diff --git a/rabbits-and-foxes-kmc-question.ipynb b/rabbits-and-foxes-kmc-question.ipynb index 657efb4..348892a 100644 --- a/rabbits-and-foxes-kmc-question.ipynb +++ b/rabbits-and-foxes-kmc-question.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -71,13 +71,425 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running test simulation...\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation ended at t=599.60 days\n", + "Final populations: Rabbits=26, Foxes=28\n" + ] } - }, + ], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "from scipy.signal import find_peaks\n", + "\n", + "# Constants\n", + "k1 = 0.015\n", + "k2 = 0.00004\n", + "k3 = 0.0004\n", + "k4 = 0.04\n", + "end_time = 600\n", + "\n", + "def run_kmc_simulation(initial_rabbits=400, initial_foxes=200, end_time=600, seed=None):\n", + " \"\"\"\n", + " Run a single Kinetic Monte Carlo simulation of the rabbit-fox system.\n", + " \n", + " Returns:\n", + " times: list of time points\n", + " rabbits: list of rabbit populations\n", + " foxes: list of fox populations\n", + " \"\"\"\n", + " if seed is not None:\n", + " np.random.seed(seed)\n", + " \n", + " time = 0\n", + " rabbit = initial_rabbits\n", + " fox = initial_foxes\n", + " \n", + " times = [time]\n", + " rabbits = [rabbit]\n", + " foxes = [fox]\n", + " \n", + " while time < end_time:\n", + " # Calculate rates for all four events\n", + " rate_rabbit_birth = k1 * rabbit\n", + " rate_rabbit_death = k2 * rabbit * fox\n", + " rate_fox_birth = k3 * rabbit * fox\n", + " rate_fox_death = k4 * fox\n", + " \n", + " rates = np.array([rate_rabbit_birth, rate_rabbit_death, \n", + " rate_fox_birth, rate_fox_death])\n", + " cumulative_rates = np.cumsum(rates)\n", + " total_rate = cumulative_rates[-1]\n", + " u = np.random.uniform(0, 1)\n", + " \n", + " # If total rate is zero, nothing can happen (both populations extinct)\n", + " if total_rate == 0:\n", + " break\n", + "\n", + " u1 = np.random.uniform(0, 1)\n", + " u2 = np.random.uniform(0, 1)\n", + " \n", + " # Calculate time to next event\n", + " dt = -np.log(u1) / total_rate\n", + " time += dt\n", + " \n", + " if time > end_time:\n", + " break\n", + " \n", + " # Select which event occurs\n", + "\n", + " event = np.searchsorted(cumulative_rates, u2 * total_rate)\n", + "\n", + " # The searchsorted function performs the exact task of finding the event as discussed in the Wikipedia notes\n", + " # See step 6 of the KMC algorithm: Find the event to carry out i by finding the i for which\n", + " # Rk,(i-1) < u * Qk <= Rk(i)\n", + "\n", + " \"\"\"\n", + " def searchsorted(\n", + " a: ArrayLike,\n", + " v: _ScalarLike_co,\n", + " side: _SortSide = ...,\n", + " sorter: _ArrayLikeInt_co | None = ...\n", + " ) -> intp:\n", + " \n", + " Assuming that a is sorted:\n", + "\n", + " side\treturned index i satisfies\n", + " left\ta[i-1] < v <= a[i]\n", + " right\ta[i-1] <= v < a[i]\n", + " \"\"\"\n", + "\n", + " # Update populations based on event\n", + " if event == 0: # rabbit birth\n", + " rabbit += 1\n", + " elif event == 1: # rabbit death\n", + " rabbit -= 1\n", + " elif event == 2: # fox birth\n", + " fox += 1\n", + " elif event == 3: # fox death\n", + " fox -= 1\n", + " \n", + " # Ensure populations don't go negative (shouldn't happen, but safety check)\n", + " rabbit = max(0, rabbit)\n", + " fox = max(0, fox)\n", + " \n", + " # Record state\n", + " times.append(time)\n", + " rabbits.append(rabbit)\n", + " foxes.append(fox)\n", + " \n", + " return times, rabbits, foxes\n", + "\n", + "# Test with a single simulation\n", + "print(\"Running test simulation...\")\n", + "times, rabbits, foxes = run_kmc_simulation()\n", + "\n", + "plt.figure(figsize=(12, 5))\n", + "plt.plot(times, rabbits, label='Rabbits', alpha=0.7)\n", + "plt.plot(times, foxes, label='Foxes', alpha=0.7)\n", + "plt.xlabel('Time (days)')\n", + "plt.ylabel('Population')\n", + "plt.title('Single KMC Simulation: Rabbit and Fox Populations')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.show()\n", + "\n", + "print(f\"Simulation ended at t={times[-1]:.2f} days\")\n", + "print(f\"Final populations: Rabbits={rabbits[-1]}, Foxes={foxes[-1]}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Second peak found at t=463.4 days with 2557 foxes\n" + ] + } + ], + "source": [ + "def find_second_peak(times, foxes, min_time=200, min_population=100):\n", + " \"\"\"\n", + " Find the second peak in fox population.\n", + " \n", + " Returns:\n", + " (peak_time, peak_population) or (None, None) if no valid second peak found\n", + " \"\"\"\n", + " # Interpolate to regular grid for peak finding\n", + " t_regular = np.linspace(0, max(times), 1000)\n", + " fox_regular = np.interp(t_regular, times, foxes)\n", + " \n", + " # Find peaks with minimum prominence\n", + " peaks, properties = find_peaks(fox_regular, prominence=50, distance=50)\n", + " \n", + " if len(peaks) == 0:\n", + " return None, None\n", + " \n", + " # Filter peaks by time and population criteria\n", + " valid_peaks = []\n", + " for peak_idx in peaks:\n", + " peak_time = t_regular[peak_idx]\n", + " peak_pop = fox_regular[peak_idx]\n", + " \n", + " if peak_time > min_time and peak_pop > min_population:\n", + " valid_peaks.append((peak_time, peak_pop))\n", + " \n", + " # Return the first valid peak (which would be the \"second\" peak chronologically)\n", + " if len(valid_peaks) > 0:\n", + " return valid_peaks[0]\n", + " \n", + " return None, None\n", + "\n", + "# Test the peak finding\n", + "peak_time, peak_pop = find_second_peak(times, foxes)\n", + "if peak_time is not None:\n", + " print(f\"Second peak found at t={peak_time:.1f} days with {peak_pop:.0f} foxes\")\n", + "else:\n", + " print(\"No valid second peak found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running 1000 simulations...\n", + "Completed 100/1000 simulations\n", + "Completed 200/1000 simulations\n", + "Completed 300/1000 simulations\n", + "Completed 400/1000 simulations\n", + "Completed 500/1000 simulations\n", + "Completed 600/1000 simulations\n", + "Completed 700/1000 simulations\n", + "Completed 800/1000 simulations\n", + "Completed 900/1000 simulations\n", + "Completed 1000/1000 simulations\n", + "\n", + "Simulations complete!\n", + "Valid second peaks found: 318/1000\n", + "Fox extinctions: 695/1000\n" + ] + } + ], + "source": [ + "# Run multiple simulations\n", + "n_simulations = 1000\n", + "print(f\"Running {n_simulations} simulations...\")\n", + "\n", + "second_peak_times = []\n", + "second_peak_populations = []\n", + "fox_extinction_count = 0\n", + "\n", + "for i in range(n_simulations):\n", + " if (i + 1) % 100 == 0:\n", + " print(f\"Completed {i + 1}/{n_simulations} simulations\")\n", + " \n", + " times, rabbits, foxes = run_kmc_simulation()\n", + " \n", + " # Check if foxes died out\n", + " if foxes[-1] == 0:\n", + " fox_extinction_count += 1\n", + " \n", + " # Find second peak\n", + " peak_time, peak_pop = find_second_peak(times, foxes)\n", + " \n", + " if peak_time is not None:\n", + " second_peak_times.append(peak_time)\n", + " second_peak_populations.append(peak_pop)\n", + "\n", + "print(f\"\\nSimulations complete!\")\n", + "print(f\"Valid second peaks found: {len(second_peak_times)}/{n_simulations}\")\n", + "print(f\"Fox extinctions: {fox_extinction_count}/{n_simulations}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "============================================================\n", + "RESULTS:\n", + "============================================================\n", + "\n", + "1. Expected location of second peak in foxes:\n", + " Time: 403.6 days\n", + " Population: 2422 foxes\n", + "\n", + "2. Interquartile range of second peak:\n", + " Time: 380.2 - 421.5 days\n", + " Population: 2022 - 2764 foxes\n", + "\n", + "3. Probability that foxes die out before 600 days:\n", + " 0.695 (695/1000)\n", + "\n", + "95% Confidence intervals:\n", + " Peak time: 403.6 ± 3.5 days\n", + " Peak population: 2422 ± 63 foxes\n", + " Extinction probability: 0.695 ± 0.029\n", + "============================================================\n" + ] + } + ], + "source": [ + "# Analyze results\n", + "if len(second_peak_times) > 0:\n", + " # Convert to numpy arrays\n", + " peak_times_array = np.array(second_peak_times)\n", + " peak_pops_array = np.array(second_peak_populations)\n", + " \n", + " # Calculate statistics\n", + " mean_peak_time = np.mean(peak_times_array)\n", + " mean_peak_pop = np.mean(peak_pops_array)\n", + " \n", + " # Calculate interquartile ranges\n", + " q25_time, q75_time = np.percentile(peak_times_array, [25, 75])\n", + " q25_pop, q75_pop = np.percentile(peak_pops_array, [25, 75])\n", + " \n", + " print(\"\\n\" + \"=\"*60)\n", + " print(\"RESULTS:\")\n", + " print(\"=\"*60)\n", + " print(f\"\\n1. Expected location of second peak in foxes:\")\n", + " print(f\" Time: {mean_peak_time:.1f} days\")\n", + " print(f\" Population: {mean_peak_pop:.0f} foxes\")\n", + " \n", + " print(f\"\\n2. Interquartile range of second peak:\")\n", + " print(f\" Time: {q25_time:.1f} - {q75_time:.1f} days\")\n", + " print(f\" Population: {q25_pop:.0f} - {q75_pop:.0f} foxes\")\n", + " \n", + " print(f\"\\n3. Probability that foxes die out before 600 days:\")\n", + " extinction_probability = fox_extinction_count / n_simulations\n", + " print(f\" {extinction_probability:.3f} ({fox_extinction_count}/{n_simulations})\")\n", + " \n", + " # Calculate confidence intervals (95%)\n", + " stderr_time = np.std(peak_times_array) / np.sqrt(len(peak_times_array))\n", + " stderr_pop = np.std(peak_pops_array) / np.sqrt(len(peak_pops_array))\n", + " \n", + " print(f\"\\n95% Confidence intervals:\")\n", + " print(f\" Peak time: {mean_peak_time:.1f} ± {1.96*stderr_time:.1f} days\")\n", + " print(f\" Peak population: {mean_peak_pop:.0f} ± {1.96*stderr_pop:.0f} foxes\")\n", + " \n", + " # Standard error for extinction probability (binomial)\n", + " stderr_extinction = np.sqrt(extinction_probability * (1 - extinction_probability) / n_simulations)\n", + " print(f\" Extinction probability: {extinction_probability:.3f} ± {1.96*stderr_extinction:.3f}\")\n", + " print(\"=\"*60)\n", + " \n", + "else:\n", + " print(\"No valid second peaks found in any simulation!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization of results\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "# Plot 1: Histogram of peak times\n", + "if len(second_peak_times) > 0:\n", + " axes[0, 0].hist(second_peak_times, bins=30, edgecolor='black', alpha=0.7)\n", + " axes[0, 0].axvline(mean_peak_time, color='red', linestyle='--', \n", + " label=f'Mean: {mean_peak_time:.1f} days')\n", + " axes[0, 0].axvline(q25_time, color='orange', linestyle='--', alpha=0.7,\n", + " label=f'Q1: {q25_time:.1f} days')\n", + " axes[0, 0].axvline(q75_time, color='orange', linestyle='--', alpha=0.7,\n", + " label=f'Q3: {q75_time:.1f} days')\n", + " axes[0, 0].set_xlabel('Time (days)')\n", + " axes[0, 0].set_ylabel('Frequency')\n", + " axes[0, 0].set_title('Distribution of Second Peak Times')\n", + " axes[0, 0].legend()\n", + " axes[0, 0].grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Histogram of peak populations\n", + "if len(second_peak_populations) > 0:\n", + " axes[0, 1].hist(second_peak_populations, bins=30, edgecolor='black', alpha=0.7)\n", + " axes[0, 1].axvline(mean_peak_pop, color='red', linestyle='--',\n", + " label=f'Mean: {mean_peak_pop:.0f} foxes')\n", + " axes[0, 1].axvline(q25_pop, color='orange', linestyle='--', alpha=0.7,\n", + " label=f'Q1: {q25_pop:.0f} foxes')\n", + " axes[0, 1].axvline(q75_pop, color='orange', linestyle='--', alpha=0.7,\n", + " label=f'Q3: {q75_pop:.0f} foxes')\n", + " axes[0, 1].set_xlabel('Fox Population')\n", + " axes[0, 1].set_ylabel('Frequency')\n", + " axes[0, 1].set_title('Distribution of Second Peak Populations')\n", + " axes[0, 1].legend()\n", + " axes[0, 1].grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Scatter plot of peak time vs population\n", + "if len(second_peak_times) > 0:\n", + " axes[1, 0].scatter(second_peak_times, second_peak_populations, alpha=0.3)\n", + " axes[1, 0].set_xlabel('Peak Time (days)')\n", + " axes[1, 0].set_ylabel('Peak Population (foxes)')\n", + " axes[1, 0].set_title('Second Peak: Time vs Population')\n", + " axes[1, 0].grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Sample trajectories\n", + "axes[1, 1].set_xlabel('Time (days)')\n", + "axes[1, 1].set_ylabel('Fox Population')\n", + "axes[1, 1].set_title('Sample Fox Population Trajectories')\n", + "axes[1, 1].grid(True, alpha=0.3)\n", + "\n", + "# Plot a few sample trajectories\n", + "for i in range(min(10, n_simulations)):\n", + " times_sample, rabbits_sample, foxes_sample = run_kmc_simulation(seed=i*100)\n", + " axes[1, 1].plot(times_sample, foxes_sample, alpha=0.3, linewidth=0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [], "source": [] } @@ -85,7 +497,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "5137", + "display_name": "rmg_env2", "language": "python", "name": "python3" }, @@ -99,7 +511,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.9.23" } }, "nbformat": 4,