{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Geothermal doublets\n", "\n", "In this notebook, we will take a look at geothermal doublets. It will cover the definition of a geothermal doublet installation, explain some _buzzwords_ such as \"thermal breakthrough\" or \"kalina cycle\", and show some results of a numerical doublet simulation. \n", "This simulation is run with SHEMAT-Suite, a numerical code for simulating heat- and mass transfer in a porous medium. The simulations are run on a synthetic model of a graben system over a time of 35 years. That means, we simulate geothermal power production over a lifespan of 35 years.\n", "\n", " \n", "### Introduction \n", "A geothermal doublet system usually consists of -at least- two boreholes, connected via a surface application installation (such as a powerplant for producing electricity, or an installation for district heating). One geothermal well produces the hot fluid (or steam) from the subsurface. This well is called the producer. The heat of the produced fluid is used accordingly, and the significant cooler fluid is then re-injected in the geothermal reservoir. In the figure to the left, the producing well is marked as a red line, while the injecting well is marked as a blue line, representing the difference in fluid temperature. \n", "\n", "If the heat content of the produced \"fluid\" is large enough, i.e. dry steam is produced, a turbine can be directly operated in one circuit. If the temperatures of the fluide are lower and do not really suffice to operate a turbine directly, a binary cycle is often installed. In such a cycle, the produced fluid heats up a secondary fluid in a heat-exchanger. This secondary fluid has a significantly lower boiling point, an can thus be used to operate a turbine instead. Such a system is often called a [Kalina installation](https://en.wikipedia.org/wiki/Kalina_cycle), where the secondary fluid is a mixture of water and ammonia. \n", "\n", "Operating such a system over a prolonged time will eventually cause a decrease in production temperature, as the cooling front of the re-injected water reaches the producing borehole. The point in time, where production temperature starts to decrease significantly is called a _thermal breakthrough_. In the results of a simplified doublet simulation, which we study in this notebook, we will also look for a thermal breakthrough.\n", "
[Image source](https://images.fd.nl/archive/89002_def-tno-geothermie.jpg?fit=crop&crop=faces&auto=format%2Ccompress&q=45&w=1280)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/bl2/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "# necessary libraries\n", "import h5py\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# for improving plot aesthetics\n", "import seaborn as sns\n", "sns.set_style('ticks')\n", "sns.set_context('poster')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D reservoir model\n", "For assessing this (rather cold) geothermal system, we simulate the heat- and mass transfer in a synthetic, three dimensional model. The model consists of 4 geological units: \n", "* Basement \n", "* Bottom Unit \n", "* Reservoir Unit \n", "* Top Unit \n", "\n", "The reservoir Unit is a geological body with a high primary porosity and permeability, which enables a natural darcy flow, and also shows advective heat transport by convection. Convection increases the geothermal potential of a system, as hot fluids are flowing upwards due to lower density, cooling down, and descending again. Kind of like [lava lamps](https://lavalamp.com/wp-content/uploads/2016/08/6825_1500x2000.jpg), which were popular back in the days. \n", "In the plot below, we see a vertical cross-section of the model in x-direction (let's say an East-West cross-section). On the left, you can see the geological units with annotations, on the right the natural temperature field. There, we can already see strongly bent isothermes, which are caused by an interplay of differences in thermal conductivity of the geological units, and advective heat transport. \n", "For assessing, which of those processes, i.e. conductive vs. advective heat transport, we could perform a peclet number analysis (there will also be a notebook on peclet number analysis in this repository). For the moment, it is sufficient to state, that both processes are present