wrpll-simulation/src/helper_PLL_example.ipynb

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"## Helper PLL mode example\n",
"\n",
"Time domain simulation with helper PLL mode\n",
"\n",
"- Period error (**Helper PLL**)\n",
" - $\\Delta{period} = N - (tag_{gtx}[n] - tag_{gtx}[n-1]) $\n",
" - where ideally $f_{helper} = \\dfrac{f_{in} * (N-1)}{N}$ \n",
"\n",
"- Phase error (**Main PLL**)\n",
" - $\\text{Let } \\Delta tag[n] = tag_{main}[n] - tag_{gtx}[n] \\text{ mod N}$\n",
"\n",
" - $\\Delta\\phi[n] = \\begin{cases}\n",
" \\Delta tag[n] - N, & \\text{if } \\Delta tag > N/2 \\\\\n",
" \\Delta tag[n], & otherwise\n",
" \\end{cases} \\quad$\n",
" \n",
"\n",
"- ADPLL PID (common for main and helper PLL)\n",
" - $P[n] = err[n] * K_P$\n",
" - $I[n] = I[n-1] + err[n] * K_I$\n",
" - $D[n] = (err[n] - err[n-1]) * K_D$\n",
" - $adpll[n] = \\text{base adpll} + P[i] + I[n] + D[n] $\n",
" - where $\\text{base adpll}$ is constant and obtain from frequency counter in HW"
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"from plotly_resampler import FigureResampler, FigureWidgetResampler\n",
"from plotly.subplots import make_subplots\n",
"import plotly.graph_objects as go\n",
"import numpy as np\n",
"from wrpll_simulation.wrpll import WRPLL_simulator"
]
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"# settings\n",
"timestep = 1e-10\n",
"total_steps = 100_000_000\n",
"sim_mode = \"helper_pll\"\n",
"adpll_period = 200e-6 # in seconds, the period that pll will trigger, (minimum > total DCXO frequency change delay)\n",
"start_up_delay = 100e-6 # in seconds, the frequency adjustment is DISABLE until time > start_up_delay\n",
"\n",
"gtx_freq = 125_001_519\n",
"\n",
"helper_filter = {\n",
" \"KP\": 2,\n",
" \"KI\": 0.5,\n",
" \"KD\": 0,\n",
"}\n",
"\n",
"main_filter = { # unused\n",
" \"KP\": 12,\n",
" \"KI\": 0,\n",
" \"KD\": 0,\n",
"}\n",
"\n",
"# simulation have RNG for\n",
"# - gtx, main and helper jitter\n",
"# - starting phase for main and helper\n",
"# - base_adpll error\n",
"\n",
"wrpll_sim = WRPLL_simulator(\n",
" timestep=timestep,\n",
" total_steps=total_steps,\n",
" sim_mode=sim_mode,\n",
" helper_filter=helper_filter,\n",
" main_filter=main_filter,\n",
" gtx_freq=gtx_freq,\n",
" adpll_write_period=adpll_period,\n",
" start_up_delay=start_up_delay,\n",
")\n",
"wrpll_sim.run()"
]
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"# faster than pyplot with resampling feature\n",
"# see https://github.com/predict-idlab/plotly-resampler\n",
"\n",
"fig = FigureWidgetResampler(make_subplots(rows=2, shared_xaxes=True))\n",
"fig.add_trace(go.Scattergl(name='period error'), hf_x=wrpll_sim.time, hf_y=wrpll_sim.period_err, row=1, col=1)\n",
"\n",
"fig.add_trace(go.Scattergl(name='gtx'), hf_x=wrpll_sim.time, hf_y=wrpll_sim.gtx+1, row=2, col=1)\n",
"fig.add_trace(go.Scattergl(name='main'), hf_x=wrpll_sim.time, hf_y=wrpll_sim.main, row=2, col=1)\n",
"fig.add_trace(go.Scattergl(name='helper'), hf_x=wrpll_sim.time, hf_y=wrpll_sim.helper-1, row=2, col=1)\n",
"\n",
"\n",
"fig.update_layout(\n",
" xaxis2=dict(title=\"time (sec)\"),\n",
"\n",
" yaxis1=dict(title=\"beating period error\"),\n",
" yaxis2=dict(title=\"Signal\"),\n",
" height=1000,\n",
" showlegend=True,\n",
" title_text=\"PLL example\",\n",
" legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.02,\n",
" xanchor=\"right\",\n",
" x=1,\n",
" ),\n",
")\n",
"\n",
"fig"
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