Added(A)/Deleted(D) following books

 A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-2-Molecular_Diffusion_-_Principles_of_Mass_Transfer_and_Separation_Process_by_Binay_K_Dutta.ipynb
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-3-Convective_Mass_Transfer_and_Mass_Transfer_Coefficient.ipynb
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-4-Interphase_Mass_Transfer.ipynb
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-5-Gas-Liquid_Contacting_Equipment.ipynb
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/screenshots/chapter2_example_2.3_plot.png
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/screenshots/chapter2_example_2.4_plot.png
A  PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/screenshots/chapter4_example_4.5_plot.png

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diff --git a/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-2-Molecular_Diffusion_-_Principles_of_Mass_Transfer_and_Separation_Process_by_Binay_K_Dutta.ipynb b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-2-Molecular_Diffusion_-_Principles_of_Mass_Transfer_and_Separation_Process_by_Binay_K_Dutta.ipynb
new file mode 100644
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+++ b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-2-Molecular_Diffusion_-_Principles_of_Mass_Transfer_and_Separation_Process_by_Binay_K_Dutta.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 2 Molecular Diffusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.1 pgno:10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Molar average velocity of gas mixture is: 0.0303 m/s\n",
+      "Mass average velocity of gas mixture is: 0.029 m/s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Calculation of average velocities\n",
+    "\n",
+    "N2 = 0.05   #mole fraction of Nitrogen denoted as 1\n",
+    "H2 = 0.15   #mole fraction of Hydrogen denoted as 2\n",
+    "NH3 = 0.76  #mole fraction of Ammonia denoted as 3\n",
+    "Ar = 0.04   #mole fraction of Argon denoted as 4\n",
+    "u1 = 0.03\n",
+    "u2 = 0.035\n",
+    "u3 = 0.03\n",
+    "u4 = 0.02\n",
+    "#Calculating molar average velocity\n",
+    "U = N2*u1 + H2*u2 + NH3*u3 + Ar*u4\n",
+    "print 'Molar average velocity of gas mixture is: %.4f m/s'%U\n",
+    "#Calculating of mass average velocity\n",
+    "M1 = 28\n",
+    "M2 = 2\n",
+    "M3 = 17\n",
+    "M4 = 40\n",
+    "M = N2*M1 + H2*M2 + NH3*M3 + Ar*M4\n",
+    "u = (1/M)*(N2*M1*u1 + H2*M2*u2 + NH3*M3*u3 + Ar*M4*u4)\n",
+    "print 'Mass average velocity of gas mixture is: %.3f m/s'%u"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.2 pgno:16"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Time for complete evaporation is: 15.93 hours\n",
+      "(b) Time for disappearance of water is: 8.87 hours\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Diffusion of A through non-diffusing B\n",
+    "\n",
+    "from math import log\n",
+    "from math import exp\n",
+    "import numpy as np\n",
+    "\n",
+    "#Calcualtion for (a) part\n",
+    "#calculating vapor pressure of water at 301K\n",
+    "pv = exp(13.8573 - (5160.2/301))   #in bar\n",
+    "#wet-bulb temperature is 22.5 degree centigrade\n",
+    "#calculating mean air-film temperature\n",
+    "Tm = ((28+22.5)/2)+273  #in kelvin\n",
+    "#calculating diffusion coefficient\n",
+    "Dab = ((0.853*(30.48**2))*((298.2/273)**1.75))/(3600*10000)   #in m^2/s\n",
+    "l = 2.5e-3     #in m\n",
+    "P = 1.013      #in bar\n",
+    "R = 0.08317    #Gas constant\n",
+    "pAo = exp(13.8573 - (5160.2/295.2))    #vapor pressure of water at the wet-bulb temperature, 22.2C\n",
+    "pAl = 0.6*round(pv,4)\n",
+    "Na = (((round(Dab,7)*P)/(R*298.2*l))*log((P-pAl)/(P-round(pAo,3))))*18     #in kg/m^2s\n",
+    "#amount of water per m^2 of floor area is\n",
+    "thickness = 2e-3\n",
+    "Amount = thickness*1    #in m^3 \n",
+    "#density of water is 1000kg/m^3\n",
+    "#therefore in kg it is\n",
+    "amount = Amount*1000\n",
+    "Time_for_completion = amount/Na   #in seconds\n",
+    "Time_for_completion_hours = Time_for_completion/3600\n",
+    "print '(a) Time for complete evaporation is: %.2f'%Time_for_completion_hours,'hours'\n",
+    "\n",
+    "#Calculation for (b) part\n",
+    "water_loss = 0.1   #in kg/m^2.h\n",
+    "water_loss_by_evaporation = Na*3600\n",
+    "total_water_loss = water_loss + water_loss_by_evaporation\n",
+    "time_for_disappearance = amount/total_water_loss\n",
+    "print '(b) Time for disappearance of water is: %0.2f'%time_for_disappearance,'hours'\n",
+    "#Answers may vary due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.3 pgno:17"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) The molar flux of Ammonia is:1.922E-05 gmol/cm^2.s\n",
+      "(b) and (c)\n",
+      "Velocity of A is 0.522 cm/s\n",
+      "Velocity of B is 0.000 cm/s\n",
+      "Mass average velocity of A is 0.439 cm/s\n",
+      "Molar average velocity of A is 0.47 cm/s\n",
+      "(d) Molar flux of NH3 is 3.062E-06 gmol/cm^2.s\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.text.Text at 0xa093160>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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dzKyDmTUFhgEVWtDMbD9CUji3qqQgItKYmMH48WHy2wMPxBRD1N/EzWwQcCtQ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\nQIlBREQqUGIQEZEKlBhERKSC/wMlMWMmKfP/ywAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x9ed0c18>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Calculation of flux and velocity\n",
+    "\n",
+    "%matplotlib inline\n",
+    "from math import log\n",
+    "from math import exp\n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "#calculation for (a) part\n",
+    "l = 1         #thickness of air in cm\n",
+    "pAo = 0.9     #in atm\n",
+    "pAl = 0.1     #in atm\n",
+    "Dab = 0.214   #in cm^2/s\n",
+    "T = 298       #in K\n",
+    "P = 1         #in atm\n",
+    "R = 82.1      #in (cm^3)(atm)/(K)(gmol)\n",
+    "#calculating molar flux of ammonia\n",
+    "Na = ((Dab*P)/(R*T*l))*log((P-pAl)/(P-pAo))\n",
+    "print '(a) The molar flux of Ammonia is:%0.3E'%Na,'gmol/cm^2.s'\n",
+    "\n",
+    "#calculation for (b) and (c) part\n",
+    "Nb = 0        #air is non-diffusing\n",
+    "U = (Na/(P/(R*T)))     #molar average velocity\n",
+    "yA = pAo/P\n",
+    "yB = pAl/P\n",
+    "uA = U/yA           #\n",
+    "uB = 0              #since Nb=0\n",
+    "Ma = 17\n",
+    "Mb = 29\n",
+    "M = Ma*yA + Mb*yB\n",
+    "u = uA*yA*Ma/M      #since u =(uA*phoA + uB*phoB)/pho\n",
+    "print '(b) and (c)'\n",
+    "print 'Velocity of A is %0.3f'%uA,'cm/s'\n",
+    "print 'Velocity of B is %0.3f'%uB,'cm/s'\n",
+    "print 'Mass average velocity of A is %0.3f'%u,'cm/s'\n",
+    "print 'Molar average velocity of A is %0.2f'%U,'cm/s'\n",
+    "\n",
+    "#calculation for (d) part\n",
+    "Ca = pAo/(R*T)\n",
+    "Ia = Ca*(uA - u)      #molar flux of NH3 relative to an observer moving\n",
+    "                      #with the mass average velocity \n",
+    "print '(d) Molar flux of NH3 is %0.3E'%Ia,'gmol/cm^2.s'\n",
+    "\n",
+    "z = []\n",
+    "pa =[]\n",
+    "for i in np.arange(0,1,0.01):\n",
+    "    z.append(i)\n",
+    "    \n",
+    "for i in range(0,len(z)):\n",
+    "    pa.append(1-(0.1*exp(2.197*z[i])))\n",
+    "    \n",
+    "from matplotlib.pyplot import plot\n",
+    "plot(z,pa);\n",
+    "plt.xlabel('z(cm)');\n",
+    "plt.ylabel('pA(atm)');\n",
+    "#Answers may vary due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Example 2.4 pgno:19"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Rate of diffusion of oxygen 7.151E-10 kmol/s\n",
+      "(b) The partial pressure gradient of oxygen at midway in diffusion path is: -4.25 bar/m\n",
+      "(c)\n",
+      "Molar average velocity and diffusion velocities at \"midway\"\n",
+      "Molar average velocity in z-direction is 9.9E-05 m/s\n",
+      "The diffusion velocity of oxygen 7.9E-04 m/s\n",
+      "The diffusion velocity of Nitrogen -9.9E-05 m/s\n",
+      "Molar average velocity and diffusion velocities at \"top of tube\"\n",
+      "Molar average velocity in z-direction is 9.9E-05 m/s\n",
+      "The diffusion velocity of oxygen 3.72E-04 m/s\n",
+      "The diffusion velocity of Nitrogen -9.9E-05 m/s\n",
+      "Molar average velocity and diffusion velocities at \"bottom of tube\"\n",
+      "Molar average velocity in z-direction is 9.9E-05 m/s\n",
+      "The diffusion velocity of oxygen is not infinity\n",
+      "The diffusion velocity of Nitrogen -9.9E-05 m/s\n",
+      "(d)\n",
+      "New molar flux of (A) 4.95E-06 kmol/m^2.s\n",
+      "New molar flux of (B) 7.19E-06 kmol/m^2.s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ogmzw96am8BARkYyS3PQkIiIJoEQhIiIZKVGIiEhGShQiIpKREoWIiGSkRCEi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\nAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x3659630>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Flux, velocity and pressure gradient\n",
+    "\n",
+    "#calculation of (a) part\n",
+    "#given data\n",
+    "from math import log\n",
+    "from math import pi\n",
+    "from math import exp\n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "T = 298              #in kelvin\n",
+    "P = 1.013            #in bar\n",
+    "pAl = 0              #partial pressure of oxygen(A) at liquid surface\n",
+    "pAo = 0.21*1.013     #partial pressure of oxygen at open mouth\n",
+    "l = 0.05             #length of diffusion path in m\n",
+    "Dab = 2.1e-5         #diffusivity in m^2/s\n",
+    "R = 0.08317          #in m^3.bar.kmol.K\n",
+    "Na = Dab*P*log((P-pAl)/(P-pAo))/(R*T*l)       #in kmol/m^2.s\n",
+    "area = (pi/4)*(0.015)**2\n",
+    "rate = area*Na\n",
+    "print '(a) Rate of diffusion of oxygen %0.3E'%rate,'kmol/s'\n",
+    "z = []\n",
+    "pa =[]\n",
+    "for i in np.arange(0,1,0.01):\n",
+    "    z.append(i)\n",
+    "    \n",
+    "for i in range(0,len(z)):\n",
+    "    pa.append(P-(P-pAo)*exp((R*T*Na*z[i])/(Dab*P)))\n",
+    "    \n",
+    "from matplotlib.pyplot import plot\n",
+    "plt.plot(z,pa);\n",
+    "plt.xlabel('z(cm)');\n",
+    "plt.ylabel('pA(atm)');\n",
+    "\n",
+    "#calculation of (b) part\n",
+    "z = 0.025           #diffusion path\n",
+    "pA = 0.113          #in bar\n",
+    "#we have to find partial pressure gradient of oxygen at mid way of diffusion path\n",
+    "#let dpA/dz = ppd\n",
+    "ppd = -(R*T*round(Na,8)*(P-pA))/(Dab*P)\n",
+    "print '(b) The partial pressure gradient of oxygen at midway in diffusion path is: %0.2f'%ppd,'bar/m'\n",
+    "\n",
+    "#calculation of (c) part\n",
+    "uA = Na*(R*T/pA)     #velocity of oxygen\n",
+    "uB = 0               #since nitrogen is non-diffusing hence Nb = 0\n",
+    "U = pA*uA/P          #since U=1/C*(uA*Ca + uB*Cb)\n",
+    "vAd = uA - U         #diffusion velocity of oxygen\n",
+    "vBd = uB - U         #diffusion velocity of nitrogen\n",
+    "print '(c)'\n",
+    "print 'Molar average velocity and diffusion velocities at \"midway\"'\n",
+    "print 'Molar average velocity in z-direction is %0.1E'%U,'m/s'\n",
+    "print 'The diffusion velocity of oxygen %0.1E'%vAd,'m/s'\n",
+    "print 'The diffusion velocity of Nitrogen %0.1E'%vBd,'m/s'\n",
+    "#at z=0(at top of tube)\n",
+    "uA = Na*(R*T/pAo)\n",
+    "uB = 0\n",
+    "U = pAo*uA/P\n",
+    "vAd = uA - U\n",
+    "vBd = uB - U\n",
+    "print 'Molar average velocity and diffusion velocities at \"top of tube\"'\n",
+    "print 'Molar average velocity in z-direction is %0.1E'%U,'m/s'\n",
+    "print 'The diffusion velocity of oxygen %0.2E'%vAd,'m/s'\n",
+    "print 'The diffusion velocity of Nitrogen %0.1E'%vBd,'m/s'\n",
+    "#at z=0.05(at bottom of tube)\n",
+    "#uA = inf\n",
+    "uB = 0\n",
+    "U = pAo*uA/P\n",
+    "vAd = uA - U\n",
+    "vBd = uB - U\n",
+    "print 'Molar average velocity and diffusion velocities at \"bottom of tube\"'\n",
+    "print 'Molar average velocity in z-direction is %0.1E'%U,'m/s'\n",
+    "print 'The diffusion velocity of oxygen is not infinity'\n",
+    "print 'The diffusion velocity of Nitrogen %0.1E'%vBd,'m/s'\n",
+    "\n",
+    "#calculation of (d) part\n",
+    "V = -2*U\n",
+    "pA = 0.113\n",
+    "Nad = round(Na,8) - V*(pA/(R*T))\n",
+    "Nbd = 0 - (P - pA)*V/(R*T)\n",
+    "print '(d)'\n",
+    "print 'New molar flux of (A) %0.2E'%Nad,'kmol/m^2.s'\n",
+    "print 'New molar flux of (B) %0.2E'%Nbd,'kmol/m^2.s'\n",
+    "#Answers may vary due to round off errors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.5 pgno:21"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) The air-film thickness is :0.00193 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Diffusion with changing bulk concentration\n",
+    "\n",
+    "from math import log\n",
+    "#given data\n",
+    "area = 3*4           #in m^2\n",
+    "mperarea = 3.0/12    #in kg/m^2\n",
+    "#part (a)\n",
+    "P = 1.013            #in bar\n",
+    "Dab = 9.95e-6        #in m^2/s\n",
+    "R = 0.08317          #in m^3.bar./K.kmol\n",
+    "T = 273+27           #in K\n",
+    "#let d=1\n",
+    "d = 1                #in m\n",
+    "pAo = 0.065          #partial pressure of alcohol on liquid surface\n",
+    "pAd = 0              #partial pressure over d length of stagnant film of air\n",
+    "Na = (Dab*P*log((P-pAd)/(P-pAo)))/(R*T*d)     #in kmol/m^2.s\n",
+    "Na = Na*60           #in kg/m^2.s\n",
+    "flux = mperarea/(5*60)   #since the liquid evaporates completely in 5 minutes\n",
+    "#now we have to find the value of d\n",
+    "d = Na/flux\n",
+    "print '(a) The air-film thickness is :%0.5f'%d,'m'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.6 pgno:24"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a)\n",
+      "The steady-state flux is: 3.35E-06 kmol/m^2.s\n",
+      "The rate of transport of N2 from vessel 1 to 2: 6.6E-09 kmol/s\n",
+      "(b)\n",
+      "The flux and the rate of transport of oxygen is: -3.35E-06 kmol/m^2.s\n",
+      "(c)\n",
+      "Partial pressure at a point 0.05m from vessel 1 is: 1.2 atm\n",
+      "(d)\n",
+      "Net or total mass flux: -1.340E-05 kmol/m^2.s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Equimolar counterdiffusion\n",
+    "\n",
+    "from math import pi\n",
+    "#given data\n",
+    "#part (a)\n",
+    "Dab = 0.23e-4*0.5*(293.0/316)**1.75     #in m^2/s\n",
+    "pA1 = 2*0.8           #in atm\n",
+    "pA2 = 2*0.2           #in atm\n",
+    "l = 0.15              #in m\n",
+    "R = 0.0821            #in m^3.atm./K.kmol\n",
+    "T = 293               #in K\n",
+    "Ma = 28\n",
+    "Mb = 32\n",
+    "Na = Dab*(pA1-pA2)/(R*T*l)   #in kmol/m^2.s\n",
+    "area = pi/4*(0.05)**2     #in m^2\n",
+    "rate = area*Na\n",
