Kinetics of Microbial Growth

Size: px
Start display at page:

Download "Kinetics of Microbial Growth"

Transcription

1 Kinetics of Microbial Growth Unlimited growth Assuming t d 0.33 h, in 48 h, one cell would become 2.33 X cells If a cell weighs g, then the total would be 2.23 X g This would be 4000 times the weight of the earth! This obviously does not happen. Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 1

2 Factors Determining Growth & ynthesis of Products Absolute Factors Nutrients; ph; Temperature; Oygen Rate-Determining Factors Temperature; ph; Mass Transfer; Energy Transfer Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 2

3 Kinetics of Batch Culture Growth Rate, r Δ Δt or as t becomes infinitesimally small d Units e.g. g cells ml dt -1 h -1 pecific Growth Rate, r Units e.g. g g -1 cells ml -1 h -1 Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 3

4 Kinetics of Batch Culture 2 Phases of growth in batch culture pecific Growth Rate Ln Population ize Lag Acceleration Eponential Deceleration Maimum population Death ma Time Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 4

5 Kinetics of Batch Culture 3 The eponential phase may be described by where d dt (2.1) [microbial biomass] t time (h) specific growth rate (h -1 ) Cell Number Eponential Phase Time Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 5

6 Kinetics of Batch Culture 4 Integrating equation 2.1 gives t 0 e t (2.2) where o [original biomass] t [biomass after time t] e base of natural log Taking natural log, equation 2.2 becomes ln t ln 0 + t Log Cell Number Eponential Phase Thus, plot of ln X vs. t gives straight line in the eponential phase, slope of which Tim Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 6

7 Determining r from data Time (h) X (g L -1 ) (g L -1 ) Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 7

8 Determining r from data 2 Growth Rate, r 1. Hand-drawn tangent r y 2. Numerical differentiation Difference between values on either side of data point r 2 t t Curve fitting r 2 ln ln t 3 t 1 [ ] Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 8

9 Determining from data Using the values for growth determined as described previously, pecific Growth Rate may be estimated by the relationship r However, in batch culture, does not remain constant. ma pecific Growth Rate ubstrate concentration is a major affecting factor. ubstrate concentration Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 9

10 Determining ma from data 1. By tabulation of values for through the eponential phase of the culture. Time (h) (g L -1 ) r (h -1 )* r / ma *r via numerical differentiation. Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 10

11 Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 11 Determining ma from data 2 2. Lineweaver-Burke plot K r K dt d r s m m s + + Taking the reciprocal and since r m m m m m K K K r s s s

12 Determining ma from data 3 Compare Ks + m m with y m + c Thus, when 1 is plotted against 1, we get 1 Note large number of points in this area Intercept 1 ma lope K s ma 1 Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 12

13 Yield factor Y Y the ratio of product or cell quantity resulting from a certain quantity of input e.g. Y /s Yield of cell weight per unit weight substrate utilized Y p/n Yield of product weight per unit weight of nitrogen utilized Determination of Yield Factor on carbon substrate, Y /s r rs ms s + Y s rs Y r 1 + m s s where r s rate of consumption of carbon substrate m s maintenance coefficient on carbon substrate Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 13

14 Determination of Yield Factor on carbon substrate, Y /s 2 Thus, when r s is plotted against r, we get r s Note large number of points in this area Intercept m s lope 1 Y /s r Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 14

15 The Importance of ma For processes where maimal growth rates are diserable, attainment of ma in culture is important. ince ma is determined by the genetics of the microorganism conditions of culture Attainment of ma has implications for both determinants. For other processes, identification of ma is important so that it can be avoided e.g. in the production of secondary metabolites. Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 15

16 The Importance of the Yield Factor Y Y indicates the degree of efficiency of the conversion of substrates into desired products. Attainment of efficient Y translates directly into economic efficiency, and thus productivity. ince Y is determined by the genetics of the microorganism conditions of culture nature of the input (substrate) Attainment of an efficient Y has implications for the determinants. Prof. Dr. Clem Kuek QAU Bioprocess/GrowthKinetics.doc 16

Lecture 13: Data Analysis for the V versus [S] Experiment and Interpretation of the Michaelis-Menten Parameters

Lecture 13: Data Analysis for the V versus [S] Experiment and Interpretation of the Michaelis-Menten Parameters Biological Chemistry Laboratory Biology 3515/Chemistry 3515 Spring 2018 Lecture 13: Data Analysis for the V versus [S] Experiment and Interpretation of the Michaelis-Menten Parameters 20 February 2018

More information

Comments Transient Material Balances

Comments Transient Material Balances 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

More information

STUDY GUIDE #2 Winter 2000 Chem 4540 ANSWERS

STUDY GUIDE #2 Winter 2000 Chem 4540 ANSWERS STUDY GUIDE #2 Winter 2000 Chem 4540 ANSWERS R. Merrill 1. Sketch the appropriate plots on the following axes. Assume that simple Michaelis- Menten kinetics apply. 2. The enzyme-catalyzed hydrolysis of

More information

MA Lesson 25 Notes Section 5.3 (2 nd half of textbook)

MA Lesson 25 Notes Section 5.3 (2 nd half of textbook) MA 000 Lesson 5 Notes Section 5. ( nd half of tetbook) Higher Derivatives: In this lesson, we will find a derivative of a derivative. A second derivative is a derivative of the first derivative. A third

More information

Review 5 Symbolic Graphical Interplay Name 5.1 Key Features on Graphs Per Date

Review 5 Symbolic Graphical Interplay Name 5.1 Key Features on Graphs Per Date 3 1. Graph the function y = + 3. 4 a. Circle the -intercept. b. Place an on the y-intercept.. Given the linear function with slope ½ and a y-intercept of -: Draw a line on the coordinate grid to graph

More information

Previous Class. Today. Michaelis Menten equation Steady state vs pre-steady state

Previous Class. Today. Michaelis Menten equation Steady state vs pre-steady state Previous Class Michaelis Menten equation Steady state vs pre-steady state Today Review derivation and interpretation Graphical representation Michaelis Menten equations and parameters The Michaelis Menten

More information

Graph Papers. a) Arithmetic graph paper: x: arithmetic scale y: arithmetic scale. b) Semi-logarithmic graph paper: y: logarthmic scale

Graph Papers. a) Arithmetic graph paper: x: arithmetic scale y: arithmetic scale. b) Semi-logarithmic graph paper: y: logarthmic scale Graph Papers a) Arithmetic graph paper: x: arithmetic scale y: arithmetic scale b) Semi-logarithmic graph paper: x: arithmetic scale y: logarthmic scale c) Full-logarithmic graph paper: x: logarthmic scale

More information

It can be derived from the Michaelis Menten equation as follows: invert and multiply with V max : Rearrange: Isolate v:

It can be derived from the Michaelis Menten equation as follows: invert and multiply with V max : Rearrange: Isolate v: Eadie Hofstee diagram In Enzymology, an Eadie Hofstee diagram (also Woolf Eadie Augustinsson Hofstee or Eadie Augustinsson plot) is a graphical representation of enzyme kinetics in which reaction velocity

More information

Biochemical Kinetics: the science that studies rates of chemical reactions An example is the reaction (A P), The velocity, v, or rate, of the

Biochemical Kinetics: the science that studies rates of chemical reactions An example is the reaction (A P), The velocity, v, or rate, of the Biochemical Kinetics: the science that studies rates of chemical reactions An example is the reaction (A P), The velocity, v, or rate, of the reaction A P is the amount of P formed or the amount of A consumed

More information

( + ) 3. AP Calculus BC Chapter 6 AP Exam Problems. Antiderivatives. + + x + C. 2. If the second derivative of f is given by f ( x) = 2x cosx

( + ) 3. AP Calculus BC Chapter 6 AP Exam Problems. Antiderivatives. + + x + C. 2. If the second derivative of f is given by f ( x) = 2x cosx Chapter 6 AP Eam Problems Antiderivatives. ( ) + d = ( + ) + 5 + + 5 ( + ) 6 ( + ). If the second derivative of f is given by f ( ) = cos, which of the following could be f( )? + cos + cos + + cos + sin

More information

Technical Calculus I Homework. Instructions

Technical Calculus I Homework. Instructions Technical Calculus I Homework Instructions 1. Each assignment is to be done on one or more pieces of regular-sized notebook paper. 2. Your name and the assignment number should appear at the top of the

More information

The region enclosed by the curve of f and the x-axis is rotated 360 about the x-axis. Find the volume of the solid formed.

The region enclosed by the curve of f and the x-axis is rotated 360 about the x-axis. Find the volume of the solid formed. Section A ln. Let g() =, for > 0. ln Use the quotient rule to show that g ( ). 3 (b) The graph of g has a maimum point at A. Find the -coordinate of A. (Total 7 marks) 6. Let h() =. Find h (0). cos 3.

More information

Nonlinear pharmacokinetics

Nonlinear pharmacokinetics 5 Nonlinear pharmacokinetics 5 Introduction 33 5 Capacity-limited metabolism 35 53 Estimation of Michaelis Menten parameters(v max andk m ) 37 55 Time to reach a given fraction of steady state 56 Example:

More information

CEE 697K ENVIRONMENTAL REACTION KINETICS

CEE 697K ENVIRONMENTAL REACTION KINETICS Updated: 19 November 2013 1 Print version CEE 697K ENVIRONMENTAL REACTION KINETICS Lecture #19 Chloramines Cont: Primary Literature Enzyme Kinetics: basics Brezonik, pp. 419-450 Introduction Conclusions

More information

A. One-Substrate Reactions (1) Kinetic concepts

A. One-Substrate Reactions (1) Kinetic concepts A. One-Substrate Reactions (1) Kinetic concepts (2) Kinetic analysis (a) Briggs-Haldane steady-state treatment (b) Michaelis constant (K m ) (c) Specificity constant (3) Graphical analysis (4) Practical

More information

CHM333 LECTURES 14 & 15: 2/15 17/12 SPRING 2012 Professor Christine Hrycyna

CHM333 LECTURES 14 & 15: 2/15 17/12 SPRING 2012 Professor Christine Hrycyna ENZYME KINETICS: The rate of the reaction catalyzed by enzyme E A + B P is defined as -Δ[A] or -Δ[B] or Δ[P] Δt Δt Δt A and B changes are negative because the substrates are disappearing P change is positive

More information

Overview of MM kinetics

Overview of MM kinetics Overview of MM kinetics Prepared by Robert L Sinsabaugh and Marcy P Osgood in 2007. Includes assumptions and deriviation of original MM model. Includes limitations and implications of MM application to

More information

Quadratic Functions Objective: To be able to graph a quadratic function and identify the vertex and the roots.

Quadratic Functions Objective: To be able to graph a quadratic function and identify the vertex and the roots. Name: Quadratic Functions Objective: To be able to graph a quadratic function and identif the verte and the roots. Period: Quadratic Function Function of degree. Usuall in the form: We are now going to

More information

Secondary School Mathematics & Science Competition. Mathematics. Date: 1 st May, 2013

Secondary School Mathematics & Science Competition. Mathematics. Date: 1 st May, 2013 Secondary School Mathematics & Science Competition Mathematics Date: 1 st May, 01 Time allowed: 1 hour 15 minutes 1. Write your Name (both in English and Chinese), Name of School, Form, Date, Se, Language,

More information

ENGINEERING ENTRANCE EXAMINATION QUESTIONS IN MATHEMATICS NOTE: ANSWER ANY 11 QUESTIONS OUT OF 16 QUESTIONS

ENGINEERING ENTRANCE EXAMINATION QUESTIONS IN MATHEMATICS NOTE: ANSWER ANY 11 QUESTIONS OUT OF 16 QUESTIONS ENGINEERING ENTRANCE EXAMINATION QUESTIONS IN MATHEMATICS NOTE: ANSWER ANY QUESTIONS OUT OF 6 QUESTIONS. Evaluate 3 lim 4 + 3. Find the equation of the straight line passing through (3,) which is perpendicular

More information

Enzymes II. Dr. Mamoun Ahram Summer, 2017

Enzymes II. Dr. Mamoun Ahram Summer, 2017 Enzymes II Dr. Mamoun Ahram Summer, 2017 Kinetics Kinetics is deals with the rates of chemical reactions. Chemical kinetics is the study of the rates of chemical reactions. For the reaction (A P), The

More information

1. Sets A set is any collection of elements. Examples: - the set of even numbers between zero and the set of colors on the national flag.

1. Sets A set is any collection of elements. Examples: - the set of even numbers between zero and the set of colors on the national flag. San Francisco State University Math Review Notes Michael Bar Sets A set is any collection of elements Eamples: a A {,,4,6,8,} - the set of even numbers between zero and b B { red, white, bule} - the set

More information

f x x, where f x (E) f, where ln

f x x, where f x (E) f, where ln AB Review 08 Calculator Permitted (unless stated otherwise) 1. h0 ln e h 1 lim is h (A) f e, where f ln (B) f e, where f (C) f 1, where ln (D) f 1, where f ln e ln 0 (E) f, where ln f f 1 1, where t is

More information

Enzyme reaction example of Catalysis, simplest form: E + P at end of reaction No consumption of E (ES): enzyme-substrate complex Intermediate

Enzyme reaction example of Catalysis, simplest form: E + P at end of reaction No consumption of E (ES): enzyme-substrate complex Intermediate V 41 Enzyme Kinetics Enzyme reaction example of Catalysis, simplest form: k 1 E + S k -1 ES E at beginning and ES k 2 k -2 E + P at end of reaction No consumption of E (ES): enzyme-substrate complex Intermediate

More information

Algebra y funciones [219 marks]

Algebra y funciones [219 marks] Algebra y funciones [219 marks] Let f() = 3 ln and g() = ln5 3. 1a. Epress g() in the form f() + lna, where a Z +. 1b. The graph of g is a transformation of the graph of f. Give a full geometric description

More information

Hyperbolic functions

Hyperbolic functions Roberto s Notes on Differential Calculus Chapter 5: Derivatives of transcendental functions Section Derivatives of Hyperbolic functions What you need to know already: Basic rules of differentiation, including

More information

Solutions to Test 2 Spring = y+x dy dx +0 = ex+y x+y dy. e x = dy dx (ex+y x) = y e x+y. dx = y ex+y e x+y x

Solutions to Test 2 Spring = y+x dy dx +0 = ex+y x+y dy. e x = dy dx (ex+y x) = y e x+y. dx = y ex+y e x+y x 12pt 1 Consider the equation e +y = y +10 Solutions to Test 2 Spring 2018 (a) Use implicit differentiation to find dy d d d (e+y ) = d ( (y+10) e+y 1+ dy ) d d = y+ dy d +0 = e+y +y dy +e d = y+ dy d +y

More information

A First Course on Kinetics and Reaction Engineering Example 9.4

A First Course on Kinetics and Reaction Engineering Example 9.4 Example 9.4 Problem Purpose This problem illustrates the use of a Lineweaver-Burk plot to determine the values of the constants in a Michaelis-Menten rate expression. Problem Statement Suppose the enzyme-catalyzed

More information

1993 AP Calculus AB: Section I

1993 AP Calculus AB: Section I 99 AP Calculus AB: Section I 90 Minutes Scientific Calculator Notes: () The eact numerical value of the correct answer does not always appear among the choices given. When this happens, select from among

More information

Universidad Carlos III de Madrid

Universidad Carlos III de Madrid Universidad Carlos III de Madrid Eercise 1 2 3 4 5 6 Total Points Department of Economics Mathematics I Final Eam January 22nd 2018 LAST NAME: Eam time: 2 hours. FIRST NAME: ID: DEGREE: GROUP: 1 (1) Consider

More information

JUST THE MATHS UNIT NUMBER 5.3. GEOMETRY 3 (Straight line laws) A.J.Hobson

JUST THE MATHS UNIT NUMBER 5.3. GEOMETRY 3 (Straight line laws) A.J.Hobson JUST THE MATHS UNIT NUMBER 5.3 GEOMETRY 3 (Straight line laws) by A.J.Hobson 5.3.1 Introduction 5.3.2 Laws reducible to linear form 5.3.3 The use of logarithmic graph paper 5.3.4 Exercises 5.3.5 Answers

More information

Chapter 6 Overview: Applications of Derivatives

Chapter 6 Overview: Applications of Derivatives Chapter 6 Overview: Applications of Derivatives There are two main contets for derivatives: graphing and motion. In this chapter, we will consider the graphical applications of the derivative. Much of

More information

Math 0250, Midterm I, Fall 2004 Instructor: D. Swigon SOLUTIONS

Math 0250, Midterm I, Fall 2004 Instructor: D. Swigon SOLUTIONS 1 Math 5, Midterm I, Fall Instructor: D. Swigon SOLUTIONS Problem 1: ( points) Sole the following initial alue problem d d 1+, ( 1) 1 The equation is separable and can be written as d which, after integrating

More information

Lecture 13: Data Analysis and Interpretation of the Michaelis-Menten Parameters

Lecture 13: Data Analysis and Interpretation of the Michaelis-Menten Parameters Biological Chemistry Laboratory Biology 3515/Chemistry 3515 Spring 2019 Lecture 13: Data Analysis and Interpretation of the Michaelis-Menten Parameters 19 February 2019 c David P. Goldenberg University

More information

CEE 370 Environmental Engineering Principles

CEE 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 information

P3 Revision Questions

P3 Revision Questions P3 Revision Questions Part 1 Question 1 What is a kilometre? Answer 1 1000metres Question 2 What is meant by an average speed? Answer 2 The average distance covered per second Question 3 How do speed cameras

More information

Slope Fields and Differential Equations

Slope Fields and Differential Equations Slope Fields and Differential Equations Students should be able to: Draw a slope field at a specified number of points b hand. Sketch a solution that passes through a given point on a slope field. Match

More information

Algebra y funciones [219 marks]

Algebra y funciones [219 marks] Algebra y funciones [9 marks] Let f() = 3 ln and g() = ln5 3. a. Epress g() in the form f() + lna, where a Z +. attempt to apply rules of logarithms e.g. ln a b = b lna, lnab = lna + lnb correct application

More information

12.1 The Extrema of a Function

12.1 The Extrema of a Function . The Etrema of a Function Question : What is the difference between a relative etremum and an absolute etremum? Question : What is a critical point of a function? Question : How do you find the relative

More information

Particle Motion. Typically, if a particle is moving along the x-axis at any time, t, x()

Particle Motion. Typically, if a particle is moving along the x-axis at any time, t, x() Typically, if a particle is moving along the x-axis at any time, t, x() t represents the position of the particle; along the y-axis, yt () is often used; along another straight line, st () is often used.

More information

The Detective s Hat Function

The Detective s Hat Function The Detective s Hat Function (,) (,) (,) (,) (, ) (4, ) The graph of the function f shown above is a piecewise continuous function defined on [, 4]. The graph of f consists of five line segments. Let g

More information

Michaelis-Menton kinetics

Michaelis-Menton kinetics Michaelis-Menton kinetics The rate of an enzyme catalyzed reaction in which substrate S is converted into products P depends on the concentration of the enzyme E even though the enzyme does not undergo

More information

( ) + ( ) ( x) ax. = f x g x. = ax. Then find the derivative. 5 x. y = 6. values at x = 1: Recitation Worksheet 5A

( ) + ( ) ( x) ax. = f x g x. = ax. Then find the derivative. 5 x. y = 6. values at x = 1: Recitation Worksheet 5A Recitation Worksheet 5A I First rewrite the function in the form y n = a Then find the derivative II 5 1 y = y 1 5 = y = y = 6 10 Rewrite if necessary until you have the sum of a few terms, each of the

More information

Comments on Productivity of Batch & Continuous Bioreactors (Chapter 9)

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 information

Lecture 15 (10/20/17) Lecture 15 (10/20/17)

Lecture 15 (10/20/17) Lecture 15 (10/20/17) Reading: Ch6; 98-203 Ch6; Box 6- Lecture 5 (0/20/7) Problems: Ch6 (text); 8, 9, 0,, 2, 3, 4, 5, 6 Ch6 (study guide-facts); 6, 7, 8, 9, 20, 2 8, 0, 2 Ch6 (study guide-applying); NEXT Reading: Ch6; 207-20

More information

1998 AP Calculus AB: Section I, Part A

1998 AP Calculus AB: Section I, Part A 998 AP Calculus AB: 55 Minutes No Calculator Note: Unless otherwise specified, the domain of a function f is assumed to be the set of all real numbers for which f () is a real number.. What is the -coordinate

More information

Chapter 2. Motion in One Dimension. Professor Wa el Salah

Chapter 2. Motion in One Dimension. Professor Wa el Salah Chapter 2 Motion in One Dimension Kinematics Describes motion while ignoring the external agents that might have caused or modified the motion For now, will consider motion in one dimension Along a straight

More information

It is generally believed that the catalytic reactions occur in at least two steps.