in this model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "code_folding": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/bl2/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:2022: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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PuLg427mMjAx69+7NTTfdxGuvvcaNN95Ijx49bKOPmkYqOdI0MqmprTtxKVAqLi7G09OT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3D model file\n", "mod = h5py.File('data/Input_f_final.h5')\n", "x = mod['x'][0,0,:]\n", "y = mod['y'][0,:,0]\n", "z = mod['z'][:,0,0]\n", "t = mod['temp'][:,:,:]\n", "ui = mod['uindex'][:,:,:]\n", "vx = mod['vx'][:,:,:]\n", "vy = mod['vy'][:,:,:]\n", "vz = mod['vz'][:,:,:]\n", "mod.close()\n", "# doublet position\n", "prod = np.array([74, 29, 15])\n", "inj = np.array([41, 29, 15])\n", "\n", "# plot routine\n", "cs = 29 # cross -section position\n", "fig, axs = plt.subplots(1, 2, figsize=[15,5], sharey=True, sharex=True)\n", "ax1 = axs[0].contourf(x, z-2000, ui[:,cs,:], 4, cmap= 'viridis') # geological units\n", "ax2 = axs[1].contourf(x, z-2000, t[:,cs,:], cmap='viridis') # temperature\n", "\n", "# plot doublet positions\n", "axs[0].plot(prod[0]*20, (prod[2]*50-2000), 'ro')\n", "axs[0].plot(inj[0]*20, (inj[2]*50-2000), 'bo')\n", "\n", "axs[1].plot(prod[0]*20, (prod[2]*50-2000), 'ro')\n", "axs[1].plot(inj[0]*20, (inj[2]*50-2000), 'bo')\n", "\n", "axs[0].vlines(prod[0]*20, prod[2]*50-2000,0)\n", "axs[0].vlines(inj[0]*20, inj[2]*50-2000,0)\n", "\n", "\n", "axs[1].vlines(prod[0]*20, prod[2]*50-2000,0)\n", "axs[1].vlines(inj[0]*20, inj[2]*50-2000,0)\n", "\n", "#axs[1].streamplot(x, z-2000, vx[:,cs,:], vz[:,cs,:], density=[1, .5], color='white')\n", "\n", "# axes arguments\n", "axs[0].set_ylabel('model height [m]')\n", "axs[0].set_xlabel('y [m]')\n", "axs[1].set_xlabel('y [m]')\n", "\n", "# annotations\n", "axs[0].text(100, -1850, 'Basement', color=[.9,.9,.9])\n", "axs[0].text(100, -1400, 'Reservoir', color=[.9,.9,.9])\n", "axs[0].text(100, -950, 'Thermal blanket', color=[.9,.9,.9])\n", "axs[0].text(100, -280, 'Overburden', color=[.3,.3,.3])\n", "\n", "# colormap\n", "fig.subplots_adjust(right=0.8)\n", "cbar_ax = fig.add_axes([1., 0.21, 0.03, 0.7])\n", "fig.colorbar(ax2, cax=cbar_ax, label= 'T °C')\n", "\n", "# layout option\n", "plt.tight_layout()\n", "fig.savefig(\"doublet_example.png\", dpi=400, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Temperatures in the model range from 10 °C to 80 °C. These temperatures are not sufficiently high for direct geothermal electricity generation, but potentially appropriate for a binary system or a system for direct-heat usage. One interesting characteristic of this model is the convective heat transport. Next to temperature, you can see streamlines in the right plot above. These lines visualise the flow field (and may be used to visualise every vector field you have). Essentially, with a stable convective system, producing from upwelling areas (where hot water rises due to its relatively lower density) is good, as higher temperatures are encountered at shallower depths. \n", "Despite the low temperature range we simulated, the following assessment can generally be applied to doublet systems, regardless of the produced temperatures. Speaking of produced temperatures, in the model above, we implemented a doublet system, where the flow rate (i.e. the rate at which the pump operates) is varied. \n", "Below, we plot the temperature at the producing borehole with time." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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WDvREMakK1UHnWG9SqWdp+ZwqCUpCiNeEBKJTRCwT50N//DQN3lou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\nNuEHzxqiTwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load monitoring files\n", "pr_50L = pd.read_csv('data/doublet_50ls.csv', comment='%')\n", "pr_75L = pd.read_csv('data/doublet_75ls.csv', comment='%')\n", "pr_100L = pd.read_csv('data/doublet_100ls.csv', comment='%')\n", "\n", "fig = plt.figure(figsize=[12,6])\n", "p50 = plt.plot(pr_50L['time'], pr_50L['temp'], '--', label='50 L s$^{-1}$')\n", "p75 = plt.plot(pr_75L['time'], pr_75L['temp'], '--', label='75 L s$^{-1}$')\n", "p100 = plt.plot(pr_100L['time'], pr_100L['temp'], '--', label='100 L s$^{-1}$')\n", "plt.legend()\n", "plt.ylabel('Temperature [°C]')\n", "plt.xlabel('time [a]')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Over the simulated time of 35 years, you can see the temperatures produced from the production borehole (red circle in the cross sections above). Note how the temperatures rapidly decrease at the beginning of the simulation. As we implement the doublet as a boundary condition (i.e. a source/sink term), the system has to react to the newly applied boundary conditions. However, after around 1 year, the system is re-equilibrated and produced temperatures can be assessed. \n", "One thing of interest for example is the thermal breakthrough of a system, the point in time, when the temperature signal of the cold, re-injected water reaches the production borehole. \n", "Subsurface parameters, such as hydraulic head distribution or reservoir permeability affect the timing of a thermal breakthrough. But it is also influenced by operation parameters, e.g. pumping rate and injection temperature. In the plot above, we model the same doublet layout with three different pumping rates, and we see that 100 l s$^{-1}$ correlate to an earlier thermal breakthrough, when compared to the other pumping rates (75 l s$^{-1}$ and 50 l s$^{-1}$)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While knowledge about the development of the production temperature over time is important, other parameters, such as the transient change in obtained thermal power are equally or even more interesting. Thermal power of a geothermal doublet can be calculated using the following equation: \n", "\n", "$$ P_{th} = Q (\\rho c_p)_w (T_{pr} - T_{in}) $$ \n", "\n", "where P$_{th}$ is the thermal power in W, Q the pumping rate in m³ s$^{-1}$ ($\\rho c_p)_w$) the thermal capacity of water in W m$^{-3}$ K$^{-1}$ and (T$_{pr}$ - T$_{in}$) the difference between production temperature and injection temperature (in K). Let's have a look at the thermal power produced by the doublet with three different pumping rates." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def therm_pow(Q, rhocp, Tin, Tpr):\n", " \"\"\"\n", " A short function for calculating the thermal power\n", " Q - scalar, flow rate in m³/s\n", " rhocp - scalar, thermal capacity of water in W/(m³K)\n", " Tin - scaler, re-injection temperature of the water in °C\n", " Tpr - vector, production temperature of the water in °C\n", " \"\"\"\n", " return Q*rhocp*(Tpr-Tin)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# parameter\n", "Q = np.array([0.05, 0.075, 0.1]) # 50 L/s, 75 L/s, 100 L/s\n", "rhocp = 988 * 4180 # density and specific heat capacity of water at a temperature of about 50 °C\n", "Tin = 30 # injection temeprature in °C\n", "\n", "# calculate thermal power\n", "thp50 = therm_pow(Q[0], rhocp, Tin, pr_50L['temp'])\n", "thp75 = therm_pow(Q[1], rhocp, Tin, pr_75L['temp'])\n", "thp100 = therm_pow(Q[2], rhocp, Tin, pr_100L['temp'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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fjtWrV0MQBKSlpeHjjz/GP//5T6xZs+YH73vixIlmS2VPmzatSTCVmZkJSZIw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "d2MW = 1e6 # use for calculating in MW\n", "\n", "fig = plt.figure(figsize=[12,6])\n", "p50 = plt.plot(pr_50L['time'], thp50/d2MW, '--', label='50 L s$^{-1}$')\n", "p75 = plt.plot(pr_75L['time'], thp75/d2MW, '--', label='75 L s$^{-1}$')\n", "p100 = plt.plot(pr_100L['time'], thp100/d2MW, '--', label='100 L s$^{-1}$')\n", "plt.legend()\n", "plt.ylabel('therm. power [MW]')\n", "plt.xlabel('time [a]')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logically, the highest flow rate yields the highest thermal power. The timing of thermal breakthrough and its intensity are however visible, as the produced thermal power with a flow rate of 100 L s$^{-1}$ declines significantly stronger than lower flow rates. In this scenario, this may not cause a problem. \n", "In the exercise course, we will assess a different reservoir system where the significantly different evolution of production temperatures depending on the chosen pumping rate will visualise the importance of monitoring the reservoir and the production temperatures." ] } ], "metadata": { "hide_input": false, "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": "3.6.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": { "height": "30px", "width": "252px" }, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }