{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ENV/ATM 415: Climate Laboratory\n", "\n", "[Brian E. J. Rose](http://www.atmos.albany.edu/facstaff/brose/index.html), University at Albany\n", "\n", "# Lecture 14: Orbital variations, insolation, and the ice ages" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Contents\n", "\n", "1. [The ice ages](#section1)\n", "2. [Introducing the astronomical theory of the ice ages](#section2)\n", "3. [Ellipses and orbits](#section3)\n", "4. [Past orbital variations](#section4)\n", "5. [Using `climlab` to calculate insolation for arbitrary orbital parameters](#section5)\n", "6. [Past changes in insolation: investigating the Milankovitch hypothesis](#section6)\n", "7. [Understanding the effects of orbital variations on insolation](#section7)\n", "8. [Summary](#section8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 1. The ice ages\n", "____________\n", "\n", "Recent Earth history (past few million years) has been dominated by the repeated growth and retreat of large continental ice sheets, mostly over the land masses of the Northern Hemisphere." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Extent of glaciation\n", "\n", "The images below show typical maximum extents of the ice sheets during recent glaciations (grey) compared with present-day ice sheets (black)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Ice Age North](http://upload.wikimedia.org/wikipedia/commons/thumb/e/ef/Iceage_north-intergl_glac_hg.png/480px-Iceage_north-intergl_glac_hg.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Ice Age South](http://upload.wikimedia.org/wikipedia/commons/thumb/4/44/Iceage_south-intergl_glac_hg.png/480px-Iceage_south-intergl_glac_hg.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "> Hannes Grobe/AWI, http://commons.wikimedia.org/wiki/File:Iceage_north-intergl_glac_hg.png" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "### Pacing of ice ages: evidence from ocean sediments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure below shows a global record of **oxygen isotopes** recorded in the shells of marine organisms. This record tells us primarily about variations in **global ice volume** -- because the net evaporation of water from the oceans to build up the ice sheets leaves the oceans enriched in heavier isotopes.\n", "\n", "The x axis is plotted in **Thousands of years before present** (present-day is at zero on the left).\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![benthic deltaO18 stack](http://www.atmos.albany.edu/facstaff/brose/classes/ENV415_Spring2018/images/Lisiecki_Raymo_Fig.4top.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Lisiecki, L. E. and Raymo, M. E. (2005). A Pliocene-Pleistocene stack of 57 globally distributed benthic δ18O records. Paleoceanog., 20." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The ice ages (times of extensive glaciation and high ocean $\\delta^{18}$O) do not seem to be random fluctations. They have come and gone (approximately) periodically, somewhat like the seasons." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Spectral analysis** of such records reveals peaks at some special frequencies:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Imbrie, J. and Imbrie, K. P. (1986). Ice Ages: Solving the Mystery. Harvard University Press, Cambridge, Massachusetts." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The peaks noted on this figure are special because they correspond to frequencies of variations in Earth's orbital parameters, as we will see.\n", "\n", "These kind of results became available in the 1970’s for the first time, because ocean sediment cores allowed a sufficiently detailed look into the past to use time series analysis methods on them, e.g. to compute spectra.\n", "\n", "The presence of peaks in the spectrum at orbital frequencies was seen as convincing evidence that the so-called **astronomical theory of the ice ages** was (at least partially) correct.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 2. Introducing the astronomical theory of the ice ages\n", "____________\n", "\n", "The **Astronomical Theory** of climate and the ice ages looks to the **regular, predictable variations in the Earth's orbit around the Sun** as the driving force for the growth and melt of the great ice sheets. Such theories have been discussed since long before there was any evidence about the timing of past glaciations." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Last time we saw that insolation is NOT perfectly symmetrically distributed between the two hemispheres and seasons. \n", "\n", "To refresh our memory, let's use \n", "```\n", "climlab.solar.insolation.daily_insolation()\n", "```\n", "to compare the maximum insolation received at the North Pole (at its summer solstice) and the South Pole (at its summer solstice)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from climlab import constants as const\n", "from climlab.solar.insolation import daily_insolation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Daily average insolation at summer solstice:\n", "North Pole: 525.31 W/m2.