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@hemmer
Created January 27, 2023 16:43
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0bafa695",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:38.738581Z",
"start_time": "2023-01-27T16:42:38.453124Z"
}
},
"outputs": [],
"source": [
"from sympy import *\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "484cd7c4",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:38.775737Z",
"start_time": "2023-01-27T16:42:38.743932Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"def print_nonzero(M_):\n",
" \n",
" M = M_\n",
" split_points = None\n",
" if isinstance(M_, BlockMatrix):\n",
" M = block_collapse(M_) \n",
" split_points = M.blocks[0].shape\n",
" \n",
" A_full_rank = M.blocks[0].det(\"LU\") != 0\n",
" D_full_rank = M.blocks[3].det(\"LU\") != 0\n",
" \n",
" print(f'A full rank = {A_full_rank}, D full rank = {D_full_rank}')\n",
" \n",
" s = []\n",
" for i in range(M.rows):\n",
" \n",
" if split_points is not None and i == split_points[0]:\n",
" s.append(\"[\" + \"-\" * (M.shape[0]+1) + \"]\")\n",
" \n",
" line = []\n",
" for j in range(M.cols):\n",
" \n",
" nonlinear = np.any([str(s).startswith('d') for s in M[i, j].free_symbols])\n",
" \n",
" if M[i, j] == 0:\n",
" line.append(\" \")\n",
" elif nonlinear:\n",
" line.append(\"N\") \n",
" else:\n",
" line.append(\"X\")\n",
" \n",
" if split_points is not None and j == split_points[0]-1:\n",
" line.append(\"|\")\n",
" s.append(\"[%s]\" % ''.join(line))\n",
" print('\\n'.join(s))\n",
" print()\n",
" if isinstance(M_, BlockMatrix):\n",
" return A_full_rank and D_full_rank\n",
" else:\n",
" return None\n",
"\n",
"def split_at_q(M, x, b, q):\n",
" A = M[0:q, 0:q]\n",
" B = M[0:q, q:]\n",
" C = M[q:, 0:q]\n",
" D = M[q:, q:]\n",
"\n",
" M = BlockMatrix([[A, B], [C, D]])\n",
" x1, x2 = Matrix(x[0:q]), Matrix(x[q:])\n",
" b1, b2 = Matrix(b[0:q]), Matrix(b[q:])\n",
" x = BlockMatrix([[x1], [x2]])\n",
" b = BlockMatrix([[b1], [b2]])\n",
" \n",
" return M, x, b\n",
"\n",
"def generate_Mx_b():\n",
" R1, R1k, R2k, R33k, Rp1, d1_geq, d2_geq, d3_geq, d4_geq, d5_geq, d6_geq, gc, rcdc, y1 = symbols(\"R1, R1k, R2k, R33k, Rp1, d1_geq, d2_geq, d3_geq, d4_geq, d5_geq, d6_geq, gc, rcdc, y1\")\n",
" M = Matrix([[1/rcdc, -1/rcdc, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [-1/rcdc, (R1 + rcdc)/(R1*rcdc), -1/R1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, -1/R1, (R1 + R1k)/(R1*R1k), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 0, -1/R33k, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, -1/R33k, d1_geq + 1/R33k + 1/R2k, -1/R2k, 0, 0, 0, 0, 0, 0, -d1_geq, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, -1/R2k, 1/R2k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, -1/R33k, (-R33k + 2*Rp1*y1**2 - 2*Rp1*y1)/(R33k*Rp1*y1*(y1 - 1)), -1/(Rp1*y1), 1/(Rp1*(y1 - 1)), -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, -1/(Rp1*y1), 1/(Rp1*y1), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1/(Rp1*(y1 - 1)), 0, -1/(Rp1*(y1 - 1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 0, 0, -1/R33k, 0, 0, 0, 0, -1/R33k, 0, 0, 3/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1/R33k, d6_geq + 1/R33k, 0, 0, 0, 0, -d6_geq, 0, 0, 0, 0, 0, 1], [0, 0, 0, 0, 0, -d1_geq, 0, 0, 0, 0, 0, 0, 0, d1_geq + d2_geq + gc, -d2_geq, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d2_geq, d2_geq + d3_geq + gc, -d3_geq, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d3_geq, d3_geq + d4_geq + gc, -d4_geq, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d4_geq, d4_geq + d5_geq + gc, -d5_geq, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d6_geq, 0, 0, 0, -d5_geq, d5_geq + d6_geq + gc, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])\n",
