{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detection of changes using the Cumulative Sum (CUSUM)\n", "\n", "> Marcos Duarte \n", "> Laboratory of Biomechanics and Motor Control ([http://demotu.org/](http://demotu.org/)) \n", "> Federal University of ABC, Brazil" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Change detection](http://en.wikipedia.org/wiki/Change_detection) refers to procedures to identify abrupt changes in a phenomenon (Basseville and Nikiforov 1993, Gustafsson 2000). By abrupt change it is meant any difference in relation to previous known data faster than expected of some characteristic of the data such as amplitude, mean, variance, frequency, etc.\n", "\n", "The [Cumulative sum (CUSUM)](http://en.wikipedia.org/wiki/CUSUM) algorithm is a classical technique for monitoring change detection. One form of implementing the CUSUM algorithm involves the calculation of the cumulative sum of positive and negative changes ($g_t^+$ and $g_t^-$) in the data ($x$) and comparison to a $threshold$. When this threshold is exceeded a change is detected ($t_{talarm}$) and the cumulative sum restarts from zero. To avoid the detection of a change in absence of an actual change or a slow drift, this algorithm also depends on a parameter $drift$ for drift correction. This form of the CUSUM algorithm is given by:\n", "\n", "$$ \\begin{array}{l l} \n", "\\left\\{ \\begin{array}{l l} \n", "s[t] = x[t] - x[t-1] \\\\\n", "g^+[t] = max\\left(g^+[t-1] + s[t]-drift,\\; 0\\right) \\\\\n", "g^-[t] = max\\left(g^-[t-1] - s[t]-drift,\\; 0\\right)\n", "\\end{array} \\right. \\\\\n", "\\\\\n", "\\; if \\;\\;\\; g^+[t] > threshold \\;\\;\\; or \\;\\;\\; g^-[t] > threshold: \\\\\n", "\\\\\n", "\\left\\{ \\begin{array}{l l} \n", "t_{talarm}=t \\\\\n", "g^+[t] = 0 \\\\\n", "g^-[t] = 0 \n", "\\end{array} \\right.\n", "\\end{array} $$\n", "\n", "\n", "\n", "There are different implementations of the CUSUM algorithm; for example, the term for the sum of the last elements ($s[t]$ above) can have a longer history (with filtering), it can be normalized by removing the data mean and then divided by the data variance), or this sum term can be squared for detecting both variance and parameter changes, etc.\n", "\n", "For the CUSUM algorithm to work properly, it depends on tuning the parameters $h$ and $v$ to what is meant by a change in the data. According to Gustafsson (2000), this tuning can be performed following these steps:\n", "\n", " - Start with a very large $threshold$. \n", " - Choose $drift$ to one half of the expected change, or adjust $drift$ such that $g$ = 0 more than 50% of the time. \n", " - Then set the $threshold$ so the required number of false alarms (this can be done automatically) or delay for detection is obtained. \n", " - If faster detection is sought, try to decrease $drift$. \n", " - If fewer false alarms are wanted, try to increase $drift$. \n", " - If there is a subset of the change times that does not make sense, try to increase $drift$. \n", "\n", "The function `detect_cusum.py` from Python module `detecta` implements the CUSUM algorithm and a procedure to calculate the ending of the detected change. The function signature is: \n", "\n", "```python\n", "ta, tai, taf, amp = detect_cusum(x, threshold=1, drift=0, ending=False, show=True, ax=None)\n", "``` \n", "\n", "Let's see how to use `detect_cusum.py`; first let's import the necessary Python libraries and configure the environment:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Installation\n", "\n", "```bash\n", "pip install detecta\n", "```\n", "\n", "Or\n", "\n", "```bash\n", "conda install -c duartexyz detecta\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:44.041485Z", "start_time": "2017-12-30T09:06:43.796931Z" } }, "outputs": [], "source": [ "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "from detecta import detect_cusum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the function examples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:46.420185Z", "start_time": "2017-12-30T09:06:45.510049Z" }, "run_control": { "breakpoint": false } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " >>> x = np.random.randn(300)/5\n", " >>> x[100:200] += np.arange(0, 4, 4/100)\n", " >>> ta, tai, taf, amp = detect_cusum(x, 2, .02, True, True)\n", "\n", " >>> x = np.random.randn(300)\n", " >>> x[100:200] += 6\n", " >>> detect_cusum(x, 4, 1.5, True, True)\n", " \n", " >>> x = 2*np.sin(2*np.pi*np.arange(0, 3, .01))\n", " >>> ta, tai, taf, amp = detect_cusum(x, 1, .05, True, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function performance\n", "\n", "Here is a poor test of the `detect_cusum.py` performance:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:52.079630Z", "start_time": "2017-12-30T09:06:48.972270Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection of onset (data size = 10000):\n", "41 ms ± 639 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "x = np.random.randn(10000)\n", "x[400:600] += 6\n", "print('Detection of onset (data size = %d):' %x.size)\n", "%timeit detect_cusum(x, 4, 1.5, True, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "- Michèle Basseville and Igor V. Nikiforov (1993). [Detection of Abrupt Changes: Theory and Application](http://books.google.com.br/books/about/Detection_of_abrupt_changes.html?id=Vu5SAAAAMAAJ). Prentice-Hall. \n", "- Fredrik Gustafsson (2000) [Adaptive Filtering and Change Detection](http://books.google.com.br/books?id=cyNTAAAAMAAJ). Wiley." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.7" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }