{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a System"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conventional methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Systems are defined by a recycle stream (i.e. a tear stream; if any), and a path of unit operations and nested systems. A System object takes care of solving recycle streams by iteratively running its path of units and subsystems until the recycle converges to steady state. Systems can be manually created or automatically generated via the flowsheet or by context management."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Manually generated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Manually creating a system is **not recommended** as it requires an exponential amount of time and effort for an individual to layout an accurate path. Here we create a trivial system manually as a simple exercise:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import biosteam as bst\n",
    "bst.nbtutorial() # Ignore warnings and reset local BioSTEAM preferences\n",
    "bst.settings.set_thermo(['Water'])\n",
    "feed = bst.Stream('feed', Water=100)\n",
    "recycle = bst.Stream('recycle')\n",
    "effluent = bst.Stream('effluent')\n",
    "T1 = bst.MixTank('T1', ins=[feed, recycle])\n",
    "P1 = bst.Pump('P1', T1-0)\n",
    "S1 = bst.Splitter('S1', P1-0, [effluent, recycle], split=0.5)\n",
    "manual_sys = bst.System('manual_sys', path=[T1, P1, S1], recycle=recycle)\n",
    "manual_sys.simulate()\n",
    "manual_sys.diagram(\n",
    "    kind='cluster', # Cluster diagrams highlight recycle streams and nested systems.\n",
    "    number=True, # This numbers each unit according to their path simulation order\n",
    "    format='png', # Easier to view the whole diagram\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: manual_sys\n",
      "Highest convergence error among components in recycle\n",
      "stream S1-1 after 3 loops:\n",
      "- flow rate   0.00e+00 kmol/hr (0%)\n",
      "- temperature 0.00e+00 K (0%)\n",
      "ins...\n",
      "[0] feed  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  100\n",
      "outs...\n",
      "[0] effluent  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  100\n"
     ]
    }
   ],
   "source": [
    "manual_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the inlets and outlets to a system are inherently connected to the unit operations within the system, but we can still connect systems just like unit operations, as depicted future examples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Autogenerated from the flowsheet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **recommended** way of creating systems is to use the flowsheet. Here we expand on the existing process and create a new system using the flowsheet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true,
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "water = bst.Stream('water', Water=10)\n",
    "P2 = bst.Pump('P2', manual_sys-0) # -pipe- notation equivalent to manual_sys.outs[0]\n",
    "M2 = bst.Mixer('M2', [P2-0, water])\n",
    "flowsheet_sys = bst.main_flowsheet.create_system('flowsheet_sys')\n",
    "flowsheet_sys.simulate()\n",
    "\n",
    "# Units in subsystems are numbered with after a \".\" to represent \n",
    "# the subsystem depth (checkout SYS1 in the diagram)\n",
    "flowsheet_sys.diagram(kind='cluster', number=True, format='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: flowsheet_sys\n",
      "Highest convergence error among components in recycle\n",
      "stream S1-1 after 1 loops:\n",
      "- flow rate   0.00e+00 kmol/hr (0%)\n",
      "- temperature 0.00e+00 K (0%)\n",
      "ins...\n",
      "[0] feed  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  100\n",
      "[1] water  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  10\n",
      "outs...\n",
      "[0] s4  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  110\n"
     ]
    }
   ],
   "source": [
    "flowsheet_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Autogenerated by context management"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "System objects' context management feature allows for creating systems of only the units created within the given context:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "downstream_recycle = bst.Stream('downstream_recycle')\n",
    "product = bst.Stream('product')\n",
    "with bst.System('context_sys') as context_sys:\n",
    "    T2 = bst.MixTank('T2', ins=['', downstream_recycle])\n",
    "    P3 = bst.Pump('P3', T2-0)\n",
    "    S2 = bst.Splitter('S2', P3-0, [product, downstream_recycle], split=0.5)\n",
    "# The feed is empty, no need to run system (yet)\n",
    "context_sys.diagram('cluster', format='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: context_sys\n",
      "ins...\n",
      "[0] s5  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow: 0\n",
      "outs...\n",
      "[0] product  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow: 0\n"
     ]
    }
   ],
   "source": [
    "context_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's connect two systems together and create a new system from the flowsheet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -pipe- notation equivalent to context_sys.ins[:] = [flowsheet_sys.outs[0]]\n",
    "flowsheet_sys-0-context_sys \n",
    "complete_sys = bst.main_flowsheet.create_system('complete_sys')\n",
    "complete_sys.simulate()\n",
    "complete_sys.diagram('cluster', number=True, format='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: complete_sys\n",
      "Highest convergence error among components in recycle\n",
      "stream S1-1 after 1 loops:\n",
      "- flow rate   0.00e+00 kmol/hr (0%)\n",
      "- temperature 0.00e+00 K (0%)\n",
      "ins...\n",
      "[0] feed  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  100\n",
      "[1] water  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  10\n",
      "outs...\n",
      "[0] product  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water  110\n"
     ]
    }
   ],
   "source": [
    "complete_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drop-in systems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A simple example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When a system is created by a function, it's called a drop-in system. Here, we create a sugarcane to ethanol production system without facilities (e.g., cooling tower, boiler) by using drop-in systems:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from biosteam import Stream, System, settings, main_flowsheet\n",
    "from biorefineries.cane import (\n",
    "    create_sugarcane_chemicals,\n",
    "    create_juicing_system,\n",
    "    create_sucrose_to_ethanol_system \n",
    ")\n",
    "chemicals = create_sugarcane_chemicals()\n",
    "main_flowsheet.clear() # Remove previous unit operations to prevent ID-conflict warnings\n",
    "settings.set_thermo(chemicals)\n",
    "denaturant = Stream('denaturant',\n",
    "                    Octane=230.69,\n",
    "                    units='kg/hr',\n",
    "                    price=0.756)\n",
    "sucrose_solution = Stream('sucrose_solution')\n",
    "\n",
    "juicing_sys = create_juicing_system(\n",
    "    ID='juicing_sys', # ID of system\n",
    "    outs=[sucrose_solution], # Place sucrose_solution at the 0th outlet (all other streams are defaulted)\n",
    ") \n",
    "sucrose_to_ethanol_sys = create_sucrose_to_ethanol_system(ins=[sucrose_solution, denaturant]) \n",
    "\n",
    "# Here are a couple of other ways to connect systems:\n",
    "#   Manually:\n",
    "#   >>> sucrose_to_ethanol_sys.ins[0] = juicing_sys.outs[0]\n",
    "#   With -pipe- notation:\n",
    "#   >>> juicing_sys-0-0-sucrose_to_ethanol_sys \n",
    "\n",
    "# Manually create a new system to view a diagram of systems\n",
    "sugarcane_to_ethanol_sys = System('sugarcane_to_ethanol_sys', \n",
    "                                  path=[juicing_sys, sucrose_to_ethanol_sys])\n",
    "sugarcane_to_ethanol_sys.simulate() # Simulate before showing results\n",
    "sugarcane_to_ethanol_sys.diagram(kind='surface', format='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: sugarcane_to_ethanol_sys\n",
      "Highest convergence error among components in recycle\n",
      "stream M201-0 after 3 loops:\n",
      "- flow rate   1.08e+00 kmol/hr (0.03%)\n",
      "- temperature 9.93e-02 K (0.03%)\n",
      "ins...\n",
      "[0] imbibition_water  \n",
      "[1] sugarcane  \n",
      "[2] rvf_wash_water  \n",
      "[3] H3PO4  \n",
      "[4] lime  \n",
      "[5] polymer  \n",
      "[6] stripping_water  \n",
      "[7] dilution_water  \n",
      "[8] denaturant  \n",
      "outs...\n",
      "[0] filter_cake  \n",
      "[1] fiber_fines  \n",
      "[2] bagasse  \n",
      "[3] vent  \n",
      "[4] evaporator_condensate  \n",
      "[5] stillage  \n",
      "[6] yeast  \n",
      "[7] recycle_process_water  \n",
      "[8] ethanol  \n"
     ]
    }
   ],
   "source": [
    "sugarcane_to_ethanol_sys.show(data=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The number of inlets and outlets are rather large. It may be helpful to specify what inlets and outlets do we want to expose:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: sugarcane_to_ethanol_sys\n",
      "Highest convergence error among components in recycle\n",
      "stream M201-0 after 3 loops:\n",
      "- flow rate   1.08e+00 kmol/hr (0.03%)\n",
      "- temperature 9.93e-02 K (0.03%)\n",
      "ins...\n",
      "[0] sugarcane  \n",
      "outs...\n",
      "[0] ethanol  \n",
      "[1] bagasse  \n"
     ]
    }
   ],
   "source": [
    "s = main_flowsheet.stream\n",
    "sugarcane_to_ethanol_sys.load_inlet_ports([s.sugarcane], names={'feedstock': 0})\n",
    "sugarcane_to_ethanol_sys.load_outlet_ports([s.ethanol, s.bagasse], names={'product': 0})\n",
    "sugarcane_to_ethanol_sys.show(data=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ethanol product is now the 0th stream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stream: ethanol from <StorageTank: T304>\n",
      "phase: 'l', T: 339.26 K, P: 101325 Pa\n",
      "flow (kmol/hr): Water    10.4\n",
      "                Ethanol  491\n",
      "                Octane   4.39\n"
     ]
    }
   ],
   "source": [
    "sugarcane_to_ethanol_sys.outs[0].show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use the names we gave earlier for getting and setting streams:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Stream: sugarcane>, <Stream: ethanol>]\n"
     ]
    }
   ],
   "source": [
    "print([sugarcane_to_ethanol_sys.get_inlet('feedstock'),\n",
    "       sugarcane_to_ethanol_sys.get_outlet('product')])\n",
    "# You can also use <System>.set_inlet(name, stream)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### System factories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both `create_juicing_system` and `create_sucrose_to_ethanol_system` are [SystemFactory](../API/process_tools/SystemFactory.txt) objects, which accept the system `ID`, `ins`, and `outs` (similar to unit operations) and return a new system. Let's first have a look at some of the system factories in the [biorefineries.sugarcane](https://github.com/BioSTEAMDevelopmentGroup/Bioindustrial-Park/tree/master/BioSTEAM%202.x.x/biorefineries/sugarcane) library:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SystemFactory(\n",
      "    f=<create_juicing_system(ins, outs, pellet_bagasse=None, dry_bagasse=None)>,\n",
      "    ID='juicing_sys',\n",
      "    ins=[dict(Water=0.7,\n",
      "              Glucose=0.01208,\n",
      "              Sucrose=0.1369,\n",
      "              Ash=0.006,\n",
      "              Cellulose=0.06115,\n",
      "              Hemicellulose=0.03608,\n",
      "              Lignin=0.03276,\n",
      "              Solids=0.015,\n",
      "              ID='sugarcane',\n",
      "              units='kg/hr',\n",
      "              price=0.03455,\n",
      "              total_flow=333334.2),\n",
      "         dict(H3PO4=74.23,\n",
      "              Water=13.1,\n",
      "              ID='H3PO4',\n",
      "              units='kg/hr',\n",
      "              price=0),\n",
      "         dict(CaO=333.0,\n",
      "              Water=2200.0,\n",
      "              ID='lime',\n",
      "              units='kg/hr',\n",
      "              price=0.077),\n",
      "         dict(Flocculant=0.83,\n",
      "              ID='polymer',\n",
      "              units='kg/hr',\n",
      "              price=0)],\n",
      "    outs=[dict(Glucose=3802,\n",
      "               Sucrose=43090.0,\n",
      "               Water=259000.0,\n",
      "               H3PO4=83.33,\n",
      "               ID='screened_juice',\n",
      "               T=372,\n",
      "               units='kg/hr'),\n",
      "          dict(ID='bagasse'),\n",
      "          dict(ID='fiber_fines')]\n",
      ")\n",
      "\n",
      "SystemFactory(\n",
      "    f=<create_sucrose_to_ethanol_system(ins, outs, add_urea=False)>,\n",
      "    ID='sucrose_to_ethanol_sys',\n",
      "    ins=[dict(Glucose=3802,\n",
      "              Sucrose=43090.0,\n",
      "              Water=259000.0,\n",
      "              H3PO4=83.33,\n",
      "              ID='screened_juice',\n",
      "              T=372,\n",
      "              units='kg/hr'),\n",
      "         dict(Octane=230.69,\n",
      "              ID='denaturant',\n",
      "              units='kg/hr',\n",
      "              price=0.756)],\n",
      "    outs=[dict(ID='ethanol',\n",
      "               price=0.789),\n",
      "          dict(ID='stillage'),\n",
      "          dict(ID='recycle_process_water'),\n",
      "          dict(ID='evaporator_condensate')]\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "create_juicing_system.show()\n",
    "print()\n",
    "create_sucrose_to_ethanol_system.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[SystemFactory](../API/process_tools/SystemFactory.txt) objects are composed of a function `f` which creates the unit operations, a predefined system `ID`, and `ins` and `outs` dictionaries that serve as keyword arguments to initialize the system's default inlets and outlets. \n",
    "\n",
    "The signature of a SystemFactory is `f(ID=None, ins=None, outs=None, mockup=False, area=None, udct=None, ...)`. The additional parameters (i.e. mockup, area, and udct) will be discussed in the next section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mock systems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When creating a biorefinery, we may not be interested in all the subsystems we created with SystemFactory objects. We can save a few milliseconds in computational time (per system) by using mock systems:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MockSystem(\n",
      "    ins=[0-U201, 1-T203, 0-T204, 1-T206],\n",
      "    outs=[S202-0, U202-0, S202-1],\n",
      "    units=[U201, U202, M201, S201, T202,\n",
      "           H201, T203, P201, T204, T205,\n",
      "           P202, M202, H202, T206, C201,\n",
      "           C202, P203, S202]\n",
      ")\n",
      "MockSystem(\n",
      "    ins=[0-F301, 0-T303],\n",
      "    outs=[T304-0, H302-1, P303-0, F301-1],\n",
      "    units=[F301, P306, M301, H301, R301,\n",
      "           T301, C301, S302, D301, M302,\n",
      "           P301, D302, P302, H302, M303,\n",
      "           D303, P303, H303, U301, H304,\n",
      "           T302, P304, T303, P305, M304,\n",
      "           T304]\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "main_flowsheet.clear() # Remove previous unit operations to prevent ID-conflict warnings\n",
    "juicing_sys = create_juicing_system(\n",
    "    outs=[sucrose_solution],\n",
    "    mockup=True\n",
    ") \n",
    "sucrose_to_ethanol_sys = create_sucrose_to_ethanol_system(\n",
    "    ins=[sucrose_solution, denaturant],\n",
    "    mockup=True\n",
    ") \n",
    "# Note that mock systems don't have anything other than `ins`, `outs`, and `units` \n",
    "juicing_sys.show()\n",
    "sucrose_to_ethanol_sys.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true,
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can create the system using the flowsheet\n",
    "sugarcane_to_ethanol_sys = main_flowsheet.create_system('sugarcane_to_ethanol_sys')\n",
    "sugarcane_to_ethanol_sys.simulate()\n",
    "sugarcane_to_ethanol_sys.diagram(format='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stream: ethanol from <StorageTank: T304>\n",
      "phase: 'l', T: 339.26 K, P: 101325 Pa\n",
      "flow (kmol/hr): Water    10.4\n",
      "                Ethanol  491\n",
      "                Octane   4.39\n"
     ]
    }
   ],
   "source": [
    "sucrose_to_ethanol_sys.outs[0].show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the area naming convention"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The area naming convention follows {letter}{area + number} where the letter depends on\n",
    "the unit operation as follows:\n",
    "\n",
    "* C: Centrifuge\n",
    "* D: Distillation column\n",
    "* E: Evaporator\n",
    "* F: Flash tank\n",
    "* H: Heat exchange\n",
    "* K: Compressor\n",
    "* Ʞ: Turbine\n",
    "* M: Mixer\n",
    "* P: Pump (including conveying belt)\n",
    "* R: Reactor\n",
    "* S: Splitter (including solid/liquid separator)\n",
    "* T: Tank or bin for storage\n",
    "* U: Other units\n",
    "* V: Valve\n",
    "* J: Junction, not a physical unit (serves to adjust streams)\n",
    "* PS: Process specificiation, not a physical unit (serves to adjust streams)\n",
    "\n",
    "For example, the first mixer in area 100 would be named M101. When calling a SystemFactory object, we can pass the `area` to name unit operations according to the area convention. In the following example, we name all unit operations in the juicing system under area 300:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MockSystem(\n",
      "    ins=[0-U301, 1-T302, 0-T303, 1-T305],\n",
      "    outs=[U306-0, U302-0, U306-1],\n",
      "    units=[U301, U302, M301, U303, T301,\n",
      "           H301, T302, P301, T303, T304,\n",
      "           P302, M302, H302, T305, U304,\n",
      "           U305, P303, U306]\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "main_flowsheet.clear() # Remove previous unit operations\n",
    "juicing_sys = create_juicing_system(area=300, mockup=True) \n",
    "juicing_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To access unit operations by their default ID (as originally defined in SystemFactory code), you can request a unit dictionary by passing `udct`=True:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<CrushingMill: U301>\n"
     ]
    }
   ],
   "source": [
    "main_flowsheet.clear() # Remove previous unit operations\n",
    "# When udct is True, both the system and the unit dictionary are returned \n",
    "juicing_sys, udct = create_juicing_system(mockup=True, area=300, udct=True) \n",
    "unit = udct['U201']\n",
    "print(repr(unit)) # Originally, this unit was named U201"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating system factories "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a SystemFactory object for mixing in gasoline to ethanol: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SystemFactory(\n",
      "    f=<create_denature_ethanol_sys(ins, outs)>,\n",
      "    ID='denature_ethanol_sys',\n",
      "    ins=[dict(ID='dehydrated_ethanol',\n",
      "              Water=0.001,\n",
      "              Ethanol=0.999,\n",
      "              total_flow=90500000.0,\n",
      "              units='kg/hr'),\n",
      "         dict(ID='denaturant',\n",
      "              price=0.756)],\n",
      "    outs=[dict(ID='denatured_ethanol',\n",
      "               price=0.789)]\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "from biosteam import System, SystemFactory\n",
    "\n",
    "@SystemFactory(\n",
    "    ID='denature_ethanol_sys',\n",
    "    ins=[dict(ID='dehydrated_ethanol',\n",
    "              Water=0.001,\n",
    "              Ethanol=0.999,\n",
    "              total_flow=9.05e7,\n",
    "              units='kg/hr'),\n",
    "         dict(ID='denaturant',\n",
    "              price=0.756)],\n",
    "    outs=[dict(ID='denatured_ethanol',\n",
    "               price=0.789)]\n",
    ")\n",
    "def create_denature_ethanol_sys(ins, outs):\n",
    "    # ins and outs will be stream objects\n",
    "    dehydrated_ethanol, denaturant = ins\n",
    "    denatured_ethanol, = outs\n",
    "    M1 = bst.Mixer('M1', ins=(dehydrated_ethanol, denaturant))\n",
    "    S1 = bst.StorageTank('S1', ins=M1-0, outs=denatured_ethanol)\n",
    "\n",
    "    # Create the specification function.\n",
    "    @M1.add_specification\n",
    "    def adjust_denaturant_flow():\n",
    "        denaturant_over_ethanol_flow = 0.02 / 0.98 # A mass ratio\n",
    "        denaturant.imass['Octane'] = denaturant_over_ethanol_flow * dehydrated_ethanol.F_mass\n",