"\n",
" v_2, v_4, v_12, v_14, v_10, v_18, v_17, v_13, v_9, i_v1, v_16, v_8, v_7, i_v3, i_v4, v_3, i_v5, v_11, v_15, v_5, v_1, i_v6, i_v2, v_6 = symbols(\"v_2, v_4, v_12, v_14, v_10, v_18, v_17, v_13, v_9, i_v1, v_16, v_8, v_7, i_v3, i_v4, v_3, i_v5, v_11, v_15, v_5, v_1, i_v6, i_v2, v_6\")\n",
" x = Matrix([[v_1], [v_2], [v_3], [v_4], [v_5], [v_6], [v_7], [v_8], [v_9], [v_10], [v_11], [v_12], [v_13], [v_14], [v_15], [v_16], [v_17], [v_18], [i_v1], [i_v2], [i_v3], [i_v4], [i_v5], [i_v6]])\n",
"\n",
" d6_ieq, d2_ieq, Vpos, i_c1eq, i_c3eq, i_c4eq, d4_ieq, d3_ieq, i_c2eq, Vneg, i_c5eq, i_cdceq, d1_ieq, d5_ieq, Vin = symbols(\"d6_ieq, d2_ieq, Vpos, i_c1eq, i_c3eq, i_c4eq, d4_ieq, d3_ieq, i_c2eq, Vneg, i_c5eq, i_cdceq, d1_ieq, d5_ieq, Vin\")\n",
" b = Matrix([[-i_cdceq], [i_cdceq], [0], [0], [0], [d1_ieq], [0], [0], [0], [0], [0], [0], [-d6_ieq], [-d1_ieq + d2_ieq - i_c1eq], [-d2_ieq + d3_ieq - i_c2eq], [-d3_ieq + d4_ieq - i_c3eq], [-d4_ieq + d5_ieq - i_c4eq], [-d5_ieq + d6_ieq - i_c5eq], [Vin], [0], [0], [Vpos], [Vneg], [0]])\n",
"\n",
" \n",
" return M, x, b"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "c7b2b559",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T10:51:39.594935Z",
"start_time": "2023-01-27T10:51:39.567310Z"
}
},
"source": [
"## Basic matrix problem\n",
"\n",
"Below is the basic matrix problem for Mortiz Klein's diode ladder (basically this: https://tinyurl.com/2alfoolb). It includes the initial gain reduction and offset stages, but not the final re-amplification and inversion stages (just hardcoded for now). I can solve it numerically without issue, but it is slow:\n",
"\n",
"![image-2.png](attachment:image-2.png)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0901a90c",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:43.414051Z",
"start_time": "2023-01-27T16:42:38.793162Z"
}
},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\left[\\begin{array}{cccccccccccccccccccccccc}\\frac{1}{rcdc} & - \\frac{1}{rcdc} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 0 & 0 & 0\\\\- \\frac{1}{rcdc} & \\frac{R_{1} + rcdc}{R_{1} rcdc} & - \\frac{1}{R_{1}} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & - \\frac{1}{R_{1}} & \\frac{R_{1} + R1k}{R_{1} R1k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & \\frac{2}{R33k} & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & - \\frac{1}{R33k} & \\frac{2}{R33k} & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & - \\frac{1}{R33k} & d_{1 geq} + \\frac{1}{R33k} + \\frac{1}{R2k} & - \\frac{1}{R2k} & 0 & 0 & 0 & 0 & 0 & 0 & - d_{1 geq} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & - \\frac{1}{R2k} & \\frac{1}{R2k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & \\frac{2}{R33k} & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & - \\frac{1}{R33k} & \\frac{- R33k + 2 Rp_{1} y_{1}^{2} - 2 Rp_{1} y_{1}}{R33k Rp_{1} y_{1} \\left(y_{1} - 1\\right)} & - \\frac{1}{Rp_{1} y_{1}} & \\frac{1}{Rp_{1} \\left(y_{1} - 