+    "print '(a)'\n",
+    "print 'The steady-state flux is: %0.2E'%Na,'kmol/m^2.s'\n",
+    "print 'The rate of transport of N2 from vessel 1 to 2: %0.1E'%rate,'kmol/s'\n",
+    "\n",
+    "#part (b)\n",
+    "Nb = -Na\n",
+    "print '(b)'\n",
+    "print 'The flux and the rate of transport of oxygen is: %0.2E'%Nb,'kmol/m^2.s'\n",
+    "\n",
+    "#part (c)\n",
+    "#let dpA/dz = ppg\n",
+    "dz = 0.05               #in m\n",
+    "ppg = (pA2 - pA1)/l     #in atm/m\n",
+    "pA = pA1 + (ppg)*dz     #in atm\n",
+    "print '(c)'\n",
+    "print 'Partial pressure at a point 0.05m from vessel 1 is: %0.1f'%pA,'atm'\n",
+    "\n",
+    "#part (d)\n",
+    "nt = Ma*Na + Mb*Nb\n",
+    "print '(d)'\n",
+    "print 'Net or total mass flux: %0.3E'%nt,'kmol/m^2.s'\n",
+    "#Answers may vary due to round off errors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.7 pgno:25"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Methanol flux: 4.64e-05 kmol/m^2.s\n",
+      "Water flux: -4.06e-05 kmol/m^2.s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Non-equimolar counterdiffusion in distillation of a binary mixture\n",
+    "\n",
+    "from math import log\n",
+    "#given data\n",
+    "Ha = 274.6*32     #molar latent heat of methanol(a)\n",
+    "Hb = 557.7*18     #molar latent heat of water(b)\n",
+    "yAl = 0.76        #mole fraction of methanol in the vapour\n",
+    "yAo = 0.825       #mole fraction of methanol in the vapour at the liquid-vapour interface\n",
+    "P = 1             #in atm\n",
+    "l = 1e-3          #in m\n",
+    "T =344.2          #in K\n",
+    "R = 0.0821        #m^3.atm./K.kmol\n",
+    "Dab = 1.816e-5    #in m^2/s\n",
+    "Na = Dab*P*log((1-0.1247*yAl)/(1-0.1247*yAo))/(0.1247*R*T*l)\n",
+    "print 'Methanol flux: %0.2e'%Na,'kmol/m^2.s'\n",
+    "Nb = -(Ha/Hb)*Na\n",
+    "print 'Water flux: %0.2e'%Nb,'kmol/m^2.s'\n",
+    "#Answers may vary due to round off errors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.8 pgno:27"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Value of pA1 is 0.937 atm\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Equimolar counterdiffusion in an interconnected system\n",
+    "\n",
+    "#given values\n",
+    "from math import exp\n",
+    "V1 = 3000      #in cm^3\n",
+    "V2 = 4000      #in cm^3\n",
+    "Dab = 0.23     #in cm^2/s\n",
+    "Dba = 0.23     #in cm^2/s\n",
+    "l1 = 4         #in cm\n",
+    "d1 = 0.5       #in cm\n",
+    "l2 = 2         #in cm\n",
+    "d2 = 0.3       #in cm\n",
+    "pA3 = 1        #in atm\n",
+    "#unknowns\n",
+    "# pA1   and   pA2\n",
+    "# dpA1bydt = (Dab/V1*l1)*((pA1)-(pA2))*((math.pi*(d1**2))/4)\n",
+    "#on integrating using Laplace trandformation\n",
+    "# initial conditions\n",
+    "t=18000       #in seconds\n",
+    "pA1 = 1-0.57*(exp((-1.005)*(10**(-6))*t)-exp((-7.615)*(10**(-6))*t))\n",
+    "print 'Value of pA1 is %0.3f'%pA1,'atm'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Example 2.10 pgno:34"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Value of flux of water vapour: 2.96E-05 kmol/m^2.s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Diffusion of only one component in a three-component mixture\n",
+    "\n",
+    "#given values\n",
+    "from math import log\n",
+    "y1l = 0           #mol fraction of dry air\n",
+    "y10 = (17.53/760) #mol fraction of water\n",
+    "l = 1.5           #in mm\n",
+    "C = 0.0409        #in kmol/m^3 : calculated by P/RT\n",
+    "D12 = 0.923       #Diffusivity of hydrogen over water\n",
+    "D13 = 0.267       #Diffusivity of oxygen over water\n",
+    "y2 = 0.6          #mole fraction of hydrogen\n",
+    "y3 = 0.4          #mole fraction of oxygen\n",
+    "D1m = 1/((y2/D12)+(y3/D13))       #calculating mean diffusivity\n",
+    "Ni = (D1m*C*1000/(l*10000))*log((1-y1l)/(1-y10))\n",
+    "print 'Value of flux of water vapour: %0.2E'%Ni,'kmol/m^2.s'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.11 pgno:35"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Flux of ethane 4.804E-05 gmol/cm^2.s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Multicomponent diffusion\n",
+    "\n",
+    "from math import log\n",
+    "#given data\n",
+    "y1 = 0.4          #mole fraction of ethane(1)\n",
+    "y2 = 0.3          #mole fraction of ethylene(2)\n",
+    "y3 = 0.3          #mole fraction of hydrogen(3)\n",
+    "#calculating D13\n",
+    "#The Lennard-Jones parameters are\n",
+    "sigma1 = 4.443    #in angstrom\n",
+    "sigma2 = 4.163    #in angstrom\n",
+    "sigma3 = 2.827    #in angstrom\n",
+    "e1byk = 215.7\n",
+    "e2byk = 224.7\n",
+    "e3byk = 59.7\n",
+    "sigma13 = (sigma1 + sigma3)/2     #in angstrom\n",
+    "e13byk = (e1byk*e3byk)**0.5\n",
+    "kTbye13 = 993/113.5\n",
+    "ohmD13 = 0.76      #from collision integral table\n",
+    "D13 = ((0.001858)*(993**1.5)*((1.0/30)+(1.0/2))**0.5)/((2)*(sigma13**2)*(ohmD13))\n",
+    "#calculating D23\n",
+    "sigma23 = (sigma2+sigma3)/2\n",
+    "kTbye23 = ((993/224.7)*(993/59.7))*0.5\n",
+    "ohmD23 = 0.762\n",
+    "D23 = (0.001858*(993**1.5)*((1.0/28)+(1.0/2))**0.5)/(2*(sigma23**2)*ohmD23)\n",
+    "D = (D13+D23)/2   #in cm^2/s\n",
+    "l = 0.15          #in cm\n",
+    "#at z=0 (bulk gas)\n",
+    "y10 = 0.6\n",
+    "y20 = 0.2\n",
+    "y30 = 0.2\n",
+    "#at z=l (catalyst surface)\n",
+    "y1l = 0.4\n",
+    "y2l = 0.3\n",
+    "y3l = 0.3\n",
+    "C = 2.0/(82.1*993)   #calculated by P/RT\n",
+    "N1 = (D*C/l)*log((y10+y20)/(y1l+y2l))\n",
+    "print 'Flux of ethane %0.3E'%N1,'gmol/cm^2.s'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.12  pgno:43"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The liquid-film thickness is:  0.0004 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Liquid-phase diffusion\n",
+    "\n",
+    "#given data\n",
+    "from math import pi\n",
+    "rc = 5e-4        #in m\n",
+    "D = 7e-10        #in m^2/s\n",
+    "Cab = 1          #in kmol/m^3\n",
+    "Na = 3.15e-6     #in kmol/m^2.s\n",
+    "W = 4*pi*(rc**2)*Na    #the rate of reaction\n",
+    "#let (rc+delta)/delta = 1\n",
+    "w1 = 4*pi*D*Cab*rc*1   #flux of the reactant to the surface of the catalyst\n",
+    "rcplusdelta = W/w1\n",
+    "delta = rc/(rcplusdelta-1)      #stagnant liquid-film thickness \n",
+    "print 'The liquid-film thickness is: ',delta,'m'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 2.13 pgno:46"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tortuosity factor is:  2.5\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Diffusivity determination--diaphragm cell\n",
+    "\n",
+    "#given data\n",
+    "from math import log\n",
+    "from math import pi\n",
+    "V1 = 60.2        #in cm^3; volume of compartment 1\n",
+    "V2 = 59.3        #volume of compartment 2 in cm^3\n",
+    "Ca1i = 0.3       #initial concentration of KCl in compartment 1\n",
+    "Ca2i = 0         #initial concentration of KCl in compartment 2\n",
+    "Ca1f = 0.215     #final concentration of KCl in compartment 1\n",
+    "Ca2f = 0.0863    #final concentration of KCl in compartment 2\n",
+    "D = 1.51e-5      #diffusivity of KCl in cm^2/s\n",
+    "tf = 55.2*3600   #time of the experiment in s\n",
+    "#calcutaling cell constant\n",
+    "beta = (1/(D*tf))*log((Ca1i - Ca2i)/(Ca1f - Ca2f))\n",
+    "#diffusion of propionic acid\n",
+    "Cpa1i = 0.4      #initial concentration of propionic acid in compartment 1\n",
+    "Cpa2i = 0        #initial concentration of propionic acid in compartment 2\n",
+    "Cpa1f = 0.32     #final concentration of propionic acid in compartment 1\n",
+    "Cpa2f = 0.0812   #final concentration of propionic acid in compartment 2 by mass balance\n",
+    "tfp = 56.4*3600  #time for the experiment\n",
+    "Dp = (1/(beta*tfp))*log((Cpa1i-Cpa2i)/(Cpa1f-Cpa2f))   #diffusivity of the propionic acid\n",
+    "#calculating tortusity factor\n",
+    "A= (pi/4)*(3.5**2)     #area of the diaphragm\n",
+    "epsilon = 0.39    #average porosity of the diaphragm\n",
+    "l = 0.18         #thickness of hte diaphragm\n",
+    "tou = (A*epsilon/(beta*l))*(1/V1 + 1/V2)\n",
+    "print 'Tortuosity factor is: ',round(tou,1)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-3-Convective_Mass_Transfer_and_Mass_Transfer_Coefficient.ipynb b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-3-Convective_Mass_Transfer_and_Mass_Transfer_Coefficient.ipynb
new file mode 100644
index 00000000..4e0cc29f
--- /dev/null
+++ b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-3-Convective_Mass_Transfer_and_Mass_Transfer_Coefficient.ipynb
@@ -0,0 +1,284 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 3 : Convective Mass Transfer and Mass Transfer Coefficient"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 3.2 Page no. 80"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a)\n",
+      "(i) Mass transfer-coefficient is 2.161E-03 kmol/(m^2.s.dy)\n",
+      "(ii) Mass transfer-coefficient is 2.003E-03 kmol/(m^2.s.dy)\n",
+      "(iii) Mass transfer-coefficient is 0.0449 m/s\n",
+      "Coefficient of Fg: 0.0021 kmol/m^2.s\n",
+      "(b)\n",
+      "(i) kG: 2.400E-06 lbmol/s.ft^2.psi\n",
+      "(ii) kG:  1.344 lbmol/h.ft^2.atm\n",
+      "(iii) kG: 4.503E-02 lbmol/h.ft^2.inchHg\n",
+      "Thickness of the stagnant film is: 2.4E-04 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "#given data\n",
+    "from math import log\n",
+    "P = 900.3       #pressure in mmHg\n",
+    "R = 0.08317     #m^3.bar/kmol.k\n",
+    "T = 300         #in K\n",
+    "kG = 2.4E-6     #gas phase mass transfer coefficient\n",
+    "ky = P*kG\n",
+    "print '(a)'\n",
+    "print '(i) Mass transfer-coefficient is %0.3E'%ky,'kmol/(m^2.s.dy)'\n",
+    "pA1 = 0.0877     #vapor pressure of alochol in bar\n",
+    "pB1 = (1.2 - 0.0877)*760/1.013      #in mmHg\n",
+    "pA2 = 0\n",
+    "pB2 = 1.2*760/1.013   #in mmHg\n",
+    "kY = kG*pB1*pB2/P\n",
+    "print '(ii) Mass transfer-coefficient is %0.3E'%kY,'kmol/(m^2.s.dy)'\n",
+    "kc = kG*(760/1.013)*R*T\n",
+    "print '(iii) Mass transfer-coefficient is %0.4f'%kc,'m/s'\n",
+    "Fg = kG*(pB2-pB1)/(log(pB2/pB1))\n",
+    "print 'Coefficient of Fg: %0.4f'%Fg,'kmol/m^2.s'\n",
+    "print '(b)'\n",
+    "kGo = kG\n",
+    "kG1 = kG*2.2046*51.7/10.764\n",
+    "print '(i) kG: %0.3E'%kG,'lbmol/s.ft^2.psi'\n",
+    "kG2 = kG1*3600*14.69\n",
+    "print '(ii) kG: ',round(kG2,3),'lbmol/h.ft^2.atm'\n",
+    "kG3 = kG*2.2046*3600/(10.764*0.0393)\n",
+    "print '(iii) kG: %0.3E'%kG3,'lbmol/h.ft^2.inchHg'\n",
+    "pB2 = 1.2\n",
+    "pB1 = 1.2 - 0.0877\n",
+    "P = 1.2\n",
+    "Dab = 0.102*(1.013/1.185)*((300.0/273)**1.75)*1e-4     #Diffusivity value at 1.2bar and 300K\n",
+    "pBM = (pB2-pB1)/log(pB2/pB1)\n",
+    "kG4 = kG*(760/1.013)\n",
+    "d = Dab*P/(kG4*R*T*pBM)\n",
+    "print 'Thickness of the stagnant film is: %0.1E'%d,'m'\n",
+    "#Answers may vary due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 3.5 Page no. 99"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Diffusivity of H2S in water at 25C Dab: 1.17E-09 m^2/s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#given data\n",
+    "Q = 13.2e-6       #liquid flow rate (pi*r^2*v)\n",
+    "l = 0.05          #length of the jet\n",
+    "W = 34            #Molecular weight of H2S\n",
+    "P = 1.03          #total pressure in the jet chamber\n",
+    "Cai = P*(0.1136)    #kmol/m^3\n",
+    "Cab = 0\n",
+    "Rate = (4.42e-7)/W   #in m^3/s\n",
+    "#let Dab = 1\n",
+    "Dab = 1\n",
+    "rate = 4*((Dab*Q*l)**0.5)*Cai\n",
+    "Dab = ((Rate/(4*Cai))**2)/(Q*l)\n",
+    "print 'Diffusivity of H2S in water at 25C Dab: %0.2E m^2/s'%Dab"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 3.6 Page no. 100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rate of absorption of CO2 from the bubbles per minute: 4.760E-05 gmol/min\n"
+     ]
+    }
+   ],
+   "source": [
+    "#given data\n",
+    "from math import pi\n",
+    "tc = 1.0/20                   #contact time of a liquid element with a gas bubble db/vb\n",
+    "Dab = 2.19e-5\n",
+    "kL = 2*(Dab/(pi*tc))**0.5   #Mass transfer coefficient\n",
+    "tr = 0.3/0.2                #residence time of a single bubble\n",
+    "r = 1.0/2                     #radius of the bubble\n",
+    "vol = (4.0/3)*pi*(r**3)       #volume of the bubble\n",
+    "area = 4*pi*(r**2)          #surface area of the bubble\n",
+    "Cs = 1.493e-5               #solubility of CO2 water\n",
+    "Cb = 0\n",
+    "Amt = kL*area*(Cs-Cb)*tr    #amount of CO2 absorbed from a single bubble during its residence time\n",
+    "Bub = 15/vol\n",
+    "rate = Amt*Bub\n",
+    "print 'Rate of absorption of CO2 from the bubbles per minute: %0.3E gmol/min'%rate\n",
+    "#Answer vary due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 3.7 Page no.101"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a)\n",
+      "Film thickness: 2.16e-05 m\n",
+      "(b)\n",
+      "The contact time: 0.308 s\n",
+      "(c)\n",
+      "The fractional rate of surface renewal: 4.13 per sec\n"
+     ]
+    }
+   ],
+   "source": [
+    "#given data\n",
+    "from math import pi\n",
+    "p = 2                #in atm\n",
+    "x = 2.0/1640         #mole fraction\n",
+    "W = 44*x + 18*(1-x)  #Molecular wieght of the solution\n",
+    "sol = 997.0/W          #Moles of solution per m^3\n",
+    "CO2 = 55.4*x         #Moles of CO2 per m^3 solution\n",
+    "Cco = 2.3/44         #Concentration of the carbonated solution(kmol/m^3)\n",
+    "RoW = 1.0/(60*1000)      #Volume rate of input of water(m^3/s)\n",
+    "RoA = RoW*Cco        #rate of absorption of CO2 in the vessel(kmol/s)\n",
+    "V = 8e-3             #volume of the gas-liquid dispersion in the vessel(m^3)\n",
+    "a = 80               #specific interfacial area of contact between the dispersed gas snd the liquid(m^2/m^3)\n",
+    "#let kL = 1\n",
+    "kL = 1.0\n",
+    "Dab = 1.92e-9        #diffusivity of CO2\n",
+    "rateOA = V*a*(CO2-Cco)\n",
+    "kL = RoA/rateOA\n",
+    "#(a) part\n",
+    "delta = Dab/kL\n",
+    "print '(a)'\n",
+    "print 'Film thickness: %0.2e m'%delta\n",
+    "#(b) part\n",
+    "tc = (4*Dab)/(pi*(kL**2))\n",
+    "print '(b)'\n",
+    "print 'The contact time: %0.3f s'%tc\n",
+    "#(c) part\n",
+    "s = (kL**2)/(Dab)\n",
+    "print '(c)'\n",
+    "print 'The fractional rate of surface renewal: %0.2f per sec'%s"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 3.8 Page no. 104"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The effluent concentration: 1 kg/m^3\n"
+     ]
+    }
+   ],
+   "source": [
+    "#given data\n",
+    "from math import exp\n",
+    "Cb1 = 0          #concentration of the benzoic acid at the inlet\n",
+    "Cs = 3.01        #concentration of the liquid in contact with the surface of a sphere\n",
+    "dp = 0.8         #diameter of the sphere\n",
+    "vo = 2.2         #superficial liquid velocity\n",
+    "nu = 0.0095      #kinematic viscosity\n",
+    "Dab = 1e-5       #diffusivity of the solute\n",
+    "e = 0.4          #bed voidage\n",
+    "h = 70           #height of the column\n",
+    "QbyA = 2.2       #liquid flow rate per unit area of the bed\n",
+    "Re = (dp*vo)/nu  #Reynolds number\n",
+    "Sc = nu/Dab      #Schmidt number\n",
+    "ejd = 0.25*((Re)**(-0.31))    #epsilon*jD\n",
+    "Sh = ejd*Re*(Sc**(1.0/3))/e   #Sherwood number\n",
+    "kL = Sh*Dab/(dp)\n",
+    "a = 6*(1-e)/dp   #specific interfacial velocity\n",
+    "Cb2 = Cs-((Cs)/exp(kL*a*h/(QbyA)))\n",
+    "print 'The effluent concentration: %i kg/m^3'%round(Cb2,1)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-4-Interphase_Mass_Transfer.ipynb b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-4-Interphase_Mass_Transfer.ipynb
new file mode 100644
index 00000000..9b2f69b0
--- /dev/null
+++ b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-4-Interphase_Mass_Transfer.ipynb
@@ -0,0 +1,566 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 4 : Interphase Mass Transfer"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.1 Page no. 133"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) The interfacial concentrations are\n",
+      "    xi = 0.03044  and yi = 0.03653\n",
+      "\n",
+      "(b) The overall gas-phase coefficient, Ky = 2.502 kmol/(h)(m^2)(dy)\n",
+      "    The overall liquid-phase coefficients, Kx = 3.002 kmol/(h)(m^2)(dy)\n",
+      "\n",
+      "(c) The local mass flux, Na = 0.025 kmol/(h)(m^2)\n",
+      "    Fraction of the total mass transfer resistance in the gas-phase = 0.347\n",
+      "    Fraction of the total mass transfer resistance in the liquid-phase = 0.653\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Overall coefficient and driving force\n",
+    "\n",
+    "yb = 0.04             #bulk concentration of A in the gas-phase\n",
+    "xbst = yb/1.2         #xb star(equilibrium value)\n",
+    "xb = 0.025            #actual concentration of the solute in the bulk liquid\n",
+    "m = 1.2               #slope of the equilibrium line\n",
+    "#on gas phase basis\n",
+    "diff1 = 0.04 - (1.2*xb)\n",
+    "#on liquid phase basis\n",
+    "diff2 = xbst - xb\n",
+    "\n",
+    "ky = 7.2             #local individual mass transfer coefficients\n",
+    "kx = 4.6\n",
+    "xi = 0.03044         #interfacial concentration\n",
+    "yi = 1.2*xi\n",
+    "\n",
+    "Ky = 1.0/((1.0/ky)+(m/kx))             #overall gas-phase coefficient\n",
+    "Kx = 1.0/((1.0/(m*ky) + (1.0/kx)))     #overall liquid-phase coefficient\n",
+    "Na = ky*(yb - yi)\n",
+    "Mtrg = (1.0/ky)/(1.0/Ky)               #fraction of the total mass transfer resistance in the gas-phase\n",
+    "Mtrl = (1.0/kx)/(1.0/Kx)               #fraction of the total mass transfer resistance in the liquid-phase\n",
+    "print '(a) The interfacial concentrations are'\n",
+    "print '    xi = %0.5f'%xi,' and yi = %0.5f'%yi\n",
+    "print\n",
+    "print '(b) The overall gas-phase coefficient, Ky = %0.3f'%Ky,'kmol/(h)(m^2)(dy)'\n",
+    "print '    The overall liquid-phase coefficients, Kx = %0.3f'%Kx,'kmol/(h)(m^2)(dy)'\n",
+    "print\n",
+    "print '(c) The local mass flux, Na = %0.3f'%Na,'kmol/(h)(m^2)'\n",
+    "print '    Fraction of the total mass transfer resistance in the gas-phase = %0.3f'%Mtrg\n",
+    "print '    Fraction of the total mass transfer resistance in the liquid-phase = %0.3f'%Mtrl"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.2 Page no. 134"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Given mass transfer flux is 1.2 kmol/(h)(m^2) and Theorectical flux is 1.417\n",
+      "The actual overall coefficient is 21.43 kmol/(h)(m^2)(dy)\n",
+      "The interfacial resistance is 0.00714 (h)(m^2)(dy)/kmol\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Interfacial resistance to mass transfer\n",
+    "\n",
+    "#local individual mass transfer coefficients\n",
+    "ky = 60\n",
+    "kx = 35\n",
+    "#slope of the equilibrium line\n",
+    "m = 0.8\n",
+    "#local mass transfer flux\n",
+    "Nag = 1.2\n",
+    "yb = 0.08\n",
+    "xb = 0.03\n",
+    "ybst = m*xb\n",
+    "Ky = 1.0/((1.0/ky)+(m/kx))      #overall mass transfer coefficient\n",
+    "Na = Ky*(yb - ybst)             #theoretical flux\n",
+    "print 'Given mass transfer flux is %0.1f'%Nag,'kmol/(h)(m^2) and Theorectical flux is %0.3f'%Na\n",
+    "Kytrue = (Nag)/(yb - m*xb)\n",
+    "resis = (1/Kytrue) - (1/Ky)\n",
+    "print 'The actual overall coefficient is %0.2f'%Kytrue,'kmol/(h)(m^2)(dy)'\n",
+    "print 'The interfacial resistance is %0.5f'%resis,'(h)(m^2)(dy)/kmol'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.3 Page no. 134"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Flux of the solute, Na = 0.01919kmol/(h)(m^2)\n",
+      "(b) The local flux, Na = 0.00124\n",
+      "(c) The overall liquid-phase mass transfer coefficient is, Kx = 21.55kmol/(h)(m^2)(dx)\n",
+      "(d) Individual gas-phase driving force = 0.0037 mole fraction\n",
+      "    Difference of partial pressure = 0.00536 bar\n",
+      "    Overall Gas-phase driving force = 0.0272\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Application to a gas-liquid system\n",
+    "\n",
+    "P = 1.45             #Total pressure\n",
+    "mp = 3.318e4        #slope of the equilibrium relation given in the terms of partial pressure\n",
+    "xs = 0.065           #mole fraction of the solute in the bulk gas\n",
+    "pb = P*xs            #partial pressure of the solute A in the bulk gas\n",
+    "T = 303              #Temperature of the falling water\n",
+    "R = 0.08317          #universal gas constant\n",
+    "kc = 90.3            #gas-phase mass transfer coefficient\n",
+    "ky = P*kc/(R*T)      #gas-phase mass transfer coefficient\n",
+    "xi = 0.00201         #interfacial concentration of the solute in the liquid\n",
+    "yb = xs\n",
+    "fr = 0.136           #fraction of the gas-phase resistance\n",
+    "pi = mp*xi            #in mmHg\n",
+    "pi = pi*1.013/760    #in bar\n",
+    "yi = pi/P\n",
+    "m = mp/(P*(760/1.013))\n",
+    "Na = ky*(yb - yi)\n",
+    "print '(a) Flux of the solute, Na = %0.5fkmol/(h)(m^2)'%Na\n",
+    "gR = (1/ky)\n",
+    "tmR = gR/0.136\n",
+    "lR = tmR*(1-0.136)\n",
+    "kx = m/lR\n",
+    "Nanew = xi - (Na/kx)\n",
+    "print '(b) The local flux, Na = %0.5f'%Nanew\n",
+    "Kx = 1/((1/kx) + (1/(m*ky)))\n",
+    "print '(c) The overall liquid-phase mass transfer coefficient is, Kx = %0.2fkmol/(h)(m^2)(dx)'%Kx\n",
+    "deltay = yb - yi\n",
+    "deltap = P*deltay\n",
+    "deltayO = yb - m*Nanew\n",
+    "print '(d) Individual gas-phase driving force = %0.4f mole fraction'%deltay\n",
+    "print '    Difference of partial pressure = %0.5f bar'%deltap\n",
+    "print '    Overall Gas-phase driving force = %0.4f'%deltayO\n",
+    "#Answers may vary very little due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Example 4.4 Page no. 136"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a)  Concentration of SO2 in the effluent solution: 1.495e-03 mole fraction\n",
+      "     Liquid phase mass transfer coefficient: 25.7143 kmol/(h)(m^2)(dx)\n",
+      "     The surface renewal rate is: 10.9474 per second\n",
+      "(b)  New flow rate of water through the cell: 91.3 ml/min\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Mass transfer in a continuous-stirred cell\n",
+    "\n",
+    "from sympy.solvers import solve\n",
+    "from sympy import Symbol\n",
+    "Yin = 0.142/(1 - 0.142)            #14.2% SO2 was in gas flow rate\n",
+    "Yout = 0.11/(1 - 0.11)             #As 11% SO2 is in outlet gas at steady state\n",
+    "Qair = 0.0535                      #on SO2-free basis(flow rate)\n",
+    "ABspt = Qair*(Yin - Yout)          #Rate of absorption\n",
+    "Qwater = 27                        #Water flow rate(in ml/min)\n",
+    "Qwater = Qwater/18                 #in gmol/min\n",
+    "xb = ABspt/1.5                     #bulk concentration of the liquid\n",
+    "print '(a)  Concentration of SO2 in the effluent solution: %0.3e mole fraction'%xb\n",
+    "yb = 0.11                          #bulk concentration of the gas-phase\n",
+    "m = 31.3                           #slope of the equilibrium concentratin line\n",
+    "ybst = m*xb\n",
+    "Dab = 1.51e-5                      #diffusivity of SO2 in water\n",
+    "ky = 3.8                           #gas-phase mass transfer coefficient\n",
+    "ABspt = ABspt*60/1000              #in kmol/h\n",
+    "Area = 31.5/10000                  #in m^2\n",
+    "Ky = ABspt/(Area*(yb-ybst))        #overall mass-transfer coefficient\n",
+    "kx = m/((1/Ky)-(1/ky))\n",
+    "print '     Liquid phase mass transfer coefficient: %0.4f kmol/(h)(m^2)(dx)'%kx\n",
+    "#to calculate surface renewal rate\n",
+    "C = 1.0/(18.0/1000)                    #in kmol/m^3\n",
+    "kl = kx/C\n",
+    "kl = kl*100/3600\n",
+    "s = (kl*kl)/Dab\n",
+    "print '     The surface renewal rate is: %0.4f per second'%s\n",
+    "yb=0.1\n",
+    "nABspt = Qair*(Yin - (yb/0.9))\n",
+    "var = Symbol('var')\n",
+    "ybst = solve(nABspt*0.001*60 - Ky*Area*(yb-var),var)\n",
+    "xb = ybst[0]/m\n",
+    "Q = nABspt*18/xb\n",
+    "print '(b)  New flow rate of water through the cell: %0.1f ml/min'%Q\n",
+    "#Answers may vary due to round-off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.5 Page no. 137"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Interfacial concentration of the phases are xi = 0.00222  and yi = 0.0157.\n",
+      "(b) Ky = 7.28\n",
+      "    Kx = 41.2\n",
+      "    Na = 0.065\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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GvHPnTho0aEDlypXp3r0758+fT7Kcr1h69OhB1apVqVGjBvfdd198u/63337L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\ngg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x8f263c8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graphical determination of interfacial concentration\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from sympy.solvers import solve\n",
+    "from sympy import Symbol\n",
+    "#equilibrium data\n",
+    "p = [0.6,1.7,4.7,8.1,11.8,19.7,36,52,79]       #partial pressure\n",
+    "g = [0.02,0.05,0.1,0.15,0.2,0.3,0.5,0.7,1.0]   #g SO2 per 100g water\n",
+    "P = 4.5             #total pressure\n",
+    "kx = 80             #gas-phase mass transfer coefficients\n",
+    "ky = 15             #liquid-phase mass transfer coefficients\n",
+    "P = P*760/1.013     #in mmHg\n",
+    "x = []\n",
+    "y = []\n",
+    "i = 0\n",
+    "for i in range(0,len(p)):\n",
+    "    y.append(p[i]/P)\n",
+    "for i in range(0,len(g)):\n",
+    "    x.append(((g[i]/64)/((g[i]/64)+(100/18))))\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
+    "plt.plot(x,y,label='Exact plot')\n",
+    "#Point P\n",
+    "xb = 0.0014                     #the bulk concentration of two phases at the given locations\n",
+    "yb = 0.02\n",
+    "slope = -80.0/15\n",
+    "z = np.polyfit(x,y,2)\n",
+    "f = np.poly1d(z)\n",
+    "#calculate new x's and y's\n",
+    "x_new = np.linspace(x[0],x[-1],50)\n",
+    "y_new = f(x_new)\n",
+    "plt.plot(x_new,y_new,'r',label='After cuvefitting')\n",
+    "#finding the intersection point\n",
+    "xs = Symbol('xs')\n",
+    "x_int = solve(z[0]*xs**2 + z[1]*xs + z[2] + 5.3*xs - 0.0275,xs)\n",
+    "y_int = slope*x_int[1] + 0.0275\n",
+    "plt.plot(xb,yb,'bo')\n",
+    "plt.plot(x_int[1],y_int,'bo')\n",
+    "plt.plot((xb,x_int[1]),(yb,y_int),'b-')\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
+    "plt.xlabel('mol fraction \"x\"',fontsize=16)\n",
+    "plt.ylabel('mol fraction \"y\"',fontsize=16)\n",
+    "plt.title('Plot of equilibrium line and calculating interfacial concentration',fontsize=14)\n",
+    "xy=(xb,yb)\n",
+    "ax.annotate('(%s, %s)' % xy, xy=xy, textcoords='data')\n",
+    "xint = '%0.5f'%x_int[1]\n",
+    "yint = '%0.4f'%y_int\n",
+    "xy=(xint,yint)\n",
+    "ax.annotate('(%s, %s)' % xy, xy=xy, textcoords='data')\n",
+    "print '(a) Interfacial concentration of the phases are xi = %0.5f'%x_int[1],' and yi = %0.4f.'%y_int\n",
+    "m = 5.65                  #taking the equilibrium line almost linear near interfacial concentration\n",
+    "Ky = 1.0/((1.0/15)+(m/80))\n",
+    "Kx = 1.0/((1.0/(m*15))+(1.0/80))\n",
+    "Na = ky*(yb-y_int)\n",
+    "print '(b) Ky = %0.2f'%Ky\n",
+    "print '    Kx = %0.1f'%Kx\n",
+    "print '    Na = %0.3f'%Na\n",
+    "#Answers may vary due to round-off errors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.6 Page no. 148"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Operating line is  Yn+1  = 1.455Xn  + 0.001360\n",
+      "Number of real trays = 59\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Number of trays for countercurrent contact\n",
+    "\n",
+    "from math import log\n",
+    "from sympy import Symbol\n",
+    "F_C = 0.12         #feed concentration\n",
+    "Gs = 6000*(1-F_C)  #feed rate on solute free basis\n",
+    "s = 6000*F_C       #mass of solute entering\n",
+    "Yn = F_C/(1-F_C)   #feed concentration\n",
+    "Y1 = 0.00136       #exit concentration\n",
+    "Xo = 0             #entering solvent does not have any solute in it\n",
+    "Ls = 7685          #solvent input rate\n",
+    "#doing mass balance\n",
+    "X1 = Gs*(Yn - Y1)/Ls    #exit concentration of solute\n",
+    "Yn = Symbol('Yn+1')\n",
+    "sl = (Ls/Gs)\n",
+    "print 'Operating line is ',Yn,' = %0.3fXn'%sl,' + %f'%Y1\n",
+    "#Since the equilibrium line and operating lines are linear\n",
+    "#Therefore we can calculate the number of trays using Kremser equation\n",
+    "Yn = F_C/(1-F_C)\n",
+    "alpha = 1.32         #slope of the equilibrium line \n",
+    "A = Ls/(alpha*Gs)    #Absorption factor\n",
+    "#using Kremser equation\n",
+    "N = log(((Yn-(alpha*Xo))/(Y1-(alpha*Xo)))*(1-(1.0/A))+(1.0/A))/log(A)\n",
+    "Nom = N/0.4\n",
+    "print 'Number of real trays = %d'%Nom"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Example 4.7 Page no. 151"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) The test data fit the Freundlich adsorption isotherm in the form Y = aX^B\n",
+      "    After fitting the data alpha is 0.184  and beta is 1.468\n",
+      "(b) Amount of adsorbent required 609.545 kg\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Batch adsorption from a solution\n",
+    "\n",
+    "%matplotlib inline\n",
+    "from math import log\n",
