Comments Transient Material Balances
|
|
- Kelly Stephens
- 5 years ago
- Views:
Transcription
1 Comments Transient aterial Balances Description of cell mass growth Qualitative ubstrates Cells extracelluar Products more Cells Quantitative X P nx i i toichiometry (example, aerobic) CHmO n a O b NH c CH O N d H O e CO subtrate biomass 2 1
2 aterial Balance Batch Reactor Cell Balances: VR VRgXVRk VRnetX 1 net X ubstrate Consumption & Product Growth: q q P 1 d X 1 dp X 3 aterial Balance Batch Reactor If net is constant then get exponential growth phase netx net X X ln net t X X0 exp net t X0 Followed by deceleration growth (unbalanced growth) & stationary (growth equal to death) phases 4 2
3 aterial Balance Batch Reactor Death phase is 1 st order in cell concentration & gives exponential decay kx d X ln k X X0 exp nett X0 5 ome Growth odels ubstrate-limited Growth (oser equation, onod for n=1) n m g K n ubstrate-limited Growth (Contois equation) m g K X X Noncompetitive ubstrate Inhibition m g K 1 1 K1 Competitive ubstrate Inhibition m g K 1 K1 Noncompetitive Product Inhibition m g K P 1 1 K p Competitive Product Inhibition m g P K 1 K p 6 3
4 onod Growth odel ubstrate-limited Growth / m g K g K 1 / K Also: m Limits: Constant growth rate at large substrate concentrations Proportional to substrate concentration at low concentrations m gk g K m g 7 aterial Balances Ideal Chemostat (ection 6.3.2) 8 4
5 aterial Balances Ideal Chemostat (CTR) Cell balance: VR FX0 FXVRgXVRk DX0 g kd DX where: D F/V R Usually feed is cell mass & product free g d net k D X D X 9 aterial Balances Ideal Chemostat (CTR) At steady state & negligible death rate 0 g D X g D Growth rate can be controlled by changing the dilution rate! However, if the dilution rate is too large then the cell mass is washed out the culture cannot reproduce fast enough to grow before it is removed 10 5
6 aterial Balances Ideal Chemostat (CTR) ubstrate balance d gx qx P VR F0 FVR mx s YX/ Y P/ At steady state g q D 0 P g qp 0 D0 m s X m s YX/ YP/ X YX/ YP/ Linear equation of substrate consumption Grow cell mass Create product Provide energy to the cell mass 11 aterial Balances Ideal Chemostat (CTR) If negligible product formation & maintenance, then: D 0 g D X YX/ 0 X YX/ g Y ubstrate (for onod eqn): m K g g K m g X/ 0 K g KD X YX/ 0 Y X/ 0 m g m D 12 6
7 aterial Balances Ideal Chemostat (CTR) Product formation steady state with introduction of cell mass (but no net growth): From cell balance: From substrate balance: 0 DX0 net D X X X0 From product yield definition: g qp 1 qpx 0 D0 ms X 0 YX/ YP/ DYP/ PP Y 0 P/ 0 13 Other Configurations Chemostat with Recycle 14 7
8 Other Configurations ulti-tage Chemostat 15 Other Configurations Fed Batch 16 8
9 Other Configurations Perfusion 17 Use of Batch Data in Flow Reactors For a batch reactor net X For a CTR it makes sense that the outlet concentration is related to the batch reactor s results such that: X X net 0 batch ttextent where t extent is some characteristic batch time that represents the extent of reaction 18 9
10 Use of Batch Data in Flow Reactors For a chemostat the dilution factor D controls the growth factor net You can relate the two systems & show performance by Plot / vs X for the batch data Plot a straight line through X 0 on the horizontal axis with a slope of D The intersection of the batch results curve & the chemostat performance line will give the value of X within the chemostat. The original batch X vs. t data will then give the corresponding t extent. Product composition can be determined either by: Find the corresponding P at t extent, or Do a similar DP/ vs. P analysis 19 Use of Batch Data in Flow Reactors Using data from Example 6.2, ethanol from glucose using. cerevisiae Time derivatives estimated from central differences 20 10
11 Use of Batch Data in Flow Reactors For a chemostat, D=0.05 h Use of Batch Data in Flow Reactors For a batch reactor productivity is the time-derivative increase in concentration vs. time. For a CTR the analogous term is the dilution factor times the concentration, e.g., D P 22 11
12 Details for Other Bioreactor Configurations 23 Other Configurations Chemostat with Recycle 24 12
13 aterial Balances Chemostat with Recycle Cell balance: 1 1 DX0 CX1 1 DX1 netx1 Ratio recycle flowrate to fresh feed rate 1 V FX0 F CX1 FX1VnetX1 C Concentration factor in Cell eparation At steady state with X 0 =0 1 1 C 0 D CX 1 DX X net D 1 1 net 1 25 aterial Balances Chemostat with Recycle Cell balance around Cell steady state: FX1F CX1 FX2 X2 CX1 ince C > 1 then X 2 < X
14 aterial Balances Chemostat with Recycle ubstrate balance d gx1 qx P 1 VR F0 F1FVR msx 1 YX/ YP/ d gx1 qx P 1 D0 m sx1 YX/ YP/ At steady state & growth limited gx1 qx P 1 0 D0 msx1 YX/ YP/ 1 X/ 0 1 g D YX/ 0 X Y X 1 1C 27 Other Configurations ulti-tage Chemostat 28 14
15 aterial Balances ulti-tage Chemostat Cell balance 2 reactors in series 1 V1 FX0 FX1 net,1xv V FX FX FFX net X V , st reactor looks like a single reactor. Focus on the downstream reactor(s) At steady state with X 0 =0 Now growth rate dependent on cell mass compositions F F F X F X 0 FX 1 F F X2 net,2x2v2 net,2 D2 V V X V X aterial Balances ulti-tage Chemostat ubstrate balance focus on 2 nd reactor d2 V 2 F1F0 FF 2 g,2 qp V2 ms X 2 YX/ YP/ At steady state with only cell mass growth: g,2x2 0 F 1 F 0 F F 2 V2 Y 2 X/ F 1 F 0 g X V2 F1 F 0 g X FF Y FF FF D Y,2 2,2 2 X/ 2 X/ 30 15
16 aterial Balances ulti-tage Chemostat ust simultaneously solve the 3 equations for cell mass & substrate concentrations as well as growth rate For onod eqn: F X1 g,2 D2 V2 X2 F 1 F 0 g X 2 F F DY 2 / m2 g,2 K 2,2 2 X 31 aterial Balances ulti-tage Chemostat Care must be taken to specify an iteration technique to solve this set of non-linear equations implest technique would be direct substitution, but it is doubtful that this would be a robust way to solve 32 16
Comments on Productivity of Batch & Continuous Bioreactors (Chapter 9)
Comments on Productivity of Batch & Continuous Bioreactors (Chapter 9) Topics Definition of productivity Comparison of productivity of batch vs flowing systems Review Batch Reactor Cell Balances (constant
More informationCHEM-E3205 BIOPROCESS OPTIMIZATION AND SIMULATION
CHEM-E3205 BIOPROCESS OPTIMIZATION AND SIMULATION TERO EERIKÄINEN ROOM D416d tero.eerikainen@aalto.fi COURSE LECTURES AND EXERCISES Week Day Date Time Place Lectures/Execises 37 Mo 12.9.2016 10:15-11:45
More informationKinetics of Microbial Growth
Kinetics of Microbial Growth Unlimited growth Assuming t d 0.33 h, in 48 h, one cell would become 2.33 X 10 43 cells If a cell weighs 10-12 g, then the total would be 2.23 X 10 31 g This would be 4000
More informationIntroduction. Growth and product formation in reactors. Downstream processing. Fermentation technology. Typical fermentation
Growth and producormation in reactors Introduction Typical fermentation product classes volume ton/year Introduction Batch, chemostat and fed batch Microbial competition / selection Mixed and mixed culture
More informationThe simplified model now consists only of Eq. 5. Degrees of freedom for the simplified model: 2-1
. a) Overall mass balance: d( ρv ) Energy balance: = w + w w () d V T Tref C = wc ( T Tref ) + wc( T Tref ) w C T Because ρ = constant and ( Tref ) V = V = constant, Eq. becomes: () w = + () w w b) From
More informationAP Calculus AB. Review for Test: Applications of Integration
Name Review for Test: Applications of Integration AP Calculus AB Test Topics: Mean Value Theorem for Integrals (section 4.4) Average Value of a Function (manipulation of MVT for Integrals) (section 4.4)
More informationStationary phase. Time
An introduction to modeling of bioreactors Bengt Carlsson Dept of Systems and Control Information Technology Uppsala University August 19, 2002 Abstract This material is made for the course Wastewater
More information(a) Write down the value of q and of r. (2) Write down the equation of the axis of symmetry. (1) (c) Find the value of p. (3) (Total 6 marks)
1. Let f(x) = p(x q)(x r). Part of the graph of f is shown below. The graph passes through the points ( 2, 0), (0, 4) and (4, 0). (a) Write down the value of q and of r. (b) Write down the equation of
More informationModeling Microbial Populations in the Chemostat
Modeling Microbial Populations in the Chemostat Hal Smith A R I Z O N A S T A T E U N I V E R S I T Y H.L. Smith (ASU) Modeling Microbial Populations in the Chemostat MBI, June 3, 204 / 34 Outline Why
More informationDifferentiation. 1. What is a Derivative? CHAPTER 5
CHAPTER 5 Differentiation Differentiation is a technique that enables us to find out how a function changes when its argument changes It is an essential tool in economics If you have done A-level maths,
More informationCEE 370 Environmental Engineering Principles
Updated: 19 November 2015 Print version CEE 370 Environmental Engineering Principles Lecture #32 Wastewater Treatment III: Process Modeling & Residuals Reading M&Z: Chapter 9 Reading: Davis & Cornwall,
More informationMarch Algebra 2 Question 1. March Algebra 2 Question 1
March Algebra 2 Question 1 If the statement is always true for the domain, assign that part a 3. If it is sometimes true, assign it a 2. If it is never true, assign it a 1. Your answer for this question
More informationComments Transient Energy Balances
Comments Transient Energy Balances General form of the stuff balance equation Rate of Rate Rate Rate of Rate of Accumulation In Out Generation Consumption F1 Q1 F6 F2 Q3 F3 Q2 F4 F5 2 Word form of the
More informationChapter II.B. The Chain Rule
Chapter IIB The Chain Rule x x Preface: To find the derivative of f (x) = [sin(x)] and g (x) = exp(x) = e = [e ] you could x x view these functions as the products, sin(x) sin(x) or e e With this view
More informationMaths Higher Prelim Content
Maths Higher Prelim Content Straight Line Gradient of a line A(x 1, y 1 ), B(x 2, y 2 ), Gradient of AB m AB = y 2 y1 x 2 x 1 m = tanθ where θ is the angle the line makes with the positive direction of
More informationAnnouncements. Topics: Homework: - sections 4.5 and * Read these sections and study solved examples in your textbook!
Announcements Topics: - sections 4.5 and 5.1-5.5 * Read these sections and study solved examples in your textbook! Homework: - review lecture notes thoroughly - work on practice problems from the textbook
More informationBifurcation Analysis of Continuous Biochemical Reactor Models
Biotechnol. Prog. 2001, 17, 647 660 647 Bifurcation Analysis of Continuous Biochemical Reactor Models Yongchun Zhang and Michael A. Henson* Department of Chemical Engineering, Louisiana State University,
More informationDRAFT - Math 101 Lecture Note - Dr. Said Algarni
2 Limits 2.1 The Tangent Problems The word tangent is derived from the Latin word tangens, which means touching. A tangent line to a curve is a line that touches the curve and a secant line is a line that
More informationC3 Revision Questions. (using questions from January 2006, January 2007, January 2008 and January 2009)
C3 Revision Questions (using questions from January 2006, January 2007, January 2008 and January 2009) 1 2 1. f(x) = 1 3 x 2 + 3, x 2. 2 ( x 2) (a) 2 x x 1 Show that f(x) =, x 2. 2 ( x 2) (4) (b) Show
More informationMathematical Economics: Lecture 2
Mathematical Economics: Lecture 2 Yu Ren WISE, Xiamen University September 25, 2012 Outline 1 Number Line The number line, origin (Figure 2.1 Page 11) Number Line Interval (a, b) = {x R 1 : a < x < b}
More informationDerivative formulas. September 29, Derivative formulas
September 29, 2013 Derivative of a constant function Derivative is the slope of the graph. The graph of a constant function is a horizontal line with the slope 0 everywhere. Derivative of a constant function
More informationTOPIC: Conceptual Flowsheet for Production of Benzene from Toluene. Proposed Solution:
Norwegian University of Science and Technology Course: Energy and Process Department of Energy and Process Engineering No.: TEP 4230 Trondheim, 17.09.04, T. Gundersen Part: Production Systems Task: 5 Year:
More informationIntegration, Separation of Variables
Week #1 : Integration, Separation of Variables Goals: Introduce differential equations. Review integration techniques. Solve first-order DEs using separation of variables. 1 Sources of Differential Equations
More informationLimited Growth (Logistic Equation)
Chapter 2, Part 2 2.4. Applications Orthogonal trajectories Exponential Growth/Decay Newton s Law of Cooling/Heating Limited Growth (Logistic Equation) Miscellaneous Models 1 2.4.1. Orthogonal Trajectories
More informationLecture 5 - Logarithms, Slope of a Function, Derivatives
Lecture 5 - Logarithms, Slope of a Function, Derivatives 5. Logarithms Note the graph of e x This graph passes the horizontal line test, so f(x) = e x is one-to-one and therefore has an inverse function.
More informationDevelopment of Dynamic Models. Chapter 2. Illustrative Example: A Blending Process
Development of Dynamic Models Illustrative Example: A Blending Process An unsteady-state mass balance for the blending system: rate of accumulation rate of rate of = of mass in the tank mass in mass out
More informationSolutions for Tutorial 5 Dynamic Behavior of Typical Dynamic Systems
olutions for Tutorial 5 Dynamic Behavior of Typical Dynamic ystems 5.1 First order ystem: A model for a first order system is given in the following equation. dy dt X in X out (5.1.1) What conditions have
More informationx f(x)
1. Name three different reasons that a function can fail to be differential at a point. Give an example for each reason, and explain why your examples are valid. 2. Given the following table of values,
More informationx f(x)
1. Name three different reasons that a function can fail to be differentiable at a point. Give an example for each reason, and explain why your examples are valid. 2. Given the following table of values,
More information2. At quasi-steady state or equilibrium, the net in-flux of the carrier-substrate complex CS is balanced by the net out-flux of the free carrier C.
Facilitated Transport Instructor: Nam un Wang facilitmcd Process escription In facilitated transport, a carrier molecule C binds to the substrate to form a carrier-substrate complex C at the outer side
More informationh(y) dy = g(x) dx h(y)
Separable Differential Equations c 2002 Donald Kreider and Dwight Lahr We have already seen that the differential equation dy dx = ky, where k is a constant, has solution y = y 0e kx. We have solved this
More informationApplications of First Order Differential Equation
Dr Mansoor Alshehri King Saud University MATH204-Differential Equations Center of Excellence in Learning and Teaching 1 / 39 Orthogonal Trajectories How to Find Orthogonal Trajectories Growth and Decay
More information2. (Review) Write an equation to describe each linear function based on the provided information. A. The linear function, k(x), has a slope
Sec 4.1 Creating Equations & Inequalities Building Linear, Quadratic, and Exponential Functions 1. (Review) Write an equation to describe each linear function graphed below. A. B. C. Name: f(x) = h(x)
More information1 Functions, Graphs and Limits
1 Functions, Graphs and Limits 1.1 The Cartesian Plane In this course we will be dealing a lot with the Cartesian plane (also called the xy-plane), so this section should serve as a review of it and its
More informationFirst Order Differential Equations
Chapter 2 First Order Differential Equations 2.1 9 10 CHAPTER 2. FIRST ORDER DIFFERENTIAL EQUATIONS 2.2 Separable Equations A first order differential equation = f(x, y) is called separable if f(x, y)
More informationMAT 107 College Algebra Fall 2013 Name. Final Exam, Version X
MAT 107 College Algebra Fall 013 Name Final Exam, Version X EKU ID Instructor Part 1: No calculators are allowed on this section. Show all work on your paper. Circle your answer. Each question is worth
More information2.12: Derivatives of Exp/Log (cont d) and 2.15: Antiderivatives and Initial Value Problems
2.12: Derivatives of Exp/Log (cont d) and 2.15: Antiderivatives and Initial Value Problems Mathematics 3 Lecture 14 Dartmouth College February 03, 2010 Derivatives of the Exponential and Logarithmic Functions
More informationSolutions. .5 = e k k = ln(.5) Now that we know k we find t for which the exponential function is = e kt
MATH 1220-03 Exponential Growth and Decay Spring 08 Solutions 1. (#15 from 6.5.) Cesium 137 and strontium 90 were two radioactive chemicals released at the Chernobyl nuclear reactor in April 1986. The
More informationProblem Max. Possible Points Total
MA 262 Exam 1 Fall 2011 Instructor: Raphael Hora Name: Max Possible Student ID#: 1234567890 1. No books or notes are allowed. 2. You CAN NOT USE calculators or any electronic devices. 3. Show all work
More informationAntiderivatives and Indefinite Integrals
Antiderivatives and Indefinite Integrals MATH 151 Calculus for Management J. Robert Buchanan Department of Mathematics Fall 2018 Objectives After completing this lesson we will be able to use the definition
More informationSolutionbank Edexcel AS and A Level Modular Mathematics
Page of Exercise A, Question The curve C, with equation y = x ln x, x > 0, has a stationary point P. Find, in terms of e, the coordinates of P. (7) y = x ln x, x > 0 Differentiate as a product: = x + x
More informationMATH 1231 MATHEMATICS 1B Calculus Section 3A: - First order ODEs.