1\\right)} & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - \\frac{1}{Rp_{1} y_{1}} & \\frac{1}{Rp_{1} y_{1}} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & \\frac{1}{Rp_{1} \\left(y_{1} - 1\\right)} & 0 & - \\frac{1}{Rp_{1} \\left(y_{1} - 1\\right)} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0\\\\0 & 0 & 0 & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & - \\frac{1}{R33k} & 0 & 0 & \\frac{3}{R33k} & - \\frac{1}{R33k} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - \\frac{1}{R33k} & d_{6 geq} + \\frac{1}{R33k} & 0 & 0 & 0 & 0 & - d_{6 geq} & 0 & 0 & 0 & 0 & 0 & 1\\\\0 & 0 & 0 & 0 & 0 & - d_{1 geq} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & d_{1 geq} + d_{2 geq} + gc & - d_{2 geq} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - d_{2 geq} & d_{2 geq} + d_{3 geq} + gc & - d_{3 geq} & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - d_{3 geq} & d_{3 geq} + d_{4 geq} + gc & - d_{4 geq} & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - d_{4 geq} & d_{4 geq} + d_{5 geq} + gc & - d_{5 geq} & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & - d_{6 geq} & 0 & 0 & 0 & - d_{5 geq} & d_{5 geq} + d_{6 geq} + gc & 0 & 0 & 0 & 0 & 0 & 0\\\\1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 1 & -1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & -1 & 0 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & -1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0\\end{array}\\right] \\left[\\begin{matrix}v_{1}\\\\v_{2}\\\\v_{3}\\\\v_{4}\\\\v_{5}\\\\v_{6}\\\\v_{7}\\\\v_{8}\\\\v_{9}\\\\v_{10}\\\\v_{11}\\\\v_{12}\\\\v_{13}\\\\v_{14}\\\\v_{15}\\\\v_{16}\\\\v_{17}\\\\v_{18}\\\\i_{v1}\\\\i_{v2}\\\\i_{v3}\\\\i_{v4}\\\\i_{v5}\\\\i_{v6}\\end{matrix}\\right] = \\left[\\begin{matrix}- i_{cdceq}\\\\i_{cdceq}\\\\0\\\\0\\\\0\\\\d_{1 ieq}\\\\0\\\\0\\\\0\\\\0\\\\0\\\\0\\\\- d_{6 ieq}\\\\- d_{1 ieq} + d_{2 ieq} - i_{c1eq}\\\\- d_{2 ieq} + d_{3 ieq} - i_{c2eq}\\\\- d_{3 ieq} + d_{4 ieq} - i_{c3eq}\\\\- d_{4 ieq} + d_{5 ieq} - i_{c4eq}\\\\- d_{5 ieq} + d_{6 ieq} - i_{c5eq}\\\\Vin\\\\0\\\\0\\\\Vpos\\\\Vneg\\\\0\\end{matrix}\\right]$"
],
"text/plain": [
"Eq(Matrix([\n",
"[ 1/rcdc, -1/rcdc, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0],\n",
"[-1/rcdc, (R1 + rcdc)/(R1*rcdc), -1/R1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, -1/R1, (R1 + R1k)/(R1*R1k), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0],\n",
"[ 0, 0, 0, -1/R33k, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, -1/R33k, d1_geq + 1/R33k + 1/R2k, -1/R2k, 0, 0, 0, 0, 0, 0, -d1_geq, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, -1/R2k, 1/R2k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 2/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, -1/R33k, (-R33k + 2*Rp1*y1**2 - 2*Rp1*y1)/(R33k*Rp1*y1*(y1 - 1)), -1/(Rp1*y1), 1/(Rp1*(y1 - 1)), -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, -1/(Rp1*y1), 1/(Rp1*y1), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 1/(Rp1*(y1 - 1)), 0, -1/(Rp1*(y1 - 1)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0],\n",
"[ 0, 0, 0, -1/R33k, 0, 0, 0, 0, -1/R33k, 0, 0, 3/R33k, -1/R33k, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1/R33k, d6_geq + 1/R33k, 0, 0, 0, 0, -d6_geq, 0, 0, 0, 0, 0, 1],\n",
