{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# detect_cusum.py\n", "\n", "A function from [detecta](https://pypi.org/project/detecta/) - Python module to detect events in data." ] }, { "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 (code at the end of this text) implements the CUSUM algorithm and a procedure to calculate the ending of the detected change. The function signature is: \n", "python\n", "ta, tai, taf, amp = detect_cusum(x, threshold=1, drift=0, ending=False, show=True, ax=None)\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": {}, "outputs": [], "source": [ "from detecta import detect_cusum" ] }, { "cell_type": "code", "execution_count": 2, "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the function examples:" ] }, { "cell_type": "code", "execution_count": 3, "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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