\n", "South Pole: 562.03 W/m2.\n" ] } ], "source": [ "days = np.linspace(0, const.days_per_year, 365 )\n", "Qnorth = daily_insolation(90,days)\n", "Qsouth = daily_insolation(-90,days)\n", "print( 'Daily average insolation at summer solstice:')\n", "print( 'North Pole: %0.2f W/m2.' %np.max(Qnorth))\n", "print( 'South Pole: %0.2f W/m2.' %np.max(Qsouth))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These asymmetries arise because of the detailed shape of the orbit of the Earth around the Sun and the tilt of the Earth's axis of rotation.\n", "\n", "As these orbitals details change over time, there are significant changes in the distribution of sunlight over the seasons and latitudes." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The Milankovitch hypothesis\n", "\n", "Version of the astronomical theory have been debated for at least 150 years.\n", "\n", "The most popular flavor has been the so-called **Milankovitch hypothesis**:\n", "\n", "> Ice sheets grow during periods of *weak summer insolation* in the Northern high latitudes." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "The idea is that for an ice sheet to grow, seasonal snow must survive through the summer. Milankovitch therefore focussed on the factors determining the climatic conditions during **summer**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 3. Ellipses and orbits\n", "____________\n", "\n", "First, watch this neat animation from [Peter Huybers](http://www.people.fas.harvard.edu/~phuybers) (Harvard University):\n", "\n", "http://www.people.fas.harvard.edu/~phuybers/Inso/Orbit.mv4\n", "\n", "Watch carefully and note the three ways that the orbit is varying simultaneously." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "From Professor Huybers' web page:\n", ">A movie depicting Earth's changing orbit over the last 100Ky. The orientation is such that spring equinox (indicated by a vertical bar) is directly to the front with the sun behind it. Northern Hemisphere summer is to our right, and Northern Hemisphere winter is to the left. The apsidal (dashed) line connects perihelion (Earth's closest approach to the sun) to aphelion (the point when Earth is furthest from the sun). The rotaion of the apsidal line occurs because of the precession of the equinoxes and has a roughly twenty-two thousand year period. The semi-circle around the Earth indicates the location of the equator and the straight line is the polar axis. Obliquity is defined as the angle beetween the orbital and equatorial planes. The variations in Earth's obliquity and the eccentricity of Earth's orbit have both been increased in magnitude by a factor of ten. Also, the Earth's angular velocity has been decreased by a factor of five thousand. Note that Earth's angular velocity is slowest at aphelion and fastest at perihelion. \n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The Earth’s orbit around the Sun traces out an **ellipse**, with the Sun at one focal point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Imbrie, J. and Imbrie, K. P. (1986). Ice Ages: Solving the Mystery. Harvard University Press, Cambridge, Massachusetts." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### How to draw an ellipse\n", "\n", "1. Take any two points on a plane\n", "2. Attach the two ends of a piece of string to the two points. \n", "3. Pull the loose string out as far as it will go in any direction, and place a pencil mark at that point.\n", "4. Do the same for every possible direction.\n", "5. Congratulations, you have just drawn a perfect ellipse. The two points are called **foci** or focal points." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Keep this in mind, and you will always understand the **mathematical definition of an ellipse**:\n", "\n", "> An ellipse is a curve that is the locus of all points in the plane the sum of whose distances from two fixed points (the foci) is a positive constant.\n", "\n", "In our case, the positive constant is the total length of the string." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Perihelion and Aphelion\n", "\n", "The point in the orbit that is **closest to the sun** is called **Perihelion**.\n", "The farthest point is called **Aphelion**.\n", "\n", "Distances (present-day): \n", "\n", "- Perihelion, $ d_p = 1.47 \\times 10^{11}$ m\n", "- Aphelion, $ d_a = 1.52 \\times 10^{11}$ m" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Eccentricity\n", "\n", "The eccentricity of the orbit is defined as\n", "$$ e = \\frac{d_a-d_p}{d_a+d_p} $$\n", "\n", "So for present-day values, $e = 0.017 = 1.7\\%$\n", "\n", "Earth’s orbit is nearly circular, but not quite! \n", "\n", "(What value of $e$ would a purely circular orbit have?)