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Jupyter python notebook (and blog post) demonstrating how the stochasticity of earthquake recurrence can influence slip rate estimates
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Though fault slip rates must change through time (they obviously start at some point and will stop eventually), the degree to which they change throughout their 'lifetimes' and the magnitudes and timescales involved any changes aren't typically well known. However, this variability surely reflects the mechanics of faulting and crustal deformation, and is also of importance to fault-based seismic hazard assessment, as the slip rate is a fundamental parameter describing earthquake occurrence on the fault.\n",
"\n",
"There are four major timescales over which fault slip rates are measured, and over which slip rates could change, by my reckoning (based largely on techniques but also on different deformation styles). I'll describe these briefly, and then get on to the major topic of this post, which is demonstrating how the natural variability (i.e. aleatoric uncertainty) in earthquake recurrence and per-event slip magnitude can impact Quaternary slip rate estimates."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Slip rate timescales and measurements\n",
"\n",
"The shortest is the individual earthquake cycle (i.e. the interseismic, coseismic and postseismic periods for a single earthquake). Slip rate variability here is high (to the point of stretching the use of the term) and the style of slip changes dramatically throughout. During the interseismic period, slip rates are on the order of mm/yr and slip doesn't typically take place on the shallow parts of the fault; instead there is a far-field velocity gradient, perhaps creep on the ductile roots of a fault, or perhaps more distributed viscoelastic flow in the lower crust and upper mantle that causes the velocity gradient. During the coseismic period, which lasts for a few seconds at any given point on a fault, slip rates are localized on the fault and are up to a few m/s. The postseismic period can have a mixture of these behaviors, with afterslip being localized on the upper fault at mm to m/day rates, and distributed viscoelastic rebound in the lower crust and upper mantle (below the crust that slipped during the earthquake). Fault slip rates over earthquake cycle timescales are typically measured with geodesy, over seconds to years.\n",
"\n",
"The longest timescale is 'deep time', millions to hundres of millions of years. Over this timescale, the conditions causing faults to slip may change, as plate configurations change progressively (or abruptly), mountain ranges rise and fall and modify gravitational potential energy distributions as they do so. On a smaller spatial scale, fault networks can evolve, changing how regional strain is allocated onto individual structures. Fault slip rates during this timescale are typically in km/Myr (which equals mm/yr) and are generally measured by map or cross-section restoration of bedrock units that have been cut and offset by a fault, or by thermochronology, or in rare cases more arcane and imprecise techniques such as paleomagnetism. Rock units are dated through geochronology (ideally zircon U-Pb) or stratigraphic techniques (fossil assemblages, etc) and the ages may be quite precise and accurate, but are not always. Furthermore, it's often difficult to find units that are younger than the time faulting began and therefore are accurate records of the rate--the slip rate will be biased downwards if the units predate displacement substantially. Nonetheless, slip rates over the shorter end of this timescale (millions to a few tens of millions of years) often match geodetic rates well--within a factor of two or less--which I find absolutely shocking, and which demonstrates something profound about tectonics and orogenesis: Deformation systems (fault networks, etc.) configure themselves fairly rapidly to a fairly stable state, though they are fundamentally accommodating geometric change. There is a lot to this, surely involving major pre-existing and persistent differences in fault strength due to tectonic inheritance, but I am going to completely punt on this discussion for this blog post, as it's beside the point.\n",
"\n",
"There are two intermediate timescales that grade into each other, but are both essentially Quaternary. The shorter is paleoseismology, which usually involves trenching a fault scarp and characterizing individual earthquakes as recorded in the few meters of exposed strata (which are non-lithified deposits, soils and regolith). Strain here is localized on the fault, or pretty close to it; earthquakes that don't reach the surface are unfortunately invisible to paleoseismology. The main product of paleoseismology is the *timing* of earthquakes, though it may be possible to estimate the slip per event and therefore the magnitude of each event (with big errorbars) and the slip rate over the handful of visible earthquakes. Earthquake ages are bracketed by dating Quaternary deposits that are cut and not cut by the earthquake or by colluvial wedges against an old buried scarp that may be assumed to be coseismic. The actual dates are gotten through radiocarbon dating of organic material in the deposits. Slip rates from paleoseismology are mm/yr scale and the measured offsets are in meters. The timescales are from a few tens to a few tens of thousands of years. Most trenches have a single-digit number of earthquakes, commonly one to three. Slip rates from paleoseismology can change due to natural variability in the time between earthquakes (for whatever reason, internal or external to the fault), and from [censoring](https://en.wikipedia.org/wiki/Survival_analysis#Censoring) in the time series analysis, where we don't know the total length of time between the oldest dated unit in the trench and the last earthquake older than that, or between the last earthquake (or dated unit) and the next future earthquake. It's unclear why or how there would be major variations in something that we could call a secular slip rate (far-field displacement rate or fault loading) over the paleoseismological timescale (fault interaction perhaps), but we also don't know enough about it to rule anything out.\n",
"\n",
"The longer intermediate (Quaternary) timescale is the neotectonic scale. This is a thousand years to a few million years. Deformation measurements are typically taken from Quaternary geomorphic features (e.g. unconsolidated fluvial terraces or alluvial fans) that may not be indurated and incorporated into the bedrock sedimentary geologic record. The offset measurements are more or less similar to bedrock offsets: they are taken from correlated marker units cut by the fault, in map pattern or cross-section (or by field surveys with a compass and level, or from LiDAR, etc.). There can be a bit more ambiguity with the reconstructions and correlations across the fault, though--Quaternary fans and terraces don't always look very distinct from each other, and are often correlated based on relative position within each other or the degree of incision of the surface. These units are usually dated with cosmogenic nuclides (<sup>10</sup>Be, <sup>36</sup>Cl, etc.) which is straightforward in principle but the dates can be ugly, and issues such as erosion, cosmogenic nuclide inheritance, and multiple episodes of deposition within the upper few meters can be hard to deal with or even detect. Slip rate changes within the neotectonic timeframe may be influenced by earthquake cycle variability, fault interaction and changing boundary conditions, or other processes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The effects of earthquake recurrence variability\n",
"\n",
"It is clear from paleoseismology, the historical, (and in a few instances) instrumental seismological records that some variability exists in the time between earthquakes on a given fault section. This real variability is the *aleatoric uncertainty* in earthquake recurrence intervals, which I prefer to call the *natural variability*. There is also *epistemic uncertainty*, relating to the imprecision and inaccuracy in our earthquake inference techniques; these can be very large, particularly with paleoseismology, but also with historical seismology (especially the presence or absence of a given event in old writings).\n",
"\n",
"Both sorts of uncertainty can impact the estimated slip rate at a site. In this post, though, I'm going to focus on the natural variability's impact on slip rate estimates, and exclude the role of epistemic uncertainty.\n",
"\n",
"In this post, I will quantify the effects of the natural variability of earthquake slip and recurrence through Monte Carlo simulation. I will generate long sequences of earthquakes with different recurrence distributions and then take the estimated slip rate (measured offset / measured time) for different time windows, and look at how the variability in the estimated rates changes with increasing time window.\n",
"\n",
"This is all done in a Jupyter notebook running Python 3, using the numerical Python trifecta of `numpy`, `scipy`, and `matplotlib`. The notebook can be downloaded [here](https://gist.github.com/cossatot/af6ded75f403795ec79e7fb263ae87bc)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Notebook setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats as ss"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"SMALL_SIZE = 12\n",
"MEDIUM_SIZE = 16\n",
"BIGGER_SIZE = 20\n",
"\n",
"plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n",
"plt.rc('axes', titlesize=MEDIUM_SIZE) # fontsize of the axes title\n",
"plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n",
"plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
"plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
"plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n",
"plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(420)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Earthquake recurrence distributions\n",
"\n",
"It is obvious that earthquake recurrence intervals have some variation (i.e., they are not perfectly periodic). Nonetheless, the nature of this variation is subject to a bit of debate. There are a handful of candidate distributions that are primarily argued about by statistical seismologists. These distributions have their roots in a variety of sources (mostly from statistics and survival/reliability analysis, with one, the [Brownian Passage Time](http://www.bssaonline.org/content/92/6/2233.short), from seismology) but they all effectively correspond to three different behaviors: (Quasi-)periodic, Poissonian (i.e. 'random'), and clustered.\n",
"\n",
"Periodic earthquakes are those that occur with some regular recurrence interval. This basically means that the probability of an earthquake occurring varies with time since the last earthquake: it starts out at (or very close to) zero following the previous earthquake, and then climbs progressively to the modal rate, which is pretty close to the mean. The different distributions used to describe or model this behavior include the [lognormal](https://en.wikipedia.org/wiki/Log-normal_distribution), [Weibull](https://en.wikipedia.org/wiki/Weibull_distribution), [Gamma](https://en.wikipedia.org/wiki/Gamma_distribution), and Brownian Passage Time distributions, and they all are pretty similar over the central parts of the distribution (with some variation in important properties such as conditional earthquake rate far out on the right tails; see the B.P.T. paper by Matthews et al. linked above), and are statistically indistinguishable based on a few samples (i.e. one can't indentify which distribution based on a handful of earthquakes; again, see the Matthews paper linked above). Periodic earthquakes are *more regular than random*.\n",
"\n",
"Poissonian or 'random' earthquakes occur at some mean rate $\\mu$, but the probability of an earthquake occurring is constant through time (at $1/\\mu$), and doesn't depend on either the time since the last event or the duration of the previous (or subsequent) recurrence interval. Poissonian recurrence distributions are modeled with an [exponential distribution](https://en.wikipedia.org/wiki/Exponential_distribution) (it is the number of events in a given interval which lends the Poisson name, as this follows a [Poisson distribution](https://en.wikipedia.org/wiki/Poisson_distribution)).\n",
"\n",
"Clustered earthquakes occur closely spaced in time with big intervening gaps. This can be represented by a [hyperexponential distribution](https://en.wikipedia.org/wiki/Hyperexponential_distribution), or by some of the distributions from the periodic group with appropriate shape parameters, or other [fat-tailed distributions](https://en.wikipedia.org/wiki/Heavy-tailed_distribution). These distributions *have more closely-spaced clumps than random, with wider between-group separations than random*.\n",
"\n",
"\n",
"### Parameterizing earthquake periodicity or clustering\n",
"\n",
"The typical parameterization of earthquake periodicity or clustering is the Coefficient of Variation ($COV$), which is the standard deviation of the recurrence intervals divided by the mean recurrence interval:\n",
"\n",
"$$COV = \\sigma / \\mu$$\n",
"\n",
"The COV may be defined for either empirical or synthetic datasets that may not have a defined parametric distribution (e.g., lognormal) or for a distribution itself as long as $\\mu$ and $\\sigma$ can be defined. This makes it a convenient metric for evaluating earthquake spacing:\n",
"- Periodic earthquake distributions have a $COV < 1$, i.e. $\\sigma < \\mu$.\n",
"- Poissonian earthquake distribution have a $COV = 1$, i.e. $\\sigma = \\mu$.\n",
"- Clustered earthquake distributions have a $COV > 1$, i.e. $\\sigma > \\mu$.\n",
"\n",
"\n",
"### Earthquake recurrence interval autocorrelation (ignored...)\n",
"There is another important component to earthquake recurrence that we haven't talked about, which is the autocorrelation between recurrence intervals. This basically addresses whether a long recurrence interval is followed by another long interval or by a short interval. It is a really important and really interesting topic but there is basically zero written about it explicitly; I have done some preliminary quantification from a few study areas (see [this presentation](../../2017/08/puget-sound-statistical-paleoseismology-usgs-2017/) for a few slides on it). My intuition, as well as that of some top-notch seismologists I've chatted with, is that the autocorrelation or 'memory' of earthquake recurrence intervals is probably physically-based and may be the driver of clustering or anti-clustering behavior present in the above recurrence distributions. Nonetheless, the physical mechanisms responsible aren't yet identified and I will refrain from including this in our simulation here. What this means is that *any individual recurrence interval is independent on the previous or subsequent intervals*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sampling earthquakes from distributions\n",
"\n",
"OK, more code, less talk.\n",
"\n",
"I'm going to generate sample distributions with quasi-periodic, random, and clustered behavior. I'll use two distributions, the lognormal and exponential distribution. I'll have three parameterizations of the lognormal distribution representing all three of the recurrence behaviors, and one of the exponential which obviously represents random earthquake behavior.\n",
"\n",
"All of the distributions share a mean recurrence interval, $\\mu$=1000 years. The periodic distribution has $\\sigma$=500 years (COV=0.5), the clustered distribution has $\\sigma$=2000 years (COV=2), and the random distributions have $\\sigma$=1000 years (COV=1)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def lognormal_scale(arith_mean, arith_var):\n",
" return np.log(arith_mean / \n",
" np.sqrt(1 + arith_var / arith_mean**2))\n",
"\n",
"def lognormal_shape(arith_mean, arith_var):\n",
" return np.sqrt(np.log(1 + arith_var / arith_mean**2))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def lognormal(mean, std, n_eqs=0, return_pdf=False):\n",
" shape = lognormal_shape(mean, std**2)\n",
" scale = lognormal_scale(mean, std**2)\n",
" \n",
" _lognorm = ss.lognorm(shape,\n",
" scale=np.exp(scale))\n",
" \n",
" if return_pdf == True:\n",
" return _lognorm\n",
" else:\n",
" return _lognorm.rvs(n_eqs)\n",
"\n",
"\n",
"def exponential(mean, std, n_eqs=0, return_pdf=False):\n",
" if mean != std:\n",
" raise ValueError('mean and std must be equal!')\n",
" \n",
" _expon = ss.expon(scale = mean)\n",
" \n",
" if return_pdf == True:\n",
" return _expon\n",
" else:\n",
" return _expon.rvs(n_eqs)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"lgn_1000_500 = lognormal(1000, 500, return_pdf=True)\n",
"lgn_1000_1000 = lognormal(1000, 1000, return_pdf=True)\n",
"lgn_1000_2000 = lognormal(1000, 2000, return_pdf=True)\n",
"exp_1000 = exponential(1000, 1000, return_pdf=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a64d0b8>"
]
},
"metadata": {
"image/png": {
"height": 451,
"width": 642
}
},
"output_type": "display_data"
}
],
"source": [
"t = np.linspace(0,8000, 500)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.title('Earthquake recurrence distributions')\n",
"plt.plot(t, lgn_1000_500.pdf(t), label='logn, μ=1000, σ=500')\n",
"plt.plot(t, lgn_1000_1000.pdf(t), label='logn, μ=1000, σ=1000')\n",
"plt.plot(t, lgn_1000_2000.pdf(t), label='logn, μ=1000, σ=2000')\n",
"plt.plot(t, exp_1000.pdf(t), label='exp, μ=σ=1000')\n",
"\n",
"plt.legend(loc='best')\n",
"\n",
"plt.xlabel('recurrence interval (yr)')\n",
"plt.ylabel('probability')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 1:__ Recurrence distributions for our fault. All have a mean (μ) of 1,000 years; the standard deviation (σ) of the lognormal ('logn') distributions change, but for the exponential distribution ('exp') it is fixed, as for this distribution the mean has to equal the standard deviation.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Earthquake slip distributions\n",
"\n",
"Our analysis also requires generating displacements over each earthquake. These also have a lot of variability at the surface, both as measured in a paleoseismic trench, and along strike (or with depth) in an individual earthquake. This displacement is hard to ignore but I don't really want to focus on it now, so we will stick with a relatively regular distribution and use it for all events.\n",
"\n",
"We will use a longormal function with a mean of 1 m, and a standard deviation of 0.5 m:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1102fe208>"
]
},
"metadata": {
"image/png": {
"height": 288,
"width": 396
}
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.linspace(0, 5, num=500),\n",
" lognormal(1, 0.5, return_pdf=True).pdf(np.linspace(0,5,num=500)))\n",
"\n",
"plt.xlabel('Slip (m)')\n",
"plt.ylabel('probability')\n",
"\n",
"plt.title('Earthquake slip distribution')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 2__: Distribution of earthquake slip per event. This has a mean slip of 1 m, with a standard deviation of 0.5 m.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A mean slip of 1 m per event and a mean recurrence interval of 1000 years gives a mean slip rate of 1 mm/yr. These numbers are typical rate for a smaller continental fault. \n",
"\n",
"Also, please note that the values of 1 m/event, 1 kyr recurrence, and 1 mm/yr (i.e. m/kyr, i.e. 1 km/Myr) make it so that the rate variability we're interested in can easily be adjusted (normalized) for different systems, as will be discussed towards the end of the blog post.\n",
"\n",
"We're also going to make the assumption here that the slip in any earthquake is unrelated to the duration of the preceeding recurrence interval or the amount of slip in the previous event, i.e. the slip per event is statistically independent of any other variables. Though this goes against the intuition many of us have about the earthquake cycle (that strain accumulates through the interseismic period and then is released coseismically, resetting the cycle), I believe that it is consistent with what data exist on this topic, such as the datasets collected from the [central Appennines by Lucilla Benedetti and colleagues](http://onlinelibrary.wiley.com/doi/10.1002/jgrb.50299/full). But there could be a lot of variation between different systems, and some areas could show real dependence--I'm not a master of the literature on this, and would be happy to be shown some better data.\n",
"\n",
"Nonetheless, statistical independence of slip and recurrence interval is the easiest to model, and from a physical perspective, it only requires the earth to be able to store enough accumulated shear stress for a handful of earthquakes, and (probably?) variable friction at failure and/or arrest, given steady loading rates. I don't think any of these requirements are outside of the bounds of geophysical reasonability."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making slip histories\n",
"\n",
"In order to evaluate how changing the earthquake recurrence distributions can impact slip rate measurements, we will generate histories of earthquakes (with timing and slip) and then look at the rate over different time windows.\n",
"\n",
"We'll do this by generating the earthquakes and then making cumulative slip histories, which simulates a fault slipping seismically and displacement at the fault progressively increasing.\n",
"\n",
"We'll use a simulation length of 2 million years."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def sample_eq_displacements(mean, std, n_eqs):\n",
" return lognormal(mean, std, n_eqs)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"sim_years = int(2e6)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# This function makes a cumulative slip history given a recurrence mean,\n",
"# standard deviation, recurrence interval distribution, and simulation\n",
"# length.\n",
"\n",
"def make_cum_slip(rec_mean, rec_std, distribution, yrs=sim_years,\n",
" displacement_mean=1, displacement_std=0.5):\n",
" n_eqs = int(yrs / rec_mean) + 100\n",
" \n",
" eq_rec_times = np.int_(distribution(rec_mean, rec_std, n_eqs))\n",
" eq_dates = np.cumsum(eq_rec_times)\n",
" eq_dates = eq_dates[eq_dates < yrs]\n",
" n_eqs = len(eq_dates)\n",
" eq_rec_times = eq_rec_times[:n_eqs]\n",
" \n",
" eq_disps = sample_eq_displacements(displacement_mean,\n",
" displacement_std,\n",
" n_eqs)\n",
" \n",
" eq_slip = np.zeros(yrs)\n",
" \n",
" for i, yr in enumerate(eq_dates):\n",
" eq_slip[yr] = eq_disps[i]\n",
" \n",
" cum_slip = np.cumsum(eq_slip)\n",
" \n",
" return cum_slip"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Now the cumulative displacement histories are made.\n",
"# We make one 2-million-year history for each distribution.\n",
"\n",
"cum_disp_logn_1000_500 = make_cum_slip(1000, 500, lognormal)\n",
"cum_disp_logn_1000_1000 = make_cum_slip(1000, 1000, lognormal)\n",
"cum_disp_logn_1000_2000 = make_cum_slip(1000, 2000, lognormal)\n",
"cum_disp_exp_1000 = make_cum_slip(1000, 1000, exponential)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110d655f8>"
]
},
"metadata": {
"image/png": {
"height": 706,
"width": 743
}
},
"output_type": "display_data"
}
],
"source": [
"# This block of code plots the histories.\n",
"\n",
"f, (ax0, ax1) = plt.subplots(2,1, figsize=(12,12))\n",
"\n",
"# first 100,000 years\n",
"ax0.plot([0,1e5],[0,100],'k', lw=0.5)\n",
"\n",
"ax0.plot(cum_disp_logn_1000_500[:int(1e5)], label='logn, μ=1000, σ=500 (periodic)')\n",
"ax0.plot(cum_disp_logn_1000_1000[:int(1e5)], label='logn, μ=1000, σ=1000 (~random)')\n",
"ax0.plot(cum_disp_logn_1000_2000[:int(1e5)], label='logn, μ=1000, σ=2000 (clustered)')\n",
"ax0.plot(cum_disp_exp_1000[:int(1e5)], label='exp, μ=1000 (random)')\n",
"\n",
"ax0.legend(loc='upper left')\n",
"\n",
"ax0.set_xlabel('years')\n",
"ax0.set_ylabel('cumulative displacement (m)')\n",
"\n",
"# longer term\n",
"ax1.plot([0,1e6],[0,1000],'k', lw=0.5)\n",
"\n",
"ax1.plot(cum_disp_logn_1000_500[:int(2e6)], label='logn, μ=1000, σ=500 (periodic)')\n",
"ax1.plot(cum_disp_logn_1000_1000[:int(2e6)], label='logn, μ=1000, σ=1000 (~random)')\n",
"ax1.plot(cum_disp_logn_1000_2000[:int(2e6)], label='logn, μ=1000, σ=2000 (clustered)')\n",
"ax1.plot(cum_disp_exp_1000[:int(2e6)], label='exp, μ=1000 (random)')\n",
"\n",
"ax1.legend(loc='upper left')\n",
"\n",
"ax1.set_xlabel('years')\n",
"ax1.set_ylabel('cumulative displacement (m)')\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 3:__ Cumulative displacement histories for each of our distributions, and the mean line (at 1 mm/yr) shown as a thin black line. The data is the same in both plots, but the top plot zooms in on the first 100 thousand years. Notice how far the cumulative displacement can get from the mean line, especially for the clustered dataset.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's clear that though these timeseries all have the same long-term rate, they differ quite a bit in terms of the short-term behavior. In particular, the series with the lowest COV, the periodic lognormal with the COV=0.5, tracks most closely with the mean and keeps a pretty steady rate, while the non-periodic, non-clustered series (lognormal w/ COV-1 and exponential) have a bit more variance--they have bursts of short-term rate increases and then some slow intervals as well. The clustered series, in green, with a COV=2, ranges the farthest away from the mean rate, with a kind of ratchet effect--it climbs above the mean for tens of thousands of years, then has long quiescent episodes where it regresses to the mean.\n",
"\n",
"Let's look at the spacing of a handful of events from each series to see what that shows us."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110d3fe80>"
]
},
"metadata": {
"image/png": {
"height": 614,
"width": 495
}
},
"output_type": "display_data"
}
],
"source": [
"n_eqs = 15\n",
"\n",
"plt.figure(figsize=(8,10))\n",
"\n",
"plt.scatter(lognormal(1000, 500, n_eqs).cumsum(),\n",
" np.ones(n_eqs) * 3,\n",
" c='C0', label='logn, μ=1000, σ=n_eqs00 (periodic)')\n",
"\n",
"plt.scatter(lognormal(1000, 1000, n_eqs).cumsum(),\n",
" np.ones(n_eqs) * 2,\n",
" c='C1', label='logn, μ=1000, σ=1000 (~random)')\n",
"\n",
"plt.scatter(lognormal(1000, 2000, n_eqs).cumsum(),\n",
" np.ones(n_eqs) * 1,\n",
" c='C2', label='logn, μ=1000, σ=n_eqs00 (clustered)')\n",
"\n",
"plt.scatter(exponential(1000, 1000, n_eqs).cumsum(),\n",
" np.ones(n_eqs) * 0,\n",
" c='C3', label='exp, μ=σ=1000 (random)')\n",
"\n",
"plt.legend(loc='upper center')\n",
"\n",
"plt.ylim([-0.1,4])\n",
"plt.xlabel('years')\n",
"plt.title('Sample earthquake occurrence for {} events'.format(n_eqs))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 4:__ 15 earthquakes from each of the distributions considered.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's evident from Figure 4 that the periodic events (blue, COV=0.5) are fairly regularly spaced (though there is some variation), the 'random' (i.e. truly random, red, and non-periodic but non-clustered, orange) show some wider gaps than the blue sequence but have some pretty closely-spaced events, and the clustered events (green) show distinct groups that are very well separated. The apparent slip rate during these groups is quite a bit higher than during the gaps--this should yield a lot of variability in the slip rate over short timescales.\n",
"\n",
"Also, please note that the series stop after 15 events; the gaps at the end aren't real! Nonetheless, this shows the apparent variability in slip (i.e. event) rate given small numbers of earthquakes, even though these all have the same long-term occurrence rate. This is what we came here to analyze, so let's get with it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculating slip rates\n",
"\n",
"Now we want to calculate slip rates from the time series, over several different timescales or time windows. The rate $R$ is simple to calculate:\n",
"\n",
"$$R(D_1, D_2, t) = \\frac{D_1 - D_0}{t}$$\n",
"\n",
"where $D_1$ is the displacement at the end of the time window, $D_0$ is the displacement at the beginning of the time window, and $t$ is the length of the time window.\n",
"\n",
"Again, what we are really interested in is the *variation in apparent slip rates due to natural variability in earthquake recurrence intervals*. We already know the mean, the true slip rate, but what we want to know is how the stochasticity in the system will affect what we pull out of it, were we to measure only a short time relative to the whole series. In other words, *How long should we measure over in order to get a meaningful slip rate value?*\n",
"\n",
"In order to do this, we'll take the function $R(D_0, D_1, t)$ and slide it along the time series, calculating a slip rate for each window placement:\n",
"\n",
"```\n",
"1 2 3 4 5 6 7 8 9 10 (years)\n",
" * ** * ** * (eqs)\n",
" [----w1----]\n",
" [----w2----] (rates:\n",
" [----w3----] each is\n",
" [----w4----] different)\n",
"```\n",
"By doing this, we're calculating all possible slip rate estimates of a given window width over the time series. Once we're done, we'll look at the distribution of these.\n",
"\n",
"Also, please note something important that deals with censoring once again: The windows will only rarely both start and end at earthquakes. This means that there will be some incomplete earthquake cycles on one or both sides. This is easy to deal with in paleoseismologic estimates of recurrence intervals by removing (censoring) the truncated observations from the recurrence interval datasets, though it decreases the number of intervals available for analysis, which may or may not be problematic. However, it's very tough to deal with in neotectonics, where the windows are basically the time between fluvial deposition or incision events, which may be unrelated to the earthquakes themselves (especially for strike-slip events), and the paleoseismic history is probably unknown. Even if the earthquake sequence is known, one full event + inter-event time has to be removed from the dataset in order to not bias the mean. Does anyone do this?\n",
"\n",
"Therefore, by including the effects of the truncated intervals, we are more accurately representing the *estimated* slip rates as would be yielded by neotectonics and some paleoseismic investigations."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# This is the function to calculate the slip\n",
"# rates over the time series.\n",
"\n",
"def moving_average_rate(cum_disp, window, scale='mm/yr'):\n",
" rates = [(cum_disp[i+window] - cum_disp[i]) / window\n",
" for i in range(len(cum_disp) - window)]\n",
" \n",
" rates = np.array(rates)\n",
" \n",
" if scale == 'mm/yr':\n",
" rates *= 1000\n",
" elif scale == 'm/yr':\n",
" pass\n",
" \n",
" return rates\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's select the window size. The basics of sampling state that the more samples you have, the closer the samples approximate the distribution, which means that the longer the time window, the closer the estimated rate will be to the true rate. Therefore, we expect to see the most variation over short timescales, so we'll select a logarithmic spacing for the windows.\n",
