From 3215681a496615cf72d6e6cf3ef6593abda35756 Mon Sep 17 00:00:00 2001 From: Richard Murray Date: Mon, 19 Jan 2026 01:12:39 -0500 Subject: [PATCH 1/3] fix return shape for place_acker (#1190) --- control/statefbk.py | 2 +- control/tests/statefbk_test.py | 17 +++++++++++++++++ 2 files changed, 18 insertions(+), 1 deletion(-) diff --git a/control/statefbk.py b/control/statefbk.py index b6e9c9655..414673fcf 100644 --- a/control/statefbk.py +++ b/control/statefbk.py @@ -251,7 +251,7 @@ def place_acker(A, B, poles): pmat = pmat + p[n-i-1] * np.linalg.matrix_power(A, i) K = np.linalg.solve(ct, pmat) - K = K[-1, :] # Extract the last row + K = K[-1:, :] # Extract the last row return K diff --git a/control/tests/statefbk_test.py b/control/tests/statefbk_test.py index 97cf7be68..33fadc741 100644 --- a/control/tests/statefbk_test.py +++ b/control/tests/statefbk_test.py @@ -1272,3 +1272,20 @@ def test_create_statefbk_params(unicycle): assert [k for k in clsys.params.keys()] == ['K', 'a', 'b'] assert clsys.params['a'] == 2 assert clsys.params['b'] == 1 + + +@pytest.mark.parametrize('ny, nu', [(1, 1), (2, 2), (2, 1)]) +@pytest.mark.parametrize('method', [place, place_varga, place_acker]) +def test_place_variants(ny, nu, method): + sys = ct.rss(states=2, inputs=nu, outputs=ny) + desired_poles = -np.arange(1, sys.nstates + 1, 1) + + if method == place_acker and sys.ninputs != 1: + with pytest.raises(np.linalg.LinAlgError, match="must be square"): + K = method(sys.A, sys.B, desired_poles) + else: + K = method(sys.A, sys.B, desired_poles) + + placed_poles = np.linalg.eigvals(sys.A - sys.B @ K) + np.testing.assert_array_almost_equal( + np.sort(desired_poles), np.sort(placed_poles)) From 8c71d6ef964cb59765c10574dadb67a63c12b906 Mon Sep 17 00:00:00 2001 From: Richard Murray Date: Mon, 19 Jan 2026 01:29:33 -0500 Subject: [PATCH 2/3] add mark for slycot in unit test --- control/tests/statefbk_test.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/control/tests/statefbk_test.py b/control/tests/statefbk_test.py index 33fadc741..d0230fb18 100644 --- a/control/tests/statefbk_test.py +++ b/control/tests/statefbk_test.py @@ -1275,7 +1275,10 @@ def test_create_statefbk_params(unicycle): @pytest.mark.parametrize('ny, nu', [(1, 1), (2, 2), (2, 1)]) -@pytest.mark.parametrize('method', [place, place_varga, place_acker]) +@pytest.mark.parametrize( + 'method', [ + place, place_acker, + pytest.param(place_varga, marks=pytest.mark.slycot)]) def test_place_variants(ny, nu, method): sys = ct.rss(states=2, inputs=nu, outputs=ny) desired_poles = -np.arange(1, sys.nstates + 1, 1) From cde5cbfc750eee9e6d8ac0b60d2bb1b4da05c587 Mon Sep 17 00:00:00 2001 From: Richard Murray Date: Fri, 23 Jan 2026 22:41:02 -0500 Subject: [PATCH 3/3] fix deprecated NumPy issues that were causing CI errors --- examples/cds110-L8a_maglev-limits.ipynb | 2 +- examples/cds112-L6_stochastic-linsys.ipynb | 2 +- examples/stochresp.ipynb | 56 ++++++++++------------ 3 files changed, 26 insertions(+), 34 deletions(-) diff --git a/examples/cds110-L8a_maglev-limits.ipynb b/examples/cds110-L8a_maglev-limits.ipynb index 5a7473ade..8f6d07c3a 100644 --- a/examples/cds110-L8a_maglev-limits.ipynb +++ b/examples/cds110-L8a_maglev-limits.ipynb @@ -253,7 +253,7 @@ "omega = np.linspace(0, 1e6, 100000)\n", "for name, sys in zip(['C1', 'C2', 'C3'], [magS1, magS2, magS3]):\n", " freqresp = ct.frequency_response(sys, omega)\n", - " bodeint = np.trapz(np.log(freqresp.magnitude), omega)\n", + " bodeint = np.trapezoid(np.log(freqresp.magnitude), omega)\n", " print(\"Bode integral for\", name, \"=\", bodeint)\n", "\n", "print(\"pi * sum[ Re(pk) ]\", pi * np.sum(magP.poles()[magP.poles().real > 0]))" diff --git a/examples/cds112-L6_stochastic-linsys.ipynb b/examples/cds112-L6_stochastic-linsys.ipynb index 3efc158cb..78dc926cc 100644 --- a/examples/cds112-L6_stochastic-linsys.ipynb +++ b/examples/cds112-L6_stochastic-linsys.ipynb @@ -92,7 +92,7 @@ "source": [ "# Calculate the sample properties and make sure they match\n", "print(\"mean(V) [0.0] = \", np.mean(V))\n", - "print(\"cov(V) * dt [%0.3g] = \" % Q, np.round(np.cov(V), decimals=3) * dt)" + "print(\"cov(V) * dt [%0.3g] = \" % Q.item(), np.round(np.cov(V), decimals=3) * dt)" ] }, { diff --git a/examples/stochresp.ipynb b/examples/stochresp.ipynb index dda6bb501..9fdba3fcd 100644 --- a/examples/stochresp.ipynb +++ b/examples/stochresp.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 1, "id": "902af902", "metadata": {}, "outputs": [], @@ -50,20 +50,18 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 2, "id": "60192a8c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -97,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 3, "id": "23319dc6", "metadata": {}, "outputs": [ @@ -113,7 +111,7 @@ "source": [ "# Calculate the sample properties and make sure they match\n", "print(\"mean(V) [0.0] = \", np.mean(V))\n", - "print(\"cov(V) * dt [%0.3g] = \" % Q, np.round(np.cov(V), decimals=3) * dt)" + "print(\"cov(V) * dt [%0.3g] = \" % Q.item(), np.round(np.cov(V), decimals=3) * dt)" ] }, { @@ -126,20 +124,18 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 4, "id": "2bdaaccf", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -161,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 5, "id": "d31ce324", "metadata": {}, "outputs": [ @@ -169,8 +165,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "* mean(Y) [0] = 0.165\n", - "* cov(Y) [0.05] = 0.0151\n" + "* mean(Y) [0] = 0.161\n", + "* cov(Y) [0.05] = 0.013\n" ] } ], @@ -180,7 +176,7 @@ " return c**2 * Q / (2 * a) * exp(-a * abs(tau))\n", " \n", "print(\"* mean(Y) [%0.3g] = %0.3g\" % (0, np.mean(Y)))\n", - "print(\"* cov(Y) [%0.3g] = %0.3g\" % (r(0), np.cov(Y)))" + "print(\"* cov(Y) [%0.3g] = %0.3g\" % (r(0).item(), np.cov(Y)))" ] }, { @@ -193,20 +189,18 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 6, "id": "1cf5a4b1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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", 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