"[ 0, 0, 0, 0, 0, -d1_geq, 0, 0, 0, 0, 0, 0, 0, d1_geq + d2_geq + gc, -d2_geq, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d2_geq, d2_geq + d3_geq + gc, -d3_geq, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d3_geq, d3_geq + d4_geq + gc, -d4_geq, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d4_geq, d4_geq + d5_geq + gc, -d5_geq, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -d6_geq, 0, 0, 0, -d5_geq, d5_geq + d6_geq + gc, 0, 0, 0, 0, 0, 0],\n",
"[ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
"[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])*Matrix([\n",
"[ v_1],\n",
"[ v_2],\n",
"[ v_3],\n",
"[ v_4],\n",
"[ v_5],\n",
"[ v_6],\n",
"[ v_7],\n",
"[ v_8],\n",
"[ v_9],\n",
"[v_10],\n",
"[v_11],\n",
"[v_12],\n",
"[v_13],\n",
"[v_14],\n",
"[v_15],\n",
"[v_16],\n",
"[v_17],\n",
"[v_18],\n",
"[i_v1],\n",
"[i_v2],\n",
"[i_v3],\n",
"[i_v4],\n",
"[i_v5],\n",
"[i_v6]]), Matrix([\n",
"[ -i_cdceq],\n",
"[ i_cdceq],\n",
"[ 0],\n",
"[ 0],\n",
"[ 0],\n",
"[ d1_ieq],\n",
"[ 0],\n",
"[ 0],\n",
"[ 0],\n",
"[ 0],\n",
"[ 0],\n",
"[ 0],\n",
"[ -d6_ieq],\n",
"[-d1_ieq + d2_ieq - i_c1eq],\n",
"[-d2_ieq + d3_ieq - i_c2eq],\n",
"[-d3_ieq + d4_ieq - i_c3eq],\n",
"[-d4_ieq + d5_ieq - i_c4eq],\n",
"[-d5_ieq + d6_ieq - i_c5eq],\n",
"[ Vin],\n",
"[ 0],\n",
"[ 0],\n",
"[ Vpos],\n",
"[ Vneg],\n",
"[ 0]]))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"M, x, b = generate_Mx_b()\n",
"display(Eq(MatMul(M, x), b))\n",
"n = M.shape[0]\n",
"\n",
"assert M.rank() == n, \"Expected M to be full rank!\""
]
},
{
"cell_type": "markdown",
"id": "1f26658f",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T11:27:33.227987Z",
"start_time": "2023-01-27T11:27:33.122429Z"
}
},
"source": [
"## Re-arranging nonlinear elements\n",
"\n",
"We can move the nonlinear elements (or at least linearised contributions from) to the top left corner. However a basic decomposition into submatrices leaves the lower submatrix $D$ non-invertable. \n",
"\n",
"$M = \\left[\\begin{matrix}A & B\\\\C & D\\end{matrix}\\right]$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5ad0fa9d",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:43.528649Z",
"start_time": "2023-01-27T16:42:43.424410Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A full rank = True, D full rank = False\n",
"[NN | X X ]\n",
"[NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN| ]\n",
"[ NN| X X]\n",
"[-------------------------]\n",
"[ |XX ]\n",
"[ |XXXXX ]\n",
"[ | XX X ]\n",
"[ | X X X ]\n",
"[ X| X X X ]\n",
"[X | X X ]\n",
"[ | XX X ]\n",
"[ | XX ]\n",
"[ | X XX X ]\n",
"[X | XX ]\n",
"[ | X XX ]\n",
"[ | X ]\n",
"[ | XX ]\n",
"[ |X X ]\n",
"[ | X ]\n",
"[ | X ]\n",
"[ | X ]\n",
"\n"
]
},
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def reorder_nonlinear_elems_to_top_left(M, x, b): \n",
" row_perms = [[5, 0], [13, 1], [14, 2], [15, 3], [16, 4], [17, 5], [12, 6]] \n",
" col_perms = row_perms \n",
"\n",
" M_perm = M.permute(row_perms, orientation='rows').permute(col_perms, orientation='cols')\n",
" x_perm = x.permute(col_perms, orientation='rows')\n",
" b_perm = b.permute(row_perms, orientation='rows')\n",
" return M_perm, x_perm, b_perm\n",
"\n",
"M_p, x_p, b_p = reorder_nonlinear_elems_to_top_left(M, x, b)\n",
"\n",
"M_split = split_at_q(M_p, x_p, b_p, q=7)[0]\n",
"print_nonzero(M_split)"
]
},
{
"cell_type": "markdown",
"id": "d0fc04ec",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T11:47:26.992248Z",