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "As the Earth travels around its orbit, the **distance to the sun varies**. The energy flux (W m$^{-2}$) is larger when the Earth is closer to the sun (i.e. near perihelion).\n", "\n", "At present, perihelion occurs on January 3. This is very close to the Northern Hemisphere winter solstice (Dec. 21)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**The Earth actually receives MORE total sunlight during Northern Winter than during Northern Summer.**\n", "\n", "It is thus critical to understand the relative timing of our seasons (which are determined by the axial tilt or obliquity) and the perehelion." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Obliquity\n", "\n", "The obliquity $\\Phi$ is the **tilt of the Earth’s axis of rotation with respect to a line normal to the plane of the Earth’s orbit around the Sun.** \n", "\n", "Currently $\\Phi = 23.5^\\circ$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Obliquity is the fundamental reason we have seasons, and would have seasons even with a perfectly circular orbit ($e=0$)\n", "\n", "Higher obliquity means:\n", "\n", "- more summertime insolation at the poles\n", "- less wintertime insolation in mid-latitudes" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Longitude of perihelion and precession of the equinoxes\n", "\n", "The **longitude of perihelion** is defined as the angle $\\Lambda$ between the Earth-Sun line at vernal equinox and the line from the Sun to perihelion (see sketch).\n", "\n", "The current value is $\\Lambda = 281^\\circ$ (perihelion on January 3, shortly after NH winter solstice).\n", "\n", "We call the gradual change over time of the longitude of perihelion the **precession of the equinoxes** (or just precession). It is the **gradual change in the time of year at which the Earth is closest to the Sun**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Question\n", "\n", "Can there be any precession for a planet with a *perfectly circular* orbit (zero eccentricity)?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It is important to understand that eccentricity modulates the precession. *Highly eccentric orbits lead to larger differences in the seasonal distribution of insolation.* \n", "\n", "We quantify this with the **precessional parameter**\n", "\n", "$$ e \\sin \\Lambda $$\n", "\n", "Large positive precessional parameter = Excess insolation during summer in the northern hemisphere." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The three orbital parameters\n", "\n", "We have just identified three parameters that control the seasonal and latitudinal distribution of insolation: $e, \\Lambda, \\Phi$\n", "\n", "All three vary in predictable ways over time. They have been calculated very accurately from astronomical considerations (basically the gravity of the Earth, Sun, moon, and other solar system objects).\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 4. Past orbital variations\n", "____________\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "There are tools in `climlab` to look up orbital parameters for Earth over the last 5 million years.\n", "\n", "We will use the package\n", "```\n", "climlab.solar.orbital\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from climlab.solar.orbital import OrbitalTable" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Make reference plots of the variation in the three orbital parameter over the last 1 million years" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading Berger and Loutre (1991) orbital parameter data from file /Users/br546577/anaconda3/lib/python3.6/site-packages/climlab/solar/orbit91\n" ] } ], "source": [ "kyears = np.arange( -1000., 1.)\n", "table = OrbitalTable()\n", "orb = table.lookup_parameters( kyears )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The object called \n", "```\n", "orb\n", "```\n", "is a Python dictionary which now holds 1 million years worth of orbital data, total of 1001 data points for each element: \n", "\n", "- eccentricity `ecc`\n", "- obliquity angle `obliquity`\n", "- solar longitude of perihelion `long_peri`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'ecc': array([ 0.035765, 0.036953, 0.038114, ..., 0.018024, 0.017644,\n", " 0.017236]), 'long_peri': array([ 122.46, 138.29, 154.17, ..., 247.23, 264.26, 281.37]), 'obliquity': array([ 23.778, 23.835, 23.877, ..., 23.697, 23.573, 23.446])}\n", "(1001,) (1001,) (1001,)\n" ] } ], "source": [ "print(orb)\n", "print(np.shape( orb['ecc'] ), np.shape( orb['long_peri'] ), np.shape( orb['obliquity'] ))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Obliquity (axial tilt) $\\\\Phi$')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Lo+9UemRJ5MyFTiwzmLA31g7be48zyXt7zzYSHujHGgcPy5mOn9nENYVJ7D3b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\n1VAtIOdhs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Vh6ICL8yeWnLPQ0FhwytjqcyltJa14FPgB86MWn4KrnrPEsJNsBi3BmOo+q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\n6sNhFfhV06UftoIOjPCFaNNAh78tFfdw4boejfcZCFuyfoWBKriqdXgx8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10AACAASURB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Es+XpbKCGHWzatFoiZuOaB4J63ihLgh87hUNjBeTKtZYJlgD8TmwXrLUvCFrvA4tVpS7EcqEN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\ngt8c0K2jqFj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure( figsize = (8,8) )\n", "ax1 = fig.add_subplot(3,1,1)\n", "ax1.plot( kyears, orb['ecc'] )\n", "ax1.set_title('Eccentricity $e$', fontsize=18 )\n", "ax2 = fig.add_subplot(3,1,3)\n", "ax2.plot( kyears, orb['ecc'] * np.sin( np.deg2rad( orb['long_peri'] ) ) )\n", "ax2.set_title('Precessional parameter $e \\sin(\\Lambda)$', fontsize=18 )\n", "ax2.set_xlabel( 'Thousands of years before present', fontsize=14 )\n", "ax3 = fig.add_subplot(3,1,2)\n", "ax3.plot( kyears, orb['obliquity'] )\n", "ax3.set_title('Obliquity (axial tilt) $\\Phi$', fontsize=18 )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Timescales of orbital variation:\n", "\n", "- Eccentricity varies slowly between nearly circular and slightly eccentric, with dominant periodicities of about 100 and 400 kyear. Current eccentricity is relatively small compared to previous few million years\n", "- Longitude of perihelion has a period around 20 kyears, but effect is modulated by slow eccentricity variations. Precessional cycles are predicted to be small for the coming 50 kyears because of weak eccentricity.\n", "- Obliquity varies between about 22.5º and 24.5º over a period of 40 kyears. It is currently near the middle of its range.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 5. Using `climlab` to calculate insolation for arbitrary orbital parameters\n", "____________\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We can use the function \n", "```\n", "climlab.solar.insolation.daily_insolation()\n", "```\n", "to calculate insolation for any arbitrary orbital parameters.\n", "\n", "We just need to pass a dictionary of orbital parameters. The format of this dictionary should be the same as was produced above by \n", "```\n", "OrbitalTable.lookup_parameters()\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### An example: zero obliquity\n", "\n", "Calculate the insolation at the **North Pole** for a planet with **zero obliquity** and **zero eccentricity**." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from climlab.solar.insolation import daily_insolation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "thisorb = {'ecc':0., 'obliquity':0., 'long_peri':0.}" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "days = np.linspace(1.,20.)/20 * const.days_per_year\n", "daily_insolation(90, days, thisorb)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Compare this with the same calculation for default (present-day) orbital parameters:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. ,\n", " 0. , 18.86214697, 85.00612352, 149.06416099,\n", " 210.14318852, 267.43771123, 320.2345592 , 367.91459762,\n", " 409.95198005, 445.91155305, 475.44500661, 498.28632029,\n", " 514.24699096, 523.21145124, 525.13300552, 520.03052731,\n", " 507.9860795 , 489.14354007, 463.70823983, 431.94754511,\n", " 394.19224658, 350.83854561, 302.35036042, 249.26160895,\n", " 192.17806354, 131.7783206 , 68.81338909, 4.10438408,\n", " 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. ,\n", " 0. , 0. ])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_insolation(90, days)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do you understand what's going on here?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 6. Past changes in insolation: investigating the Milankovitch hypothesis\n", "____________\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The **Last Glacial Maximum** or \"LGM\" occurred around 23,000 years before present, when the ice sheets were at their greatest extent. \n", "\n", "By 10,000 years ago, the ice sheets were mostly gone and the last ice age was over. \n", "\n", "If the **Milankovitch hypothesis** is correct, we should that **summer insolation in the high northern latitudes** increased substantially after the LGM.\n", "\n", "The classical way to plot this is the look at **insolation at summer solstice at 65ºN**. Let's plot this for the last 100,000 years." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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N5blhcdUBfOqyCjKS4vm3Zw6F5XyG0FDfNUhFQbqjcarpWFaQTnPvMMNj0ZFm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\nVaWx38d7l8TWBDk3YGZST8G6siy6vGO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot summer solstice insolation at 65ºN\n", "years = np.linspace(-100, 0, 101) # last 100 kyr\n", "thisorb = table.lookup_parameters( years )\n", "S65 = daily_insolation( 65, 172, thisorb )\n", "fig, ax = plt.subplots()\n", "ax.plot(years, S65)\n", "ax.set_xlabel('Thousands of years before present')\n", "ax.set_ylabel('W/m2')\n", "ax.set_title('Summer solstice insolation at 65N')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Indeed, there was an increase of 60 W m$^{-2}$ over a 10 kyr interval following the LGM.\n", "\n", "Why?\n", "\n", "What orbital factors favor high insolation at 65ºN at summer solstice?\n", "\n", "- high obliquity\n", "- large, positive precessional parameter" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Looking back at our plots of the orbital parameters, it turns out that both were optimal around 10,000 years ago.\n", "\n", "Actually 10,000 years ago the climate was slightly warmer than today and the ice sheets had mostly disappeared already. \n", "\n", "The LGM occurred near a minimum in summer insolation in the north – mostly due to obliquity reaching a minimum, since we have been in a period of weak precession due to the nearly circular orbit. So this is consistent with the orbital theory.\n", "\n", "The hypothesis is incomplete, but compelling." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Comparing insolation at 10 kyr and 23 kyr" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lat = np.linspace(-90, 90, 181)\n", "days = np.linspace(1.,50.)/50 * const.days_per_year\n", "\n", "orb_0 = table.lookup_parameters( 0 ) # present-day orbital parameters\n", "orb_10 = table.lookup_parameters( -10 ) # orbital parameters for 10 kyrs before present\n", "orb_23 = table.lookup_parameters( -23 ) # 23 kyrs before present\n", "Q_0 = daily_insolation( lat, days, orb_0 ) \n", "Q_10 = daily_insolation( lat, days, orb_10 ) # insolation arrays for each of the three sets of orbital parameters\n", "Q_23 = daily_insolation( lat, days, orb_23 )" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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8AJRUVzf5mqA4GAubxE7RcJzNVLi2iR2AANFxdnHTNn4YCY6s2OUVB3HO/jjs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\no6fX4qHSI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NjKqHK8RVGsEEXxZP+/W4CzQDBwC7C+f9h6YOXIWGgemUxgUUYMR85eorXD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\ntgDWFtKZCfQ1X8cDG0094dimwbSGVbuabRNnvrYDi822eg+4xix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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure( figsize=(12,6) )\n", "\n", "\n", "ax1 = fig.add_subplot(1,2,1)\n", "Qdiff = Q_10 - Q_23\n", "CS1 = ax1.contour( days, lat, Qdiff, levels = np.arange(-100., 100., 10.) )\n", "ax1.clabel(CS1, CS1.levels, inline=True, fmt='%r', fontsize=10)\n", "ax1.set_xlabel('Days since January 1', fontsize=16 )\n", "ax1.set_ylabel('Latitude', fontsize=16 )\n", "ax1.set_title('Insolation differences: 10 kyrs - 23 kyrs', fontsize=18 )\n", "\n", "ax2 = fig.add_subplot(1,2,2)\n", "ax2.plot( np.mean( Qdiff, axis=1 ), lat )\n", "ax2.set_xlabel('W m$^{-2}$', fontsize=16 )\n", "ax2.set_ylabel( 'Latitude', fontsize=16 )\n", "ax2.set_title(' Annual mean differences', fontsize=18 )\n", "ax2.set_ylim((-90,90))\n", "ax2.grid()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "This figure shows that the **insolation at summer solstice** does not tell the whole story!\n", "\n", "For example, the insolation in **late summer / early fall** apparently got weaker between 23 and 10 kyr (in the high northern latitudes)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The annual mean plot is perfectly symmetric about the equator.\n", "\n", "This actually shows a classic obliquity signal: at 10 kyrs, the axis close to its maximum tilt, around 24.2º. At 23 kyrs, the tilt was much weaker, only about 22.7º. In the annual mean, a stronger tilt means more sunlight to the poles and less to the equator. This is very helpful if you are trying to melt an ice sheet." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Finally, take the **global average** of the difference:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00651043078327\n" ] } ], "source": [ "print( np.average(np.mean(Qdiff,axis=1), weights=np.cos(np.deg2rad(lat))) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference is tiny (and due to very small changes in the eccentricity). \n", "\n", "**Ice ages are driven by seasonal and latitudinal redistributions of solar energy**, NOT by changes in the total global amount of solar energy!