MATH 1231 MATHEMATICS 1B 2010. For use in Dr Chris Tisdell s lectures. Calculus Section 3A: - First order ODEs. Created and compiled by Chris Tisdell S1: What is an ODE? S2: Motivation S3: Types and orders
More informationHypergraphs, Metabolic Networks, Bioreaction Systems. G. Bastin
Hypergraphs, Metabolic Networks, Bioreaction Systems. G. Bastin PART 1 : Metabolic flux analysis and minimal bioreaction modelling PART 2 : Dynamic metabolic flux analysis of underdetermined networks 2
More informationFree Response Questions Compiled by Kaye Autrey for face-to-face student instruction in the AP Calculus classroom
Free Response Questions 1969-010 Compiled by Kaye Autrey for face-to-face student instruction in the AP Calculus classroom 1 AP Calculus Free-Response Questions 1969 AB 1 Consider the following functions
More information7 Kinetics of Bio-Reactions
83 7 Kinetics of Bio-Reactions John Villadsen Summary Mechanistically founded rate expressions are derived for enzyme reactions, and in Linewaever Burk plots of /r versus. /s, it is shown how the kinetic
More informationFirst Order Differential Equations
Chapter 2 First Order Differential Equations Introduction Any first order differential equation can be written as F (x, y, y )=0 by moving all nonzero terms to the left hand side of the equation. Of course,
More informationOBJECTIVE Find limits of functions, if they exist, using numerical or graphical methods.
1.1 Limits: A Numerical and Graphical Approach OBJECTIVE Find limits of functions, if they exist, using numerical or graphical methods. 1.1 Limits: A Numerical and Graphical Approach DEFINITION: As x approaches
More informationPart II => PROTEINS and ENZYMES. 2.7 Enzyme Kinetics 2.7a Chemical Kinetics 2.7b Enzyme Inhibition
Part II => PROTEINS and ENZYMES 2.7 Enzyme Kinetics 2.7a Chemical Kinetics 2.7b Enzyme Inhibition Section 2.7a: Chemical Kinetics Synopsis 2.7a - Chemical kinetics (or reaction kinetics) is the study of
More informationBifurcations in the Quadratic Map
Chapter 14 Bifurcations in the Quadratic Map We will approach the study of the universal period doubling route to chaos by first investigating the details of the quadratic map. This investigation suggests
More informationLecture 2. Derivative. 1 / 26
Lecture 2. Derivative. 1 / 26 Basic Concepts Suppose we wish to nd the rate at which a given function f (x) is changing with respect to x when x = c. The simplest idea is to nd the average rate of change
More information= 10 such triples. If it is 5, there is = 1 such triple. Therefore, there are a total of = 46 such triples.
. Two externally tangent unit circles are constructed inside square ABCD, one tangent to AB and AD, the other to BC and CD. Compute the length of AB. Answer: + Solution: Observe that the diagonal of the
More informationIntegration of Rational Functions by Partial Fractions
Title Integration of Rational Functions by MATH 1700 MATH 1700 1 / 11 Readings Readings Readings: Section 7.4 MATH 1700 2 / 11 Rational functions A rational function is one of the form where P and Q are
More informationMath 2: Algebra 2, Geometry and Statistics Ms. Sheppard-Brick Chapter 4 Test Review
Chapter 4 Test Review Students will be able to (SWBAT): Write an explicit and a recursive function rule for a linear table of values. Write an explicit function rule for a quadratic table of values. Determine
More informationMATH 2250 Final Exam Solutions
MATH 225 Final Exam Solutions Tuesday, April 29, 28, 6: 8:PM Write your name and ID number at the top of this page. Show all your work. You may refer to one double-sided sheet of notes during the exam
More informationChapter 2 Differentiation. 2.1 Tangent Lines and Their Slopes. Calculus: A Complete Course, 8e Chapter 2: Differentiation
Chapter 2 Differentiation 2.1 Tangent Lines and Their Slopes 1) Find the slope of the tangent line to the curve y = 4x x 2 at the point (-1, 0). A) -1 2 C) 6 D) 2 1 E) -2 2) Find the equation of the tangent
More information6x 2 8x + 5 ) = 12x 8. f (x) ) = d (12x 8) = 12
AMS/ECON 11A Class Notes 11/6/17 UCSC *) Higher order derivatives Example. If f = x 3 x + 5x + 1, then f = 6x 8x + 5 Observation: f is also a differentiable function... d f ) = d 6x 8x + 5 ) = 1x 8 dx
More informationCALCULUS ASSESSMENT REVIEW
CALCULUS ASSESSMENT REVIEW DEPARTMENT OF MATHEMATICS CHRISTOPHER NEWPORT UNIVERSITY 1. Introduction and Topics The purpose of these notes is to give an idea of what to expect on the Calculus Readiness
More informationA First Course on Kinetics and Reaction Engineering Example 23.1
Example 23.1 parameter. Problem Purpose This problem illustrates the transient analysis of a CSTR following a change in an operating Problem Statement Recall the isothermal 4430 cm 3 steady-state chemostat
More informationFind the indicated derivative. 1) Find y(4) if y = 3 sin x. A) y(4) = 3 cos x B) y(4) = 3 sin x C) y(4) = - 3 cos x D) y(4) = - 3 sin x
Assignment 5 Name Find the indicated derivative. ) Find y(4) if y = sin x. ) A) y(4) = cos x B) y(4) = sin x y(4) = - cos x y(4) = - sin x ) y = (csc x + cot x)(csc x - cot x) ) A) y = 0 B) y = y = - csc
More informationDIFFERENTIAL EQUATIONS
DIFFERENTIAL EQUATIONS 1. Basic Terminology A differential equation is an equation that contains an unknown function together with one or more of its derivatives. 1 Examples: 1. y = 2x + cos x 2. dy dt
More informationDIFFERENTIAL EQUATIONS
DIFFERENTIAL EQUATIONS Basic Terminology A differential equation is an equation that contains an unknown function together with one or more of its derivatives. 1 Examples: 1. y = 2x + cos x 2. dy dt =
More information6.0 INTRODUCTION TO DIFFERENTIAL EQUATIONS
6.0 Introduction to Differential Equations Contemporary Calculus 1 6.0 INTRODUCTION TO DIFFERENTIAL EQUATIONS This chapter is an introduction to differential equations, a major field in applied and theoretical
More informationCalculus I Homework: The Derivatives of Polynomials and Exponential Functions Page 1
Calculus I Homework: The Derivatives of Polynomials and Exponential Functions Page 1 Questions Example Differentiate the function y = ae v + b v + c v 2. Example Differentiate the function y = A + B x
More informationIntegration of Rational Functions by Partial Fractions
Title Integration of Rational Functions by Partial Fractions MATH 1700 December 6, 2016 MATH 1700 Partial Fractions December 6, 2016 1 / 11 Readings Readings Readings: Section 7.4 MATH 1700 Partial Fractions
More informationA. Evaluate log Evaluate Logarithms
A. Evaluate log 2 16. Evaluate Logarithms Evaluate Logarithms B. Evaluate. C. Evaluate. Evaluate Logarithms D. Evaluate log 17 17. Evaluate Logarithms Evaluate. A. 4 B. 4 C. 2 D. 2 A. Evaluate log 8 512.
More information6x 2 8x + 5 ) = 12x 8
Example. If f(x) = x 3 4x + 5x + 1, then f (x) = 6x 8x + 5 Observation: f (x) is also a differentiable function... d dx ( f (x) ) = d dx ( 6x 8x + 5 ) = 1x 8 The derivative of f (x) is called the second
More information1 Functions and Graphs
1 Functions and Graphs 1.1 Functions Cartesian Coordinate System A Cartesian or rectangular coordinate system is formed by the intersection of a horizontal real number line, usually called the x axis,
More informationFeed Forward Control of L-Methionine Using Sequential Adaptive Networks
Feed Forward Control of L-Methionine Using Sequential Adaptive Networks Rajib Nayak and James Gomes Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology, New Delhi, India,
More information. For each initial condition y(0) = y 0, there exists a. unique solution. In fact, given any point (x, y), there is a unique curve through this point,
1.2. Direction Fields: Graphical Representation of the ODE and its Solution Section Objective(s): Constructing Direction Fields. Interpreting Direction Fields. Definition 1.2.1. A first order ODE of the
More informationMath Review ECON 300: Spring 2014 Benjamin A. Jones MATH/CALCULUS REVIEW
MATH/CALCULUS REVIEW SLOPE, INTERCEPT, and GRAPHS REVIEW (adapted from Paul s Online Math Notes) Let s start with some basic review material to make sure everybody is on the same page. The slope of a line
More informationMath 132 Information for Test 2
Math 13 Information for Test Test will cover material from Sections 5.6, 5.7, 5.8, 6.1, 6., 6.3, 7.1, 7., and 7.3. The use of graphing calculators will not be allowed on the test. Some practice questions
More informationSolution: It could be discontinuous, or have a vertical tangent like y = x 1/3, or have a corner like y = x.
1. Name three different reasons that a function can fail to be differentiable at a point. Give an example for each reason, and explain why your examples are valid. It could be discontinuous, or have a
More informationfor every x in the gomain of g
Section.7 Definition of Inverse Function Let f and g be two functions such that f(g(x)) = x for every x in the gomain of g and g(f(x)) = x for every x in the gomain of f Under these conditions, the function
More informationSolving differential equations (Sect. 7.4) Review: Overview of differential equations.
Solving differential equations (Sect. 7.4 Previous class: Overview of differential equations. Exponential growth. Separable differential equations. Review: Overview of differential equations. Definition
More informationChapter 1. Functions, Graphs, and Limits
Review for Final Exam Lecturer: Sangwook Kim Office : Science & Tech I, 226D math.gmu.eu/ skim22 Chapter 1. Functions, Graphs, an Limits A function is a rule that assigns to each objects in a set A exactly
More informationDIFFERENTIAL EQUATIONS
DIFFERENTIAL EQUATIONS 1. Basic Terminology A differential equation is an equation that contains an unknown function together with one or more of its derivatives. 1 Examples: 1. y = 2x + cos x 2. dy dt
More informationPart I: Multiple Choice Questions (5 points each) d dx (x3 e 4x ) =
Part I: Multiple Choice Questions (5 points each) 1. d dx (x3 e 4x ) = (a) 12x 2 e 4x (b) 3x 2 e 4x + 4x 4 e 4x 1 (c) x 3 e 4x + 12x 2 e 4x (d) 3x 2 e 4x + 4x 3 e 4x (e) 4x 3 e 4x 1 2. Suppose f(x) is
More informationFirst order differential equations
First order differential equations Samy Tindel Purdue University Differential equations and linear algebra - MA 262 Taken from Differential equations and linear algebra by Goode and Annin Samy T. First
More information. (a) Express [ ] as a non-trivial linear combination of u = [ ], v = [ ] and w =[ ], if possible. Otherwise, give your comments. (b) Express +8x+9x a
TE Linear Algebra and Numerical Methods Tutorial Set : Two Hours. (a) Show that the product AA T is a symmetric matrix. (b) Show that any square matrix A can be written as the sum of a symmetric matrix
More informationOghome, P.I. And Kamalu,C.I.O. Department Of Chemical Engineering, Federal University Of Technology, P. M. B. 1526, Owerri, Imo State, Nigeria.
Kinetics Of Ethanol Production From Nypa Palm (Mangroves Palm) Through Fermentation Process Oghome, P.I. And Kamalu,C.I.O. Department Of Chemical Engineering, Federal University Of Technology, P. M. B.
More informationBook 4. June 2013 June 2014 June Name :
Book 4 June 2013 June 2014 June 2015 Name : June 2013 1. Given that 4 3 2 2 ax bx c 2 2 3x 2x 5x 4 dxe x 4 x 4, x 2 find the values of the constants a, b, c, d and e. 2. Given that f(x) = ln x, x > 0 sketch
More informationdt 2 The Order of a differential equation is the order of the highest derivative that occurs in the equation. Example The differential equation
Lecture 18 : Direction Fields and Euler s Method A Differential Equation is an equation relating an unknown function and one or more of its derivatives. Examples Population growth : dp dp = kp, or = kp
More informationDifferentiation Shortcuts
Differentiation Shortcuts Sections 10-5, 11-2, 11-3, and 11-4 Prof. Nathan Wodarz Math 109 - Fall 2008 Contents 1 Basic Properties 2 1.1 Notation............................... 2 1.2 Constant Functions.........................