    "        M1.run() # Run mass and energy balance\n",
    "        \n",
    "# The system factory builds a system from units created by the function\n",
    "create_denature_ethanol_sys.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the system and simulate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: denature_ethanol_sys\n",
      "ins...\n",
      "[0] dehydrated_ethanol  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    composition (%): Water    0.1\n",
      "                     Ethanol  99.9\n",
      "                     -------  9.05e+07 kg/hr\n",
      "[1] denaturant  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    composition (%): Octane  100\n",
      "                     ------  1.85e+06 kg/hr\n",
      "outs...\n",
      "[0] denatured_ethanol  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    composition (%): Water    0.098\n",
      "                     Ethanol  97.9\n",
      "                     Octane   2\n",
      "                     -------  9.23e+07 kg/hr\n"
     ]
    }
   ],
   "source": [
    "main_flowsheet.clear() # Remove previous unit operations\n",
    "denature_ethanol_sys = create_denature_ethanol_sys()\n",
    "denature_ethanol_sys.simulate()\n",
    "denature_ethanol_sys.show('cwt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Biorefinery systems can be created by connecting smaller systems, allowing us to create alternative configurations with ease. The [biorefineries](https://github.com/BioSTEAMDevelopmentGroup/Bioindustrial-Park) library has yet to fully implement SystemFactory objects across all functions that create systems, but that is the goal."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### System meshes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A [system mesh](../API/process_tools/SystemMesh.txt) represents a group of connected units, systems, or system factories. Their plug-and-play interface makes them more readable and flexible than system factories. In the following example, we will recreate the `sugarcane_to_ethanol_system` using a system mesh object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SystemMesh:\n",
      "juicing (create_juicing_system)\n",
      "ins  [0] sugarcane\n",
      "     [1] H3PO4\n",
      "     [2] lime\n",
      "     [3] polymer\n",
      "outs [0] screened_juice to 0-ethanol_production\n",
      "     [1] bagasse\n",
      "     [2] fiber_fines\n",
      "ethanol_production (create_sucrose_to_ethanol_system)\n",
      "ins  [0] screened_juice from juicing-0\n",
      "     [1] denaturant\n",
      "outs [0] ethanol\n",
      "     [1] stillage\n",
      "     [2] recycle_process_water\n",
      "     [3] evaporator_condensate\n"
     ]
    }
   ],
   "source": [
    "from biosteam import SystemMesh\n",
    "\n",
    "# Add system factories to the mesh.\n",
    "# Inlet and outlet streams with the same names are automatically\n",
    "# connected unless autoconnect=False is passed.\n",
    "SM = SystemMesh()\n",
    "SM.add('juicing', create_juicing_system) # Can add a Unit, System, or SystemFactory object\n",
    "SM.add('ethanol_production', create_sucrose_to_ethanol_system)\n",
    "\n",
    "# Alternatively:\n",
    "# SM = SystemMesh()\n",
    "# SM.add('juicing', create_juicing_system, autoconnect=False)\n",
    "# SM.add('ethanol_production', create_sucrose_to_ethanol_system, autoconnect=False)\n",
    "# SM.connect(outlet='screened_juice', inlet='screened_juice')\n",
    "\n",
    "# Note how all inlets and outlets of each area are named\n",
    "SM.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stream: ethanol from <StorageTank: T304>\n",
      "phase: 'l', T: 339.26 K, P: 101325 Pa\n",
      "composition (%): Water    0.807\n",
      "                 Ethanol  97\n",
      "                 Octane   2.15\n",
      "                 -------  2.33e+04 kg/hr\n"
     ]
    }
   ],
   "source": [
    "main_flowsheet.clear() # Remove previous unit operations\n",
    "sugarcane_to_ethanol_sys = SM(ID='sugarcane_to_ethanol_sys')\n",
    "sugarcane_to_ethanol_sys.simulate()\n",
    "ethanol = sugarcane_to_ethanol_sys.flowsheet('ethanol')\n",
    "ethanol.show('cwt')"
   ]
  }
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