free_energy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "e3151349-3ce5-494d-938a-89665c260306",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"OPENBLAS_NUM_THREADS\"] = \"1\"\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import h5py #For videos\n",
    "import glob\n",
    "import shutil\n",
    "import re\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (5, 4)\n",
    "\n",
    "import tdgl\n",
    "from tdgl.geometry import box, circle\n",
    "from tdgl.visualization.animate import create_animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "afa75c1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_video_from_solution(\n",
    "    solution,\n",
    "    output_file=None,\n",
    "    quantities=(\"order_parameter\", \"phase\"),\n",
    "    fps=20,\n",
    "    figsize=(5, 4),\n",
    "):\n",
    "    \"\"\"Generates an HTML5 video from a tdgl.Solution.\"\"\"\n",
    "    with tdgl.non_gui_backend():\n",
    "        with h5py.File(solution.path, \"r\") as h5file:\n",
    "            anim = create_animation(\n",
    "                h5file,\n",
    "                output_file=output_file,\n",
    "                quantities=quantities,\n",
    "                fps=fps,\n",
    "                figure_kwargs=dict(figsize=figsize),\n",
    "            )\n",
    "            #Return early if just saving to file\n",
    "            if(output_file!=None):\n",
    "                return\n",
    "            video = anim.to_html5_video()\n",
    "        return HTML(video)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e4cc129-6841-42e7-94a0-da2240167c60",
   "metadata": {},
   "source": [
    "Solving the time-dependent Ginzburg-Landau equations for an antidot system, with screening included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "9a20695f-abb9-47c9-9864-4d98d3f97605",
   "metadata": {},
   "outputs": [],
   "source": [
    "length_units = \"um\"\n",
    "# Material parameters\n",
    "xi = 0.2\n",
    "d = 0.1\n",
    "big_lambda = 0.2\n",
    "\n",
    "\n",
    "london_lambda = np.sqrt(d*big_lambda)\n",
    "\n",
    "\n",
    "layer = tdgl.Layer(coherence_length=xi, london_lambda=london_lambda, thickness=d, gamma=1)\n",
    "\n",
    "# Device geometry\n",
    "total_width = 3.6\n",
    "total_length = 3.6\n",
    "hole_radius = 0.9\n",
    "# link_width = total_width / 3\n",
    "\n",
    "film = (\n",
    "    tdgl.Polygon(\"film\", points=box(total_width, total_length))\n",
    "    # .difference(right_notch, left_notch)\n",
    "    .resample(401)\n",
    "    # .buffer(0)\n",
    ")\n",
    "\n",
    "\n",
    "# Holes in the film\n",
    "round_hole = (\n",
    "    tdgl.Polygon(\"round_hole\", points=circle(hole_radius ))\n",
    "#     .translate(dx=total_width *0.1)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "bd479aae-ebf0-4509-b5ef-43eb675ff5ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "device = tdgl.Device(\n",
    "    \"antidot\",\n",
    "    layer=layer,\n",
    "    film=film,\n",
    "    holes=[round_hole],\n",
    "    # terminals=[source, drain],\n",
    "    # probe_points=probe_points,\n",
    "    # length_units=length_units,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3df45629-62ac-4916-8adb-d8d0a6e4ba1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = device.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7e523dac-1c8c-4493-bcf1-ef54849a8c0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Constructing Voronoi polygons: 100%|████████████████████████████████████████████████████████████████████████████| 4036/4036 [00:04<00:00, 831.71it/s]\n"
     ]
    }
   ],
   "source": [
    "device.make_mesh(max_edge_length=xi / 2, smooth=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5e8ab7a4-1963-4704-8b63-5b4f3efbfd37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = device.plot(mesh=True, legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdf72040-5a52-4d9f-8bd1-2454495bfedb",
   "metadata": {},
   "source": [
    "# Setup for free energy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dc2d7c1-e4e3-4a36-a656-411cbce87dc1",
   "metadata": {},
   "source": [
    "The function below recovers gradient vectors at mesh nodes from the vectors' projections onto mesh edges.\n",