+    "from math import exp\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "cl = [15,40,60,100,135,210,325,450]             #grams of clay used\n",
+    "pA = [9.1,7.81,6.93,5.66,4.76,3.38,2.44,1.48]   #% A in the solution in equilibrium\n",
+    "i=0\n",
+    "X = []\n",
+    "Y = []\n",
+    "for i in range(0,len(cl)):\n",
+    "    X.append(log((100-((90000/(100-pA[i]))-900))/cl[i]))\n",
+    "    Y.append(log(((90000/(100-pA[i]))-900)/900))\n",
+    "#fitting the log-log data with degree 1\n",
+    "z = np.polyfit(X,Y,1)\n",
+    "f = np.poly1d(z)\n",
+    "print '(a) The test data fit the Freundlich adsorption isotherm in the form Y = aX^B'\n",
+    "print '    After fitting the data alpha is %0.3f'%exp(z[1]),' and beta is %0.3f'%z[0]\n",
+    "ads = 90           #amount of solute to be removed(in kg)\n",
+    "solv = 900         #amount of water remained(in kg)\n",
+    "Y = 10.0/solv\n",
+    "#putting in Freundlich adsorption isotherm\n",
+    "m = 90.0/(Y/exp(z[1]))**(1/z[0])\n",
+    "print '(b) Amount of adsorbent required %0.3f kg'%m\n",
+    "#Answers may vary due to round-off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.9 Page no. 154"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Amount of solvent B required in single stage contact is 4306.7\n",
+      "(b) The total amount of extracting solvent required is 1166 kg\n",
+      "(c) Required amount of solvent is 679.03 kg\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Multistage crosscurrent contact\n",
+    "\n",
+    "from sympy import Symbol\n",
+    "from sympy.solvers import solve\n",
+    "from math import log\n",
+    "Ls = 1000*(1-0.15)         #amount of the carrier phase in the feed\n",
+    "Xo = 15.0/85               #feed concentration\n",
+    "e_con = 0.15*0.05/0.85     #exit concentration\n",
+    "Y1 = 3.75*e_con            #equilibrium concentration\n",
+    "Yo = 0\n",
+    "Gs = 850*(Xo-e_con)/Y1\n",
+    "print '(a) Amount of solvent B required in single stage contact is %0.1f'%Gs\n",
+    "#an ideal three-stage crosscurrent cascade\n",
+    "#X1,X2,X3 are the intermediate concentrations\n",
+    "Gsn = Symbol('Gsn')\n",
+    "X1 = Symbol('X1')\n",
+    "X1 = solve(850*(0.1765-X1)-Gsn*3.75*X1,X1)\n",
+    "X2 = Symbol('X2')\n",
+    "X2 = solve(850*(X2-0.00882)-Gsn*3.75*0.00882,X2)\n",
+    "Gsn = solve(850*(X1[0]-X2[0])-Gsn*3.75*X2[0],Gsn)\n",
+    "nGs = 3*Gsn[0]       #total amount of solvent\n",
+    "print '(b) The total amount of extracting solvent required is %0.0f kg'%nGs\n",
+    "#using material balance for nth stage and then integrating from X= Xo to X = Xf = 0.00882\n",
+    "Gs = (850/3.75)*log(Xo/e_con)\n",
+    "print '(c) Required amount of solvent is %0.2f kg'%Gs\n",
+    "#Answers may vary due to round-off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 4.11 Page no. 158"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Flux of the drug, Na = 2.72e-03 mg/cm^2.h\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Rate of drug delivery\n",
+    "\n",
+    "Cml = 0.513              #solubility of progesterone in the polymer(mg/cm^3)\n",
+    "beta = 0.022             #partition coefficient\n",
+    "Clb = 0                  #drug concentration in the body fluid\n",
+    "Dm = 5.94e-3             #diffusivity of the drug in the polymer(in cm^2/h)\n",
+    "Dl = 2.08e-3             #diffudivity of the drug in the body(cm^2/h)\n",
+    "lm = 0.08                #thickness of the silicone membrane(cm)\n",
+    "dl = 0.008               #thickness of the diffusion fluid layer(cm)\n",
+    "Na = (beta*Cml - Clb)/((beta*lm/Dm)+(dl/Dl))\n",
+    "print 'Flux of the drug, Na = %0.2e mg/cm^2.h'%Na"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-5-Gas-Liquid_Contacting_Equipment.ipynb b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-5-Gas-Liquid_Contacting_Equipment.ipynb
new file mode 100644
index 00000000..97c75c4e
--- /dev/null
+++ b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/Chapter-5-Gas-Liquid_Contacting_Equipment.ipynb
@@ -0,0 +1,259 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 5 Gas-Liquid Equipment"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 5.1 Page no. 201"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(a) Tower diameter by Fair's method is 6.42 ft\n",
+      "    Flooding velocity by Fair's method is 5 ft\n",
+      "    Flooding velocity by Kister ans Haas method is 4.86 ft/s\n",
+      "    It is very close that is obtained by Fairs method and is acceptable\n",
+      "(b) Downcomer area = 1.767 ft^2  and downcomer liquid velocity = 0.105 ft/s\n",
+      "    These are acceptable values. So we keep the revised column diameter at Dc = 6.12 ft\n",
+      "(c) Number of holes = 3004 placed on a triangular pitch\n",
+      "(d) Select an outlet weir height of hw = 2 inches on the tray\n",
+      "(e) Dry tray pressure drop, hd = 1.75 inches of liquid\n",
+      "    how = 0.92 inch\n",
+      "    pressure drop for flow of the vapour through the liquid\n",
+      "    head loss for liquid flow below the downcomer flow, had = 0.85 inch\n",
+      "    total pressure drop = 7.27 inch of liquid\n",
+      "    The rate of entrainment is 0.0357 mol per mol gross downflow\n",
+      "    The corresponding vapour velocity at the hole at weeping is 22.5 ft/s\n",
+      "Total column height = 60 ft\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Design of a sieve tray\n",
+    "\n",
+    "from math import pi\n",
+    "from math import sqrt\n",
+    "tL = 14100.0      #top liquid rate(kg/h)\n",
+    "bL = 15300.0      #Bottom liquid rate(kg/h)\n",
+    "tG = 23300.0      #top vapour rate(kg/h)\n",
+    "bG = 24500.0      #Bottom vapour rate(kg/h)\n",
+    "phoL = 810.0      #liquid density(kg/m^3)\n",
+    "phoG = 2.65     #average vapour density(kg/m^3)\n",
+    "sig = 20.5      #liquid surface tension(dyne/cm)\n",
+    "T = 82.0          #Temperature\n",
+    "p = 18.0          #average pressure at the column top(psia)\n",
+    "#Fair's method\n",
+    "Flv = (bL/bG)*(phoG/phoL)**(0.5)     #Flow parameter\n",
+    "Csb = 0.285       #Souders-Brown flooding constant\n",
+    "usfl = Csb*((20/sig)**0.2)*(((50.4-0.165)/(0.165))**0.5)     #flooding velocity\n",
+    "us = 5*0.7          #operating velocity when operating velocity is 70% of flooding velocity\n",
+    "Vfl = (bG/phoG)*35.315     #Volumetric flow rate of the vapour\n",
+    "Aa = Vfl/(us*3600)\n",
+    "fd = 0.2            #taking fractional downcomer area\n",
+    "At = Aa/(1-fd)      #Tower cross-section\n",
+    "Dc = (4*32.4/pi)**(0.5)     #Tower diameter\n",
+    "print \"(a) Tower diameter by Fair's method is %0.2f ft\"%Dc\n",
+    "print \"    Flooding velocity by Fair's method is %0.0f ft\"%usfl\n",
+    "\n",
+    "#Kister and Haas method\n",
+    "dh = 3.0/8          #hole diameter\n",
+    "Af = 0.1            #fractional hole area on the tray\n",
+    "Dc = 6\n",
+    "lw = 0.727*Dc\n",
+    "L = bL/(0.81*3.78*60)      #Liquid rate(gpm)\n",
+    "Ql = 83.3/(lw*12)          #gpm per inch\n",
+    "fh = 0.1\n",
+    "hctw = (0.29*(0.1**-0.791)*(dh**0.833))/(1+(0.0036*(1.6**-0.59)*(0.1**-1.79)))\n",
+    "n = 0.0231*(dh/0.1)\n",
+    "hct = hctw*(62.2/50.4)**(0.5*(1-0.0866))\n",
+    "Csb = 0.144*((dh*dh*20.5/50.4)**0.125)*((0.165/50.4)**0.1)*((18/0.749)**0.5)\n",
