{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining a new LCA - power series calculations\n",
    "\n",
    "We can approximate the solution our technosphere system as: \n",
    "\n",
    "$$(I - A)^{-1}f \\approx If + \\sum_{i} A^{i}f$$ \n",
    "\n",
    "Where *i* is suitably large number, perhaps 10 or 20. Basically, each time you raise **A** to another power, you go one more level deep in the supply chain. The power series expansion is only an exact solution when *i* goes to infinity. This is actually quite easy to understand; here are some citations:\n",
    "\n",
    "* [Power series expansion and structural analysis for life cycle assessment](http://link.springer.com/article/10.1065%2Flca2007.08.360)\n",
    "* [Efficient algorithms for Life Cycle Assessment, Input-Output Analysis, and Monte-Carlo Analysis](http://link.springer.com/article/10.1065%2Flca2006.06.254)\n",
    "\n",
    "To write an LCA that uses power series expansion, we first need to handle the fact that our technosphere matrix **A** is actually already (**I** - **A**). However, this is easy to fix, as:\n",
    "\n",
    "$$A = I - (I - A)$$\n",
    "\n",
    "In this code, we check that each dataset is already scaled to produce one unit of output, i.e. the diagonal of **A** is filled only with ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: bad escape \\s\n"
     ]
    }
   ],
   "source": [
    "from brightway2 import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if \"BW2 introduction\" not in projects:\n",
    "        raise ValueError(\"Must have run introductory notebook already!\")\n",
    "\n",
    "projects.current = \"BW2 introduction\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy import sparse\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "class PowerSeriesLCA(LCA):\n",
    "    def solve_linear_system(self, iterations=20):\n",
    "        count = self.technosphere_matrix.shape[0]\n",
    "        self.ps_technosphere = sparse.identity(count) - self.technosphere_matrix\n",
    "        self.ps_current = sparse.identity(count)\n",
    "        self.ps_exponent = 0\n",
    "        self.supply_array = self.ps_current * self.demand_array\n",
    "        while self.ps_exponent < iterations:\n",
    "            self.power_series_iteration()\n",
    "        return self.supply_array\n",
    "\n",
    "    def rescale(self):\n",
    "        for x in range(self.technosphere_matrix.shape[0]):\n",
    "            if self.technosphere_matrix[x, x] != 1:\n",
    "                self.technosphere_matrix[x, :] *= 1 / self.technosphere_matrix[x, x]\n",
    "        \n",
    "    def power_series_iteration(self):\n",
    "        self.ps_current = self.ps_current * self.ps_technosphere\n",
    "        # Drop NaN and small values to avoid floating point errors \n",
    "        nan_mask = np.isnan(self.ps_current.data)\n",
    "        too_small_mask = self.ps_current.data < 1e-100\n",
    "        self.ps_current.data[nan_mask + too_small_mask] = 0\n",
    "        self.supply_array += self.ps_current * self.demand_array\n",
    "        self.ps_exponent += 1\n",
    "\n",
    "    def calculate_inventory(self):\n",
    "        count = self.technosphere_matrix.shape[0]\n",
    "        self.inventory = self.biosphere_matrix * \\\n",
    "            sparse.spdiags([self.supply_array], [0], count, count)\n",
    "\n",
    "    def lci(self):\n",
    "        \"\"\"Instead of doing ``.lci()``, we will need to do the following:\n",
    "    \n",
    "        .lci()  # Loads data, builds demand array\n",
    "        .solve_linear_system(iterations)\n",
    "        .calculate_inventory()\n",
    "    \n",
    "        \"\"\"\n",
    "        self.load_lci_data()\n",
    "        self.build_demand_array() \n",
    "        self.rescale()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'_71 Motor vehicles and trailers, EU27' (EUR2003, GLO, ['Input Output', 'EU27 2003']): 1},\n",
       " ('ReCiPe Midpoint (E)', 'particulate matter formation', 'PMFP'))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "functional_unit = {Database(\"forwast\").random(): 1}\n",
    "method = methods.random()\n",
    "functional_unit, method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.0005258338313922619"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps = PowerSeriesLCA(functional_unit, method)\n",
    "ps.lci()\n",
    "# Score up to 5 supply chain levels\n",
    "ps.solve_linear_system(5)\n",
    "ps.calculate_inventory()\n",
    "ps.lcia()\n",
    "ps.score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the strengths of Brightway2 is scripting common tasks, and doing many calculations quickly. Let's first define a function that gives us the total LCA score at each power series step:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calculate_convergence(lca, max_iterations=100):\n",
    "    \"\"\"Keep total score after each power series step, to calculate how fast it converges\"\"\"\n",
    "    results = []\n",
    "    lca.lci()\n",
    "    lca.solve_linear_system(1)\n",
    "    lca.calculate_inventory()\n",
    "    lca.lcia()\n",
    "    results.append(lca.score)\n",
    "\n",
    "    for iteration in range(1, max_iterations):\n",
    "        lca.power_series_iteration()\n",
    "        lca.calculate_inventory()\n",
    "        lca.lcia_calculation()\n",
    "        results.append(lca.score)\n",
    "\n",
    "    # Return LCA scores for `max_iterations` levels\n",
    "    return results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then chart how fast the score converges to the total score for funcitonal unit and method. Note that this graph is log-scaled on the x axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n"
     ]
    }
   ],
   "source": [
    "ys = calculate_convergence(PowerSeriesLCA(functional_unit, method), 100)\n",
    "xs = range(1, len(ys) + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lca = LCA(functional_unit, method)\n",
    "lca.lci()\n",
    "lca.lcia()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0.00060000000000000006)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XiCsSEREpHszLT8WPmbniWntpNOqLUQx5ZwgAz3V4jj+3+nOIKxIRETl1zAzn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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115218668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.gcf()\n",
    "fig.set_size_inches(10, 5)\n",
    "\n",
    "plt.plot([min(xs), max(xs)], [lca.score, lca.score], lw=2, label=\"Exact solution\")\n",
    "plt.semilogx(xs, ys, lw=2, label=\"Power series solution\")\n",
    "plt.title(\"Power series converges exponentially\")\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.ylim(0, plt.ylim()[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we are going to analyze many LCI datasets, we need to normalize the scores to sum to one. We also need to skip \"dummy\" processes where the total score is 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def check_convergence_real_score(key):\n",
    "    functional_unit = {key: 1}\n",
    "    lca = LCA(functional_unit, method)\n",
    "    lca.lci()\n",
    "    lca.lcia()\n",
    "    if not lca.score > 0: \n",
    "        return None\n",
    "    else:\n",
    "        return np.array(calculate_convergence(PowerSeriesLCA(functional_unit, method), 100)) / lca.score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate convergence for each process in the US LCI database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
      "Warning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n"
     ]
    }
   ],
   "source": [
    "import multiprocessing\n",
    "\n",
    "pool = multiprocessing.Pool(processes=multiprocessing.cpu_count())\n",
    "jobs = pool.map(check_convergence_real_score, [x.key for x in Database(\"forwast\")])\n",
    "pool.close()\n",
    "pool.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "results = [o for o in jobs if o is not None]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of valid results to plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "239"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1.1)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HuDJz5V2b06MCP/L54ptfpB/0WS4vU7bLGRFMz2vRKvLB5gfvOUYQB7y2/xpSnn2RstXb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QijkEa2Qdku03E7xElM0Swy8AYYukFRK6JECrvuLkEUyLCOG7M3KJpFTNXkflcM5oXJiWUDVYru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mtH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VxFDskUYgU8z+OHuz+kNqihKzqxcIy6UUeVVOSQjOu5NIYNQZGQVWYSM0SVaNDFK0QLrGZX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G67ncPLrJW3tvsdPdoTVqsdXZIhqJUoqX+McX/zG6p6M7OqZj4uFx0D/g3cN3SSkprlSu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\ngEKswL947l8gCAKGbTCXnuNM8Qy1fo3fvfm71Pt1NFkjHU6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xLUbP6rGYXuTi5EU6Rofr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T/0t9fe43rpuh+xOFc4RyKUeKjn2jf7LFeXMW2TRCjBQm7hWF76ozhykaPBKJFAhJ7RQzM1DMcg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\nIYQQQjxAQrIQQgghhBAP+P8BcrJTdZbUS1IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116e8a128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.gcf()\n",
    "fig.set_size_inches(12, 8)\n",
    "\n",
    "for ds in results:\n",
    "    if np.nanmin(ds) < 0:\n",
    "        continue\n",
    "    #elif np.nanmax(ds) > 1:\n",
    "    #    continue\n",
    "    plt.semilogx(range(1, 101), ds, lw=2, aa=True, color=\"green\", alpha=0.2)\n",
    "plt.title(\"Power series convergence\")\n",
    "plt.plot([1, 100], [1, 1], color=\"black\", lw=3)\n",
    "plt.ylim(0, 1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two conclusions we can take from this graph.\n",
    "\n",
    "First, something like 10 layers deep in the supply chain is enough to capture most impacts from most processes.\n",
    "Second, there are a few processes with circular imports (i.e. coal mining uses electricity uses coal mining) which converge more slowly, and give us a nice logistic function curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