    "\n",
    "It assumes that the field value at each edge midpoint is approximately the mean of the field values at its endpoints (nodes)\n",
    "\n",
    "$\\mathbf{v}_{\\mathrm{ node}\\; i} + \\mathbf{v}_{\\mathrm{ node}\\; j} = 2 \\mathbf{v}_{\\mathrm{ midpoint}\\;ij}$\n",
    "\n",
    "Multiply both sides by a unit vector parallel to the edge direction $\\mathbf{e}_{ij}$\n",
    "\n",
    "$ \\mathbf{e}_{ij} \\cdot \\mathbf{v}_{\\mathrm{ node}\\; i} + \\mathbf{e}_{ij} \\cdot \\mathbf{v}_{\\mathrm{ node}\\; j} = 2 \\mathbf{e}_{ij} \\cdot \\mathbf{v}_{\\mathrm{ midpoint}\\;ij}$\n",
    "\n",
    "R.h.s. is known. Equations for all edges form an overdetermined, inconsistent linear system of equations $A \\vec{v} = 2 \\vec{p}$.\n",
    "\n",
    "$\\vec{p}$ contains all the projection values  $ \\mathbf{e}_{ij} \\cdot \\mathbf{v}_{\\mathrm{ midpoint}\\;ij}$. Length of \\vec{p} is the number of edges.\n",
    "\n",
    "We'll be solving for $\\vec{v}$, which contains all vectors $\\mathbf{v}_{\\mathrm{ node}\\; i}$. Length of  $\\vec{v}$ is the number of nodes times 2 (each vector has an $x$ and $y$ component).\n",
    "\n",
    "$A$ is a matrix whose action is equivalent to multiplying the vectors $\\mathbf{v}_{\\mathrm{ node}\\; i}$ by $\\mathbf{e}_{ij} \\cdot$.\n",
    "\n",
    "The approximate solution is found with the least squares method.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "a1fe3c64-f5db-4cc9-80de-7fdc60ccd57e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.sparse import lil_matrix\n",
    "from scipy.sparse import csr_matrix\n",
    "from scipy.sparse.linalg import lsqr\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "def reconstruct_gradients(nodes, edges, projections):\n",
    "    num_nodes = len(nodes)\n",
    "    num_edges = len(edges)\n",
    "\n",
    "    A = lil_matrix((num_edges, num_nodes * 2))\n",
    "\n",
    "    for idx, (i, j) in enumerate(edges):\n",
    "        P_i = nodes[i]\n",
    "        P_j = nodes[j]\n",
    "        edge_vector = P_j - P_i\n",
    "        edge_length = np.linalg.norm(edge_vector)\n",
    "        direction_vector = edge_vector / edge_length\n",
    "\n",
    "        A[idx, 2*i:2*i+2] = direction_vector\n",
    "        A[idx, 2*j:2*j+2] = direction_vector\n",
    "    \n",
    "\n",
    "\n",
    "    A = csr_matrix(A)\n",
    "    # Solve for gradients at nodes\n",
    "    result = lsqr(A, 2 * projections)[0]\n",
    "    \n",
    "    gradients_at_nodes = result.reshape((num_nodes, 2))\n",
    "    return gradients_at_nodes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1a35ba7-4b80-4529-8290-0ba0aeb9e513",
   "metadata": {},
   "source": [
    "The function below is supposed to calculate \n",
    "\n",
    "$ F= \\sum_{i \\in \\mathrm{nodes}} S_i \\left(-\\epsilon(\\mathbf{r_i})  |\\psi(\\mathbf{r_i})|^2 + \\frac{1}{2} |\\psi(\\mathbf{r_i})|^4 + \\left| \\left.(\\nabla - i \\mathbf{A}) \\psi(\\mathbf{r})\\right|_{\\mathbf{r}_i}   \\right|^2 \\right)  $ \n",
    "\n",
    "$S_i$ is the area of the Voronoi cell associated with the $i$-th node (which has position $\\mathbf{r_i}$). The units between $\\nabla$ and $\\mathbf{A}$ are natural because A is given in dimensionless units .\n",
    "\n",
    "## Possible improvements\n",
    "Possibly the third term can be calculated more efficiently, without reconstructing the vectors $\\mathbf{v}_{\\mathrm{ node}\\; i} = \\left.(\\nabla - i \\mathbf{A}) \\psi(\\mathbf{r})\\right|_{\\mathbf{r}_i}$  at each node.\n",
    "\n",
    "One way would be to approximate these vectors inside each Delaunay triangle. Each such vector should be determined only by three values of $\\mathbf{e}_{ij} \\cdot \\mathbf{v}_{\\mathrm{ midpoint}\\;ij}$, at the three edges of the triangle.\n",
    "\n",
    "For integration we'll need also the areas of these triangles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "ed87e95c-7d62-429d-8c09-e6b2c6e28d56",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_free_energy(solution):\n",
    "\n",
    "    device = solution.device\n",
    "    options = solution.options\n",
    "    mesh = device.mesh\n",
    "    \n",
    "    psi = solution.tdgl_data.psi\n",