"\n",
"The minimum window that we'll consider is 500 years, or 1/2 of the 'earthquake cycle' or the mean recurrence interval. On the high end, we have 100,000 years--this is long enough that things should start to converge towards the mean."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# calculate the windows.\n",
"\n",
"windows = np.logspace(np.log10(500),\n",
" np.log10(100000), 50, dtype='int')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll apply the moving average function to each of the cumulative displacement time series we calculated above. \n",
"\n",
"To do this, I'm using a [dictionary comprehension](https://www.python.org/dev/peps/pep-0274/) technique in Python, which will allow us to efficiently iterate over each of the windows, leaving the window length as the key to the dictionary, and the array of slip rate estimates as the value."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"logn_1000_500_rates = {w : moving_average_rate(cum_disp_logn_1000_500, w)\n",
" for w in windows}\n",
"\n",
"logn_1000_1000_rates = {w : moving_average_rate(cum_disp_logn_1000_1000, w)\n",
" for w in windows}\n",
"\n",
"logn_1000_2000_rates = {w : moving_average_rate(cum_disp_logn_1000_2000, w)\n",
" for w in windows}\n",
"\n",
"exp_1000_rates = {w : moving_average_rate(cum_disp_exp_1000, w)\n",
" for w in windows}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at some of the output of this (we will move on to better figures so don't worry if this figure is unclear; it's just to give an example of the data):"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a38289e10>"
]
},
"metadata": {
"image/png": {
"height": 505,
"width": 627
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,8))\n",
"for w in windows:\n",
" n_exps = len(exp_1000_rates[w][::10])\n",
" plt.plot(np.ones(n_exps) * w / 1000,\n",
" exp_1000_rates[w][::10],\n",
" 'r,')\n",
"\n",
" plt.gca().axhline(1, color='k', lw=0.5)\n",
"\n",
"plt.xlabel('window size (kyr)')\n",
"plt.ylabel('estimated slip rate (mm/yr)')\n",
"plt.title('Samples of variable slip rate from the exponential dist.')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 5__: Slip rate estimates from the exponential distribution.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Figure 5 shows a huge amount of scatter at short timescales, and decreasingly less scatter with more time. However, there is a ton of overplotting in the data. We're going to get a lot more out of looking at the aggregate statistics for each. I don't want to make the assumption that the data are normally distributed (I assume the opposite for short timescales in fact) so I will look at the percentages--specifically the outer quartiles, the 1st and 99th percentages (representing the total variation with slightly less noise than the min and max), and the inner quartiles, the 25th and 75th percentile and the median.\n",
"\n",
"To calculate these, we'll iterate through both the slip rate estimate arrays for each window size, and the percentiles, with some nested dictionary comprehensions."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"pctiles = [1, 25, 50, 75, 99]\n",
"\n",
"logn_1000_500_rate_quarts = {w: {p: ss.scoreatpercentile(\n",
" logn_1000_500_rates[w], p)\n",
" for p in pctiles}\n",
" for w in windows}\n",
"\n",
"logn_1000_1000_rate_quarts = {w: {p: ss.scoreatpercentile(\n",
" logn_1000_1000_rates[w], p)\n",
" for p in pctiles}\n",
" for w in windows}\n",
"\n",
"logn_1000_2000_rate_quarts = {w: {p: ss.scoreatpercentile(\n",
" logn_1000_2000_rates[w], p)\n",
" for p in pctiles}\n",
" for w in windows}\n",
"\n",
"exp_1000_rate_quarts = {w: {p: ss.scoreatpercentile(\n",
" exp_1000_rates[w], p)\n",
" for p in pctiles}\n",
" for w in windows}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll go through and make arrays of the percentiles at each window, which just makes it quicker to plot."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"logn_1000_500_rq_arrays = {p: np.array([logn_1000_500_rate_quarts[w][p]\n",
" for w in windows])\n",
" for p in pctiles}\n",
"\n",
"logn_1000_1000_rq_arrays = {p: np.array([logn_1000_1000_rate_quarts[w][p]\n",
" for w in windows])\n",
" for p in pctiles}\n",
"\n",
"logn_1000_2000_rq_arrays = {p: np.array([logn_1000_2000_rate_quarts[w][p]\n",
" for w in windows])\n",
" for p in pctiles}\n",
"\n",
"exp_1000_rq_arrays = {p: np.array([exp_1000_rate_quarts[w][p]\n",
" for w in windows])\n",
" for p in pctiles}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the results\n",
"\n",
"Finally, we can look at the results.\n",
"\n",
"First, though, a little something to help clarify and extend these observations. By dividing the window length by the mean recurrence interval, we can think of these results as varying by the number of mean earthquake cycles that have transpired."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"eq_cycles = windows / 1000"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a383bc208>"
]
},
"metadata": {
"image/png": {
"height": 723,
"width": 719
}
},
"output_type": "display_data"
}
],
"source": [
"f, (ax0, ax1) = plt.subplots(2, 1, figsize=(12,12),\n",
" sharex=True, sharey=True)\n",
"\n",
"ax0.axhline(1, color='k', lw=0.5)\n",
"\n",