More informationFirst order Partial Differential equations
First order Partial Differential equations 0.1 Introduction Definition 0.1.1 A Partial Deferential equation is called linear if the dependent variable and all its derivatives have degree one and not multiple
More informationLesson 18: Problem Set Sample Solutions
Problem Set Sample Solutions Problems 5 7 serve to review the process of computing f(g(x)) for given functions f and g in preparation for work with inverses of functions in Lesson 19. 1. Sketch the graphs
More informationProblem Set. Assignment #1. Math 3350, Spring Feb. 6, 2004 ANSWERS
Problem Set Assignment #1 Math 3350, Spring 2004 Feb. 6, 2004 ANSWERS i Problem 1. [Section 1.4, Problem 4] A rocket is shot straight up. During the initial stages of flight is has acceleration 7t m /s
More informationOrdinary Differential Equations (ODEs)
c01.tex 8/10/2010 22: 55 Page 1 PART A Ordinary Differential Equations (ODEs) Chap. 1 First-Order ODEs Sec. 1.1 Basic Concepts. Modeling To get a good start into this chapter and this section, quickly
More informationSection 6.1: Composite Functions
Section 6.1: Composite Functions Def: Given two function f and g, the composite function, which we denote by f g and read as f composed with g, is defined by (f g)(x) = f(g(x)). In other words, the function
More informationMath 1120 Calculus Final Exam
May 4, 2001 Name The first five problems count 7 points each (total 35 points) and rest count as marked. There are 195 points available. Good luck. 1. Consider the function f defined by: { 2x 2 3 if x
More informationName: Partners: PreCalculus. Review 5 Version A
Name: Partners: PreCalculus Date: Review 5 Version A [A] Circle whether each statement is true or false. 1. 3 log 3 5x = 5x 2. log 2 16 x+3 = 4x + 3 3. ln x 6 + ln x 5 = ln x 30 4. If ln x = 4, then e
More informationElementary ODE Review
Elementary ODE Review First Order ODEs First Order Equations Ordinary differential equations of the fm y F(x, y) () are called first der dinary differential equations. There are a variety of techniques
More informationOptimal Feeding Strategy for Bioreactors with Biomass Death
Optimal Feeding Strategy for Bioreactors with Biomass Death L. Bodizs, B. Srinivasan, D. Bonvin Laboratoire d Automatique, Ecole Polytechnique Féderale de Lausanne, CH-1015, Lausanne, Switzerland Abstract
More informationLecture 9 4.1: Derivative Rules MTH 124
Today we will see that the derivatives of classes of functions behave in similar ways. This is nice because by noticing this general pattern we can develop derivative rules which will make taking derivative
More informationSeparable Equations (1A) Young Won Lim 3/24/15
Separable Equations (1A) Copyright (c) 2011-2015 Young W. Lim. Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.2 or
More informationFunctions and Equations
Canadian Mathematics Competition An activity of the Centre for Education in Mathematics and Computing, University of Waterloo, Waterloo, Ontario Euclid eworkshop # Functions and Equations c 006 CANADIAN
More information3.1 Derivative Formulas for Powers and Polynomials
3.1 Derivative Formulas for Powers and Polynomials First, recall that a derivative is a function. We worked very hard in 2.2 to interpret the derivative of a function visually. We made the link, in Ex.
More informationContinuous cultures in shake flasks
Continuous cultures in shake flasks March 28 2012 Continuous cultures in shake flasks Nordics Bioprocess Improvement Seminar Innovation in cell culture process development & production Stockholm, March
More informationEconS 301. Math Review. Math Concepts
EconS 301 Math Review Math Concepts Functions: Functions describe the relationship between input variables and outputs y f x where x is some input and y is some output. Example: x could number of Bananas
More informationUnit 2 Rational Functionals Exercises MHF 4UI Page 1
Unit 2 Rational Functionals Exercises MHF 4UI Page Exercises 2.: Division of Polynomials. Divide, assuming the divisor is not equal to zero. a) x 3 + 2x 2 7x + 4 ) x + ) b) 3x 4 4x 2 2x + 3 ) x 4) 7. *)
More informationOn the chaotic behaviour of a Saccharomyces Cerevisiae culture in a turbidostat
Nonlinear Dynamics and Applications. Vol. 13 (2006) 29-36 On the chaotic behaviour of a Saccharomyces Cerevisiae culture in a turbidostat Andrea Cammarota, Michele Miccio, and Massimo Poletto Department
More information