+    "usfl = Csb*((50.4-0.165)/0.165)**0.5\n",
+    "print '    Flooding velocity by Kister ans Haas method is %0.2f ft/s'%usfl\n",
+    "print '    It is very close that is obtained by Fairs method and is acceptable'\n",
+    "#(b)Check of the estimated downcomer area\n",
+    "area = 3.38               #Estimated downcomer area\n",
+    "liq_f = 15300*35.315/(810*3600)  #The clear liquid flow rate\n",
+    "liq_v = liq_f*area        #The downcomer liquid velocity\n",
+    "d_vol = area*18/12        #Downcomer volume\n",
+    "res_t = d_vol/liq_f       #Residence time\n",
+    "n_ar = Aa/(1-(2*0.06))    #Revised tower cross-section\n",
+    "Dc = (4*n_ar/pi)**0.5     #Tower diameter\n",
+    "d_area = n_ar*0.06        #Downcomer area\n",
+    "lw = 3.75                 #Weir length\n",
+    "d_liqv = liq_f/d_area     #downcomer liquid velocity\n",
+    "print '(b) Downcomer area = %0.3f ft^2'%d_area,' and downcomer liquid velocity = %0.3f ft/s'%d_liqv\n",
+    "print '    These are acceptable values. So we keep the revised column diameter at Dc = %0.2f ft'%Dc\n",
+    "#(c)Effective bubbling area and layout of the holes\n",
+    "eff_area = Aa-3           #effective bubbling area\n",
+    "frac_area = 0.905*(1.0/3)*(1.0/3)\n",
+    "tot_harea = eff_area*frac_area\n",
+    "n_holes = tot_harea/((pi/4)*((3.0/96)**2))\n",
+    "print '(c) Number of holes = %0.0f placed on a triangular pitch'%n_holes\n",
+    "#(d)Wier height\n",
+    "hw = 2\n",
+    "print '(d) Select an outlet weir height of hw = %0.0f inches on the tray'%hw\n",
+    "#(e)Pressure drop calculation\n",
+    "uh = Vfl/(tot_harea*3600)        #Vapour velocity through the holes\n",
+    "thick = 3.0/16                  #select a tray thickness\n",
+    "thbyD = thick/(3.0/8)           #tray thickness/hole dia\n",
+    "Co = 0.73                       #the orifice coefficient\n",
+    "hd = (0.186/(Co**2))*(0.165/50.4)*(39.1**2)         #Dry tray pressure drop\n",
+    "print '(e) Dry tray pressure drop, hd = %0.2f inches of liquid'%hd\n",
+    "Ql = 83.3/(lw*12)               #in gpm per inch of weir length\n",
+    "Fw = 1.27                       #weir correction factor\n",
+    "how = 0.48*Fw*(Ql**(2.0/3))     \n",
+    "print '    how = %0.2f inch'%how\n",
+    "hc = hw + how\n",
+    "us = 326500/(22.9*3600)\n",
+    "beta = 0.6\n",
+    "hl = 0.6*2.92          #first calculate us and us(pg^0.5) and then from figure take beta\n",
+    "print '    pressure drop for flow of the vapour through the liquid'\n",
+    "Ada = 0.5*3.75/12         #area for liquid flow\n",
+    "had = 0.03*(83.3/(100*Ada))**2  \n",
+    "print '    head loss for liquid flow below the downcomer flow, had = %0.2f inch'%had\n",
+    "print '    total pressure drop = %0.2f inch of liquid'%(hc+hd+hl+had)\n",
+    "phi = (bL/bG)*(0.165/50.4)**0.5\n",
+    "print '    The rate of entrainment is %0.4f mol per mol gross downflow'%phi\n",
+    "sig = 20.5       #in dyne/cm\n",
+    "phol = 50.4      #lb/ft^3\n",
+    "dH = 3.0/8       #in inch\n",
+    "hsig = (0.04*sig)/(phol*dH)   \n",
+    "hd = 0.58\n",
+    "uh = sqrt(((0.73**2)/0.186)*(50.4*hd/0.165))\n",
+    "print '    The corresponding vapour velocity at the hole at weeping is %0.1f ft/s'%uh\n",
+    "#column height\n",
+    "height = 29*1.5\n",
+    "ex_sp = 3*0.5\n",
+    "tot_h = 43.5+1.5+1.5+9+4\n",
+    "#total column height will be tray spacing + extra space for feed trays\n",
+    "# + extra space at trays with manholes + bottom space + top space\n",
+    "print 'Total column height = %0.0f ft'%tot_h\n",
+    "#Answers may vary due to round off error"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Example 5.2 Page no. 237"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tower diameter when raschig ring is used as packing material, Dc = 0.90 m\n",
+      "Tower diameter, Dc when Pall ring is used, = 0.68 m\n",
+      "Power requirement is 287.25W\n",
+      "Actual Power requirement is 441.92W\n",
+      "volume fraction liquid holdup in the bed 0.0725 m^3 liquid per m^3 bed volume\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Design of packed tower\n",
+    "\n",
+    "from math import pi\n",
+    "from math import sqrt\n",
+    "L = 37525        #Liquid rate\n",
+    "G = 1500.0       #gas rate\n",
+    "M = 0.9*28.8 + (0.1*64)    #average molecular weight of the feed gas\n",
+    "R = 0.08317   #gas constant\n",
+    "T = 303       #in K\n",
+    "P = 1.013     #in bar\n",
+    "phoG = P*M/(R*T)      #kg/m^3\n",
+    "phoG_c = 0.081          #in lb/ft^3\n",
+    "muL = 0.81       #liquid viscosity\n",
+    "st = 70          #surface tension\n",
+    "phoL = 996       #in kg/m^3\n",
+    "phoL_c = 62      #in lb/ft^3\n",
+    "Flv = (L/G)*(phoG/phoL)**0.5\n",
+    "#Calculation of column diameter using raschig ring as packing material\n",
+    "dp = 3.0/4          #size of packing material\n",
+    "cp = 0.021          #from Eckert's GPDC chart(capacity parameter)\n",
+    "pwbypl = 1          #pho_w by pho_l\n",
+    "Fp = 94.5           #packing factor(in per ft)\n",
+    "gc = 4.18e8         #in ft/h^2\n",
+    "Gdash = sqrt((cp*phoG_c*phoL_c*gc)/(Fp*pwbypl*(muL**0.2)))\n",
+    "op_Gdash = Gdash*0.7\n",
+    "op_Gdash = op_Gdash*0.453592/(0.3048*0.3048)\n",
+    "tow_cross = G/op_Gdash\n",
+    "Dc = sqrt(4*tow_cross/pi)\n",
+    "print 'Tower diameter when raschig ring is used as packing material, Dc = %0.2f m'%Dc\n",
+    "#Calculation of column diameter when 50mm Pall ring is used as packing material\n",
+    "cp = 0.52                     #capacity parameter from chart\n",
+    "Fp = 25                       #flow parameter\n",
+    "v = 0.81                      #liquid viscosity\n",
+    "Cs = cp/((Fp**0.5)*(v**0.05)) \n",
+    "usG = Cs*sqrt((phoL - phoG)/phoG)  #superficial gas velocity\n",
+    "usG = usG*0.3048                 \n",
+    "Gflow = G/(phoG*3600)      #volumeteric gas flow rate\n",
+    "tow_cros = Gflow/usG       #tower cross section\n",
+    "Dc = sqrt(4*tow_cros/pi)   #tower diameter\n",
+    "print 'Tower diameter, Dc when Pall ring is used, = %0.2f m'%Dc\n",
+    "P_drop = 0.2*(5.0/0.3048)   #pressure drop across the bed of 5m height\n",
+    "op_Pdrop = P_drop*1.1\n",
+    "op_Pdrop = op_Pdrop*0.0254*phoL*9.81\n",
+    "G = G/3600\n",
+    "Pow = (op_Pdrop/phoG)*G\n",
+    "print 'Power requirement is %0.2fW'%Pow\n",
+    "Pow = Pow/0.65\n",
+    "print 'Actual Power requirement is %0.2fW'%Pow\n",
+    "#calculation of operating liquid holup using Engel's equation\n",
+    "ap = 102\n",
+    "muL = 8.1e-4     #liquid viscosity\n",
+    "sigL = 0.07      #surface tension\n",
+    "usL = (L/phoL)/(0.362*3600)    #superficial velocity\n",
+    "hLo = 0.93*(((usL**2)*102/9.81)**(1.0/6))*(((muL**2)*(ap**3)/((phoL**2)*9.81))**(1.0/10))*((0.07*102*102/phoL*9.81)**1.0/8)\n",
+    "print 'volume fraction liquid holdup in the bed %0.4f m^3 liquid per m^3 bed volume'%hLo\n",
+    "#Answers may vary due to round off error"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
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diff --git a/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/screenshots/chapter4_example_4.5_plot.png b/PRINCIPLES_OF_MASS_TRANSFER_AND_SEPARATION_PROCESS_by_Binay_K._Dutta/screenshots/chapter4_example_4.5_plot.png
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