    "    epsilon = solution.tdgl_data.epsilon\n",
    "    \n",
    "    ureg = device.ureg\n",
    "    field_units = options.field_units\n",
    "    length_units = ureg(device.length_units)\n",
    "    Bc2 = device.Bc2\n",
    "    applied_vector_potential = solution.tdgl_data.applied_vector_potential\n",
    "    induced_vector_potential = solution.tdgl_data.induced_vector_potential\n",
    "    edge_centers = device.mesh.edge_mesh.centers\n",
    "    z0 = device.layer.z0\n",
    "\n",
    "    f1=np.sum(  (-epsilon * np.abs(psi)**2 +  0.5*np.abs(psi)**4)*mesh.areas  )\n",
    "    \n",
    "    covariant_gradient_operator = tdgl.finite_volume.operators.build_gradient(mesh,link_exponents = applied_vector_potential+induced_vector_potential)\n",
    "    \n",
    "    covariant_gradient_at_edges = covariant_gradient_operator @ psi\n",
    "\n",
    "    covariant_gradient_at_nodes = reconstruct_gradients(mesh.sites, mesh.edge_mesh.edges, covariant_gradient_at_edges ) \n",
    "\n",
    "    f2 = np.sum(np.linalg.norm(covariant_gradient_at_nodes,axis=1)**2 *mesh.areas)\n",
    "\n",
    "    return f1+f2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15fb1911-8632-42be-90b5-b981873ad67f",
   "metadata": {},
   "source": [
    "# Solution\n",
    "\n",
    "First, a solution without screening is found, only to serve as a seed solution for the simulation with screening.\n",
    "\n",
    "The magnetic field in the 'no_screening' calculation is determining the phase winding of $\\psi$ in the seed solution.\n",
    "\n",
    "The magnetic field in the 'w_screening' calculation is supposed to be the magnetic field in the actual simulated system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc4681a7-7ce7-4ee3-8bd1-d16509fad19e",
   "metadata": {},
   "outputs": [],
   "source": [
    "field_value_no_screening = 0.8\n",
    "field_value_w_screening = 0.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9f8f190d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This generates a radially symmetric function for psi using psi(r) and the desired number of vortices.\n",
    "# It could very easily be replaced to a non-symmetric function\n",
    "# The other degree of freedom is the mu_boundary that is currently left as zero like the default.\n",
    "def psi_ansatz(center, vortex_count, psi_radial, points):\n",
    "    #Note that x, y coordinates and center coordinates must be given in dimensionless coordinates\n",
    "    x_center = center[0]\n",
    "    y_center = center[1]\n",
    "    x = points[:, 0]\n",
    "    y = points[:, 1]\n",
    "    phi = np.arctan2((y-y_center),(x-x_center))\n",
    "    r = np.sqrt((x-x_center)**2 + (y-y_center)**2)\n",
    "    return np.exp(vortex_count*1j*phi) * psi_radial(r)\n",
    "\n",
    "def generate_ansatz(device, options, applied_vector_potential, center, vortex_count, psi_radial):\n",
    "    # This runs a short (time=1) simulation to generate a Solution object easily.\n",
    "    # This could be done other ways too, but this is short and larger modifications\n",
    "    # would be better left to the package itself.\n",
    "    # It then edits the TDGLData object\n",
    "    \n",
    "    print(\"Solving 1 time step to generate most of solution object\")\n",
    "    initial_options = tdgl.SolverOptions(\n",
    "        solve_time=1,\n",
    "        field_units = options.field_units,\n",
    "        current_units = options.current_units,\n",
    "    )\n",
    "    solution = tdgl.solve(\n",
    "        device=device,\n",
    "        options=initial_options,\n",
    "        applied_vector_potential=applied_vector_potential,\n",
    "    )\n",
    "    \n",
    "    print(\"Calculating Replacement TDGLData\")\n",
    "    \n",
    "    # Directly create a solver to reuse the ability to calculate mu, super_current, and normal current\n",
    "    # I would use the one that was used in tdgl.solve but it is not returned. It would be easy to edit\n",
    "    # the package so that the solver is returned for situations like this. the defaults are copied from\n",
    "    # Solve.py.  solve_for_observables references some built in properties of the solver: default options, operators, \n",
