to actively pursue it as a student. Academically, I am barely at a stepping
  44. off point and I look forward to being challenged, expanding my knowledge of
  45. physics and mathematics, and hopefully adding a significant contribution to the field
  46. in the future.
  47.  
  48. References
  49. [1] S. Trebst, ALPS Documentation Wiki, Retrieved from The Algorithms and
  50. Libraries for Physics Simulations Project: http://alps.comp-
  51. phys.org/mediawiki/index.php/Main_Page, 2008
  52. [2] L. Onsager, Crystal Statistics. I. A Two-Dimensional Model with an Order-
  53. Disorder Transition, Physical Review, 65 (1944), 117-149.
  54. [3] B. Kaufman, Crystal Statistics. II. Partition Function Evaluated by Spinor
  55. Analysis, Physical Review, 76 (1949), 1232-1243.
  56. [4] M. Kac, J.C. Ward, A Combinatorial Solution of the Two-Dimensional Ising
  57. Model, Physical Review, 88 (1952), 1332-1337.
  58. [5] P. Girard, Quaternions, Clifford Algebras and Relativistic Physics, Birkhäuser
  59. Verlag AG, Basel, 2007.
  60. [6] R. J. Baxter, Algebraic Reduction of the Ising Model, Journal of Statistical Physics,
  61. 132 (2008), 959-982.
  62. [7] P. Etingof, 18.238 Geometry and Quantum Field Theory, Fall 2002, Retrieved
  63. from MIT OpenCourseWare: http://ocw.mit.edu
  64. [8] R. P. Feynman, Statistical Mechanics: A Set of Lectures, W. A. Benjamin, Inc.,
  65. Reading, 1972.
  66. [9] R. J. Baxter, Onsager and Kaufman's Calculation of the Spontaneous
  67. Magnetization of the Ising Model, Journal of Statistical Physics, 145 (2011),
  68. 518-548.
  69. [10] S. Sherman, Combinatorial Aspects of the Ising Model for Ferromagnetism. I. A
  70. Conjecture of Feynman on Paths and Graphs, Journal of Mathematical Physics,
  71. 1 (1960), 202-217.
  72. [11] J. P. Sethna, Statistical Mechanics: Entropy, Order Parameters, and Complexity,
  73. Oxford University Press, Oxford, 2006.
  74. [12] S. El-Showk, M. F. Paulos, D. Poland, S. Rychkov, D. Simmons-Duffin, A. Vichi,
  75. Solving the 3D Ising model with the conformal bootstrap, Physical Review D,
  76. 86 (2012), 025022.
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