"ax0.fill_between(eq_cycles, logn_1000_500_rq_arrays[1],\n",
" logn_1000_500_rq_arrays[99],\n",
" alpha=0.15, color='C0',\n",
" label='1-99th pctile')\n",
"ax0.fill_between(eq_cycles, logn_1000_500_rq_arrays[25],\n",
" logn_1000_500_rq_arrays[75],\n",
" alpha=0.5, color='C0',\n",
" label='25-75th pctile')\n",
"\n",
"\n",
"ax0.plot(eq_cycles, logn_1000_500_rq_arrays[50], 'C0-', label='median')\n",
"\n",
"ax0.set_ylabel('Estimated slip rate (mm/yr)')\n",
"ax0.legend(loc='upper right')\n",
"ax0.set_title('Lognormal, mean=1000yr, std=500yr')\n",
"\n",
"\n",
"\n",
"ax1.axhline(1, color='k', lw=0.5)\n",
"\n",
"ax1.fill_between(eq_cycles, exp_1000_rq_arrays[1],\n",
" exp_1000_rq_arrays[99],\n",
" alpha=0.15, color='C3',\n",
" label='1-99th pctile')\n",
"\n",
"ax1.fill_between(eq_cycles, exp_1000_rq_arrays[25],\n",
" exp_1000_rq_arrays[75],\n",
" alpha=0.5, color='C3',\n",
" label='25-75th pctile')\n",
"\n",
"\n",
"ax1.plot(eq_cycles, exp_1000_rq_arrays[50], 'C3-', label='median')\n",
"\n",
"ax1.legend(loc='upper right')\n",
"ax1.set_title('Exponential, mean=1000yr, std=1000yr')\n",
"\n",
"ax1.set_ylabel('Estimated slip rate (mm/yr)')\n",
"ax1.set_xlabel('Mean number of earthquakes (or thousand years of window length)')\n",
"#ax0.set_xscale('log')\n",
"#plt.xlim([0, 20])\n",
"ax0.set_ylim([0,5])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*__Figure 6:__ Outer and inner quartiles for the periodic (top) and exponential/random (bottom) distributions, as a function of the window length (expressed either in number of mean earthquake cycles, or in thousands of years given a 1 mm/yr slip rate).*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Figure 6 shows the results we've been desiring for two of the distributions (we'll compare to the others in a minute). We can see that the total variability of slip rate estimates decreases from an enormous range at a few thousand years to a more stable rate at a hundred thousand years. The total range, as estimated by the 1st and 99th percentiles, is within maybe 10% of the true rate for the periodic series after 100,000 years, and maybe 30% for the random time series after the same time interval. The inner quartiles are less than half of that, meaning that there is good clustering of the data around the median. The rates also appear slightly skewed towards the high end, but nothing major. This is an effect of including truncated observations, I believe.\n",
"\n",
"The data up to about 10,000 years have some interesting attributes. The first is that the higher end of the rates are really high, but the rest are lower than average. I think the low bias is also an effect of truncating the observations, by sometimes simply not having enough earthquakes within the window to get a meaningful average (the really high values are from when there is a big displacement from one or two earthquakes inside a very short window). The lowest estimates don't rise above zero for 5,000 years, simply due to there being a few inter-event times longer than this. This means that rarely, mid-Holocene units covering faults with 1 mm/yr slip rates and 1,000 year mean recurrence intervals (pretty dangerous from a hazard perspective) could show no offset and be considered 'inactive', if they're even detected. Ten cuidado."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We should look at all of the distributions, to compare. First, we'll make a plotting function to avoid retyping all of the plotting code (which is far more verbose than the analysis code to begin with). Then, we'll use said function."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Plotting function\n",
"\n",
"def plot_rate_quartiles(quarts=None, median=True, xlim=None, ylim=None,\n",
" log_x=False, log_y=False, fill_between=False,\n",
" mean=1, ax=None):\n",
" if mean is not False:\n",
" ax.axhline(mean, color='k', lw=0.5)\n",
" \n",
"\n",
" ax.plot(eq_cycles, logn_1000_500_rq_arrays[quarts[0]], color='C0')\n",
" ax.plot(eq_cycles, logn_1000_500_rq_arrays[quarts[1]], color='C0',\n",
" label='logn, μ=1000, σ=500')\n",
"\n",
" ax.plot(eq_cycles, logn_1000_1000_rq_arrays[quarts[0]], color='C1')\n",
" ax.plot(eq_cycles, logn_1000_1000_rq_arrays[quarts[1]], color='C1',\n",
" label='logn, μ=1000, σ=1000')\n",
"\n",
" ax.plot(eq_cycles, logn_1000_2000_rq_arrays[quarts[0]], color='C2')\n",
" ax.plot(eq_cycles, logn_1000_2000_rq_arrays[quarts[1]], color='C2',\n",
" label='logn, μ=1000, σ=2000')\n",
"\n",
" ax.plot(eq_cycles, exp_1000_rq_arrays[quarts[0]], color='C3')\n",
" ax.plot(eq_cycles, exp_1000_rq_arrays[quarts[1]], color='C3',\n",
" label='exp, μ=σ=1000')\n",
" \n",
" if median is True:\n",
" ax.plot(eq_cycles, logn_1000_500_rq_arrays[50], 'C0--')\n",
" ax.plot(eq_cycles, logn_1000_1000_rq_arrays[50], 'C1--')\n",
" ax.plot(eq_cycles, logn_1000_2000_rq_arrays[50], 'C2--')\n",
" ax.plot(eq_cycles, exp_1000_rq_arrays[50], 'C3--')\n",
" \n",
" if xlim is not None:\n",
" ax.set_xlim(xlim)\n",
" \n",
" if ylim is not None:\n",
" ax.set_ylim(ylim)\n",
" \n",
" if log_x is True:\n",
" ax.set_xscale('log')\n",
" \n",
" if log_y is True:\n",
" ax.set_yscale('log')\n",
" \n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
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