    "    # and mu_boundary. The default options are clearly okay to reference. The operators that are referenced\n",
    "    # are not changed after they are set during initialization assuming that A remains zero.  This means that the\n",
    "    # operators are initialized properly for when solver.solve_for_observables is called.\n",
    "    # solver.mu_boundary is the only parameter that may need to be set, but since no current is flowing into\n",
    "    # or out of the device, I think it is fair to leave it as it is initialized.  mu_boundary is typically all\n",
    "    # zero and remains zero when no current is applied.\n",
    "    \n",
    "    solver = tdgl.solver.solver.TDGLSolver(\n",
    "        device=device,\n",
    "        options=options,\n",
    "        applied_vector_potential=applied_vector_potential,\n",
    "        terminal_currents=None,\n",
    "        disorder_epsilon=1,\n",
    "        seed_solution=None,\n",
    "    )\n",
    "    \n",
    "    new_psi = psi_ansatz(center, vortex_count, psi_radial, solution.device.mesh.sites)\n",
    "    new_mu, new_supercurrent, new_normal_current = solver.solve_for_observables(psi=new_psi, dA_dt=0)\n",
    "    \n",
    "    replacement_data = tdgl.solution.data.TDGLData(\n",
    "        step=-1,  #Last step\n",
    "        epsilon=solution.tdgl_data.epsilon, #Leave the same since this is just a physical parameter\n",
    "        psi=new_psi, #This directly uses the psi_ansatz function defined above\n",
    "        mu=new_mu, # Calculated using new_psi\n",
    "        applied_vector_potential=applied_vector_potential, # User Parameter\n",
    "        induced_vector_potential=np.zeros((len(solution.device.mesh.edge_mesh.edges), 2)), # No screening current, this is zero until a solve step screening is performed  \n",
    "        supercurrent=new_supercurrent, # Calculated using new_psi\n",
    "        normal_current=new_normal_current, # Calculated using new_psi\n",
    "        state=solution.tdgl_data.state, # This should be fine to leave as-is. It just contains {'dt', 'step', 'time', 'timestamp'}\n",
    "    )\n",
    "    \n",
    "    print(\"Replacing TDGLData\")\n",
    "    solution.tdgl_data = replacement_data\n",
    "    \n",
    "    print(\"Finished Calculating Ansatz\")\n",
    "    return solution\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a12dd4ef-129f-4a0f-adeb-8f666df92cc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving 1 time step to generate most of solution object\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulating:  99%|███████████████████████████████████████████████████████████████████████████████████████████████████▎| 1/1 [00:00<00:00,  1.16tau/s ]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating Replacement TDGLData\n",
      "Replacing TDGLData\n",
      "Finished Calculating Ansatz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulating: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████▉| 10/10 [00:06<00:00,  1.64tau/s ]\n"
     ]
    }
   ],
   "source": [
    "options_no_screening = tdgl.SolverOptions(\n",
    "    solve_time=10,\n",
    "    # output_file=os.path.join(tempdir.name, \"weak-link-zero-current.h5\"),\n",
    "    field_units = \"mT\",\n",
    "    current_units=\"uA\",\n",
    "    #output_file=os.getcwd() + \"/ansatz-example.h5\",\n",
    ")\n",
    "\n",
    "ansatz = generate_ansatz(\n",
    "    device=device,\n",
    "    options=options_no_screening,\n",
    "    applied_vector_potential=field_value_no_screening,#Set this to be what you want to test after generating the ansatz\n",
    "    center=(0,0),\n",
    "    vortex_count=6,\n",
    "    psi_radial= lambda r: 1 ,\n",
    ")\n",
    "\n",
    "no_screening_solution = tdgl.solve(\n",
    "    device,\n",
    "    options_no_screening,\n",
    "    applied_vector_potential=field_value_no_screening,\n",
    "    seed_solution=ansatz,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8eda659-68a5-4ba9-9b02-fd10b81da7a5",
   "metadata": {},
   "source": [
    "Order parameter in the seed solution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "d50d73dd-9c92-4396-af9c-4969d6e64051",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "B:1.2188625558720607 N:3 E: -9.342897673601861\n",
      "B:1.6028060283707943 N:3 E: -8.551769608350247\n",
      "B:1.9867495008695282 N:3 E: -11.617269059742844\n",
      "B:2.370692973368262 N:3 E: -12.431172080479065\n",
      "B:2.7546364458669954 N:3 E: -13.216572201653403\n",
      "B:3.1385799183657292 N:3 E: -13.791289739946645\n",
      "B:3.522523390864463 N:3 E: -14.23672340330434\n",
      "B:3.906466863363197 N:3 E: -14.543705443521201\n",
      "B:4.290410335861931 N:3 E: -14.719542538179692\n",
      "B:4.674353808360665 N:3 E: -14.724661605874887\n",
      "B:5.058297280859398 N:3 E: -14.683649815385069\n",
      "B:5.442240753358131 N:3 E: -14.472754701685567\n",
      "B:5.826184225856865 N:3 E: -14.132656823576228\n",
      "B:6.210127698355599 N:3 E: -13.662096010687641\n",
      "B:6.594071170854333 N:3 E: -13.059611132631291\n",
      "B:6.978014643353067 N:3 E: -12.323803496095284\n",
      "B:7.361958115851801 N:3 E: -11.450167512549733\n",
      "B:7.745901588350534 N:3 E: -10.436707354846131\n",
      "B:2.168964361771941 N:4 E: -5.908650103327847\n",
      "B:2.541670208110621 N:4 E: -7.164903706504681\n",
      "B:2.914376054449301 N:4 E: -8.430667906542862\n",
      "B:3.287081900787981 N:4 E: -9.570770791746908\n",
      "B:3.6597877471266607 N:4 E: -10.543145595740304\n",
      "B:4.0324935934653405 N:4 E: -11.359649916256545\n",
      "B:4.40519943980402 N:4 E: -12.032410904950305\n",
      "B:4.777905286142701 N:4 E: -12.567549011730796\n",
      "B:5.15061113248138 N:4 E: -12.971769559591976\n",
      "B:5.523316978820061 N:4 E: -13.24904981371274\n",
      "B:5.89602282515874 N:4 E: -12.893418360534287\n",
      "B:6.268728671497421 N:4 E: -13.42935011744148\n",
      "B:6.6414345178361005 N:4 E: -13.334699959492243\n",
      "B:7.01414036417478 N:4 E: -13.119575071804684\n",
      "B:7.38684621051346 N:4 E: -12.780902413004249\n",
      "B:7.75955205685214 N:4 E: -12.316524634079785\n",
      "B:8.132257903190819 N:4 E: -11.732267964456165\n",
      "B:8.5049637495295 N:4 E: -11.020609435163296\n",
      "B:8.87766959586818 N:4 E: -10.184068021847985\n",
      "B:9.25037544220686 N:4 E: -9.222098978544619\n",
      "B:3.9048781618475914 N:5 E: -5.033222911413832\n",
      "B:4.271316440089753 N:5 E: -6.112894502330014\n",
      "B:4.637754718331914 N:5 E: -7.2552571443012654\n",
      "B:5.0041929965740755 N:5 E: -8.096895263460077\n",
      "B:5.370631274816237 N:5 E: -7.831678560533727\n",
      "B:5.737069553058398 N:5 E: -9.946079047435694\n",
      "B:6.1035078313005595 N:5 E: -10.558556954504489\n",
      "B:6.469946109542722 N:5 E: -11.040085930600064\n",
      "B:6.836384387784882 N:5 E: -11.39640426127972\n",
      "B:7.2028226660270445 N:5 E: -11.625049563220635\n",
      "B:7.569260944269205 N:5 E: -11.736025743868192\n",
      "B:7.935699222511367 N:5 E: -11.723809474220289\n",
      "B:8.302137500753528 N:5 E: -11.596895145055273\n",
      "B:8.66857577899569 N:5 E: -11.349270023364024\n",
      "B:9.035014057237852 N:5 E: -10.869091530839771\n"
     ]
    }
   ],
   "source": [
    "project_name = \"J7_antidot\"\n",
    "no_screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/no_screening/\"\n",
    "stable_no_screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/stable_no_screening/\"\n",
    "screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/no_screening/\"\n",
    "stable_screening_folder    = os.getcwd() + \"/solutions/\" + project_name + \"/stable_screening/\"\n",
    "\n",
    "screening_files = os.listdir(stable_screening_folder)\n",
    "\n",
    "simulation_points = []\n",
    "for file_name in screening_files:\n",
    "    file_pattern = r'field_([-+]?\\d*\\.\\d+|\\d+)_vortex_([-+]?\\d+)'\n",
    "    match = re.search(file_pattern, file_name)\n",
    "    if match:\n",
    "        field_strength = float(match.group(1))\n",
    "        initial_vortex_count = int(match.group(2))\n",
    "        simulation_points.append((file_name, field_strength, initial_vortex_count))\n",
    "    else:\n",
    "        print(\"WARNING: Corrupt filenames present in ./solutions/no_screening\")\n",
    "\n",
    "fields = []\n",
    "energies = []\n",
    "vortex_counts = []\n",
    "for vortex_count_to_simulate in np.unique([point[2] for point in simulation_points]):\n",
    "    single_vortex_list = sorted([point for point in simulation_points if point[2] == vortex_count_to_simulate], key=lambda point: abs(point[1]))\n",
    "    for sim_point in single_vortex_list:\n",
    "        try:\n",
    "            solution = tdgl.Solution.from_hdf5(stable_screening_folder + sim_point[0])\n",
    "    #         fig, axes = solution.plot_order_parameter(figsize=(8, 4))\n",
    "    #         plt.show()\n",
    "            energy = get_free_energy(solution)\n",
    "            print(f\"B:{sim_point[1]} N:{sim_point[2]} E: \" + str(energy))\n",
    "            fields.append(sim_point[1])\n",
    "            vortex_counts.append(sim_point[2])\n",
    "            energies.append(energy)\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            pass # Probably because I am currently solving files\n",
    "# fig, axes = ansatz.plot_order_parameter(figsize=(8, 4))\n",
    "# plt.show()\n",
    "# fig, axes = no_screening_solution.plot_order_parameter(figsize=(8, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "b277c23f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Free energy of Different vortex numbers')"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    \n",
    "#     A_scale = (\n",
    "#                 (ureg(field_units) * length_units / (Bc2 * xi * length_units))\n",
    "#                 .to_base_units()\n",
    "#                 .magnitude\n",
    "#             )\n",
    "\n",
    "plt.scatter(fields, energies, c=vortex_counts)\n",
    "plt.xlabel(\"Applied Field (mT)\")\n",
    "plt.ylabel(\"Free Energy (No F0, H terms, units of terms?)\")\n",
    "plt.title(\"Free energy of Different vortex numbers\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "3308e237-3903-435c-9296-80377ac75968",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 0.0, Energy: -7.06\n",
      "time: 1.11, Energy: -11.424\n",
      "time: 2.22, Energy: -11.532\n",
      "time: 3.33, Energy: -11.532\n",
      "time: 4.44, Energy: -11.618\n",
      "time: 5.56, Energy: -11.675\n",
      "time: 6.67, Energy: -11.717\n",
      "time: 7.78, Energy: -11.717\n",
      "time: 8.89, Energy: -11.749\n",
      "time: 10.0, Energy: -11.768\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "project_name = \"J7_antidot\"\n",
    "no_screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/no_screening/\"\n",
    "stable_no_screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/stable_no_screening/\"\n",
    "screening_folder = os.getcwd() + \"/solutions/\" + project_name + \"/no_screening/\"\n",
    "stable_screening_folder    = os.getcwd() + \"/solutions/\" + project_name + \"/stable_screening/\"\n",
    "\n",
    "jump_files = set(os.listdir(stable_screening_folder)) #- set(os.listdir(screening_folder))\n",
    "\n",
    "# print(jump_files)\n",
    "\n",
    "jump_filename = random.choice(list(jump_files))\n",
    "\n",
    "solution = tdgl.Solution.from_hdf5(stable_screening_folder + jump_filename)\n",
    "\n",
    "# video_filename = os.getcwd() + \"/videos/\" + project_name + \"/no_screening/\" + jump_filename[:-3] + \".mp4\"\n",
    "# if not(os.path.exists(video_filename)):\n",
    "#     make_video_from_solution(solution, output_file=video_filename)\n",
    "    \n",
    "jump_times = []\n",
    "jump_energies = []\n",
    "\n",
    "solution = tdgl.Solution.from_hdf5(stable_screening_folder + jump_filename)\n",
    "for time in np.linspace(0,10,10):\n",
    "    solution.solve_step = solution.closest_solve_step(time)\n",
    "    energy = get_free_energy(solution)\n",
    "    jump_energies.append(energy)\n",
    "    jump_times.append(time)\n",
    "    print(f\"time: {round(time,2)}, Energy: {round(energy,3)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "42067df7-1cc5-44d3-b85f-5b516dd08633",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(jump_times[1:], jump_energies[1:])\n",
    "plt.xlabel(\"time\")\n",
    "plt.ylabel(\"Energy\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e884e5a0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
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