"start_time": "2023-01-27T11:47:26.201714Z"
}
},
"source": [
"## By hand tweaks\n",
"\n",
"\n",
"It's not surprising that this fails, the final column is all zeros. We can re-arrange, and fiddle about a bit by hand. We don't bother tracking permutations for x and b any more but is easy to do. This isn't enough however, and D is still not invertable:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "4679da6c",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:43.691296Z",
"start_time": "2023-01-27T16:42:43.533313Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"D still not invertable\n",
"A full rank = True, D full rank = False\n",
"[NN | X X ]\n",
"[NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNX| X ]\n",
"[ X |X X X ]\n",
"[-------------------------]\n",
"[ |XXXX X]\n",
"[ | X ]\n",
"[ | X ]\n",
"[ | X ]\n",
"[X | X X ]\n",
"[ | XX X ]\n",
"[ | XX ]\n",
"[ | X XX X ]\n",
"[ | X X]\n",
"[ | X ]\n",
"[ | X XX ]\n",
"[ | XX ]\n",
"[X | XX ]\n",
"[ |XX X ]\n",
"[ |X X X ]\n",
"[ |X X]\n",
"\n"
]
},
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def tweak(M): \n",
" n, q = M.shape[0], 7\n",
" row_perms = [] \n",
" col_perms = [[q, n-1]]\n",
" M_perm = M.permute(col_perms, orientation='cols')\n",
" \n",
" _, P = M_perm.LUdecomposition_Simple()\n",
" M_perm = M_perm.permuteFwd(P)\n",
" \n",
" \n",
" return M_perm\n",
"\n",
"M_p1 = tweak(M_p)\n",
"M_split = split_at_q(M_p1, x_p, b_p, q=8)[0]\n",
"print(\"D still not invertable\")\n",
"print_nonzero(M_split)"
]
},
{
"cell_type": "markdown",
"id": "755c9ec5",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T14:50:00.773218Z",
"start_time": "2023-01-27T14:50:00.553032Z"
}
},
"source": [
"Finally we can increase the split point and see at what point $D$ is invertable:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "39febd89",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T16:42:43.786851Z",
"start_time": "2023-01-27T16:42:43.692323Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"partitioning found for q = 21\n",
"A full rank = True, D full rank = True\n",
"[NN X X | ]\n",
"[NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNN | ]\n",
"[ NNX X | ]\n",
"[ X X X X | ]\n",
"[ XXXX | X]\n",
"[ X | ]\n",
"[ X | ]\n",
"[ X | ]\n",
"[X X X| ]\n",
"[ XX X | ]\n",
"[ XX | ]\n",
"[ X XX X | ]\n",
"[ X | X]\n",
"[ X | ]\n",
"[ X XX | ]\n",
"[ XX | ]\n",
"[X XX | ]\n",
"[-------------------------]\n",
"[ XX |X ]\n",
"[ X X | X ]\n",
"[ X | X]\n",
"\n"
]
}
],
"source": [
"# let's try many split points and see if any work\n",
"for q_ in range(1, 17):\n",
" M_split = split_at_q(M_p1, x_p, b_p, q=7+q_)[0]\n",
" \n",
" A_full_rank = M_split.blocks[0].det(\"LU\") != 0\n",
" D_full_rank = M_split.blocks[3].det(\"LU\") != 0\n",
" \n",
" \n",
" if A_full_rank and D_full_rank: \n",
" print(f'partitioning found for q = {7+q_}')\n",
" print_nonzero(M_split)\n",
" break"
]
},
{
"cell_type": "markdown",
"id": "66575a23",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-27T14:51:51.495843Z",
"start_time": "2023-01-27T14:51:51.486724Z"
}
},
"source": [
"This is marginally better, but only a very small number of ops can be pulled out of the Newton loop."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "480b1d76",
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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