\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 7. Understanding the effects of orbital variations on insolation\n", "____________" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We are going to create a figure showing past time variations in three quantities:\n", "\n", "1. Global, annual mean insolation\n", "2. Annual mean insolation at high northern latitudes\n", "3. Summer solstice insolation at high northern latitudes\n", "\n", "which we will compare to the orbital variations we plotted earlier." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Create a large array of insolation over the whole globe, whole year, and for every set of orbital parameters." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(91, 365, 1001)\n" ] } ], "source": [ "lat = np.linspace(-90, 90, 91)\n", "num = 365\n", "days = np.linspace(1.,num,num)/num * const.days_per_year\n", "Q = daily_insolation(lat, days, orb)\n", "print( Q.shape)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(91, 1001)\n", "(1001,)\n" ] } ], "source": [ "Qann = np.mean(Q, axis=1) # time average over the year\n", "print( Qann.shape)\n", "Qglobal = np.empty_like( kyears )\n", "for n in range( kyears.size ): # global area-weighted average\n", " Qglobal[n] = np.average( Qann[:,n], weights=np.cos(np.deg2rad(lat)))\n", "print( Qglobal.shape)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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AyyLyZ6wU/k6sVthPYJ1zrwAYY54XkT9gTYWTLiJP8sa0PUNYo0NP5WmsblgPisgP7f1c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L0mt8l/qViEnbVGnIjjF0wpxRsDVuyqK+S1Nf2BjaVQSsX47fmxtPfxxsAc7v/2MbRdm8Hbd1Ti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\n2SYim0XkX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wetUJ4nKcKbXHzA/P1v93gppdagVykvFpEpKffsb9sFIJoSMy4H0HlORvMd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\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LPN2Tmr+XjQ5Tz5UxhtoyemgBYGNfHo5txe7BuvjeovfoDj2tdduqjytuO6ENe2J/HsAb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (16,10))\n", "ax = []\n", "for n in range(6):\n", " ax.append(fig.add_subplot(3,2,n+1))\n", "\n", "ax[0].plot( kyears, orb['ecc'] )\n", "ax[0].set_title('Eccentricity $e$', fontsize=18 )\n", "ax[2].plot( kyears, orb['obliquity'] )\n", "ax[2].set_title('Obliquity (axial tilt) $\\Phi$', fontsize=18 )\n", "ax[4].plot( kyears, orb['ecc'] * np.sin( np.deg2rad( orb['long_peri'] ) ) )\n", "ax[4].set_title('Precessional parameter $e \\sin(\\Lambda)$', fontsize=18 )\n", "\n", "ax[1].plot( kyears, Qglobal )\n", "ax[1].set_title('Global, annual mean insolation', fontsize=18 )\n", "ax[1].ticklabel_format( useOffset=False )\n", "\n", "ax[3].plot( kyears, Qann[80,:] )\n", "ax[3].set_title('Annual mean insolation at 70N', fontsize=18 )\n", "\n", "ax[5].plot( kyears, Q[80,170,:] )\n", "ax[5].set_title('Summer solstice insolation at 70N', fontsize=18 )\n", "\n", "for n in range(6):\n", " ax[n].grid()\n", "for n in [4,5]:\n", " ax[n].set_xlabel( 'Thousands of years before present', fontsize=14 )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We see that\n", "\n", "1. **Global annual mean** insolation **varies only with eccentricity** (slow), and the variations are **very small**!\n", "2. **Annual mean** insolation **varies with obliquity** (medium). Annual mean insolation does NOT depend on precession!\n", "3. Summer solstice insolation at high northern latitudes is affected by both precession and obliquity. The variations are large." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 8. Summary\n", "____________" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- The annual, global mean insolation varies only as a result of eccentricity $e$. The changes are very small (about 0.1 % through a typical eccentricity cycle from more circular to more elliptical)\n", "- Obliquity controls the annual-mean equator-to-pole insolation gradient.\n", "- The precessional parameter $e \\sin⁡\\Lambda$ controls the modulation in seasonal insolation due to eccentricity and longitude of perihelion $\\Lambda$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- The combined effects can result in 15% changes in high-latitude summer insolation\n", "- Obliquity combined with eccentricity and longitude of perihelion control the amplitude of seasonal insolation variations at a point.\n", "- Combined effects of the three orbital parameters can cause variations in seasonal insolation as large as 30% in high latitudes." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "These geometrical considerations tell us that **seasonal variations in $Q$ can be rather large**, and will surely impact the climate. But to go from there to understanding how large ice sheets come and go is a difficult step, and requires climate models!\n", "\n", "One thing is clear: any serious astronomical theory of climate needs to take account of the climate response to seasonal variations in Q, because these are much larger than the variations in annual mean insolation.\n" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }