PUV test with multiple reflection coefficients
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1 changed files with 15 additions and 16 deletions
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@ -4,7 +4,7 @@ from numpy import random
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import scipy.signal as sgl
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yi = random.normal(size=2**20)
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yr = 0.3 * np.roll(yi, -(2**10))
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yr = np.roll(yi, -(2**10))
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figy, axy = plt.subplots()
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axy.plot(np.arange(2**10, 2**11), yi[2**10 : 2**11])
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@ -14,8 +14,8 @@ figf, axf = plt.subplots()
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axf.plot(*sgl.welch(yi))
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axf.plot(*sgl.welch(yr))
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eta = yi + yr
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u = -yi + yr
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eta = lambda r: yi + r * yr
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u = lambda r: -yi + r * yr
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def puv(eta, u):
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@ -30,21 +30,20 @@ def puv(eta, u):
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figr, axr = plt.subplots()
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axr.plot(*puv(eta, u), label="Without noise")
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axr.plot(
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*puv(
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eta + 0.4 * random.normal(size=2**20), u + 0.4 * random.normal(size=2**20)
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),
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label="With noise"
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)
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for r in np.arange(0, 1.1, 0.1):
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axr.plot(*puv(eta(r), u(r)), c="k")
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Rn = puv(
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eta(r) + 0.4 * random.normal(size=2**20),
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u(r) + 0.4 * random.normal(size=2**20),
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)
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axr.plot(
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*Rn,
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c="#ff6600",
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)
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axr.annotate(f"{r=:.1f}", (Rn[0][0], Rn[1][0]), bbox={"boxstyle": "square", "facecolor": "w"})
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axr.grid()
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axr.autoscale(True, "x", tight=True)
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axr.set(ylim=(0, 1), ylabel="R", xlabel="f")
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axr.legend(loc="lower left")
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axpsd = axr.twinx()
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axpsd.plot(*sgl.welch(eta), label=r"PSD ($\eta$)", c="k", alpha=0.2, lw=1)
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axpsd.legend(loc="lower right")
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axpsd.set(ylabel="PSD")
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axr.legend(("No noise", "40% noise"), loc="lower left")
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plt.show()
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