It is generally believed that the catalytic reactions occur in at least two steps. Lecture 16 MECHANISM OF ENZYME ACTION A chemical reaction such as A ----> P takes place because a certain fraction of the substrate possesses enough energy to attain an activated condition called the transition

More information

Chemical Kinetics. Kinetics versus Thermodynamics

Chemical Kinetics. Kinetics versus Thermodynamics Chemical Kinetics Petrucci, Harwood and Herring (8th edition) Problem Set: Chapter 5 questions 29, 33, 35, 43a, 44, 53, 63, 8 CHEM 3. Chemical Kinetics Kinetics versus Thermodynamics - thermodynamics tells

More information

Differential calculus. Background mathematics review

Differential calculus. Background mathematics review Differential calculus Background mathematics review David Miller Differential calculus First derivative Background mathematics review David Miller First derivative For some function y The (first) derivative

More information

=.55 = = 5.05

=.55 = = 5.05 MAT1193 4c Definition of derivative With a better understanding of limits we return to idea of the instantaneous velocity or instantaneous rate of change. Remember that in the example of calculating the

More information

Measurement of Enzyme Activity - ALP Activity (ALP: Alkaline phosphatase)

Measurement of Enzyme Activity - ALP Activity (ALP: Alkaline phosphatase) Measurement of Enzyme Activity - ALP Activity (ALP: Alkaline phosphatase) Measurement and analysis of enzyme activity is often used in the field of life science such as medicines and foods to investigate

More information

APPLICATIONS OF DIFFERENTIATION

APPLICATIONS OF DIFFERENTIATION 4 APPLICATIONS OF DIFFERENTIATION APPLICATIONS OF DIFFERENTIATION 4.9 Antiderivatives In this section, we will learn about: Antiderivatives and how they are useful in solving certain scientific problems.

More information

Chapter 1. Functions and Graphs. 1.5 More on Slope

Chapter 1. Functions and Graphs. 1.5 More on Slope Chapter 1 Functions and Graphs 1.5 More on Slope 1/21 Chapter 1 Homework 1.5 p200 2, 4, 6, 8, 12, 14, 16, 18, 22, 24, 26, 29, 30, 32, 46, 48 2/21 Chapter 1 Objectives Find slopes and equations of parallel

More information

( ) 9 b) y = x x c) y = (sin x) 7 x d) y = ( x ) cos x

( ) 9 b) y = x x c) y = (sin x) 7 x d) y = ( x ) cos x NYC College of Technology, CUNY Mathematics Department Spring 05 MAT 75 Final Eam Review Problems Revised by Professor Africk Spring 05, Prof. Kostadinov, Fall 0, Fall 0, Fall 0, Fall 0, Fall 00 # Evaluate

More information

Kinematics. Chapter 2. Position-Time Graph. Position

Kinematics. Chapter 2. Position-Time Graph. Position Kinematics Chapter 2 Motion in One Dimension Describes motion while ignoring the agents that caused the motion For now, will consider motion in one dimension Along a straight line Will use the particle

More information

CHEM-E3205 BIOPROCESS OPTIMIZATION AND SIMULATION

CHEM-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 information

Ali Yaghi. Gumana Ghashan. Mamoun Ahram

Ali Yaghi. Gumana Ghashan. Mamoun Ahram 21 Ali Yaghi Gumana Ghashan Mamoun Ahram Kinetics The study of Kinetics deals with the rates of chemical reactions. Chemical kinetics is the study of the rate of chemical reactions. For the reaction (A

More information

Physics 101 Lecture 3 Motion in 1D Dr. Ali ÖVGÜN

Physics 101 Lecture 3 Motion in 1D Dr. Ali ÖVGÜN Physics 101 Lecture 3 Motion in 1D Dr. Ali ÖVGÜN EMU Physics Department Motion along a straight line q Motion q Position and displacement q Average velocity and average speed q Instantaneous velocity and

More information

Economic Principles II : Math Memo

Economic Principles II : Math Memo Economic Principles II : Math Memo Prof. Séverine Toussaert - Section 2.002 July 8, 2013 Computing a Rate of Change Suppose we wanted to know by how much a variable increased relative to some reference

More information

Lecture 12. Functional form

Lecture 12. Functional form Lecture 12. Functional form Multiple linear regression model β1 + β2 2 + L+ β K K + u Interpretation of regression coefficient k Change in if k is changed by 1 unit and the other variables are held constant.

More information

dy dx 1. If y 2 3xy = 18, then at the point H1, 3L is HAL 1 HBL 0 HCL 1 HDL 4 HEL 8 kx + 8 k + x The value of k is

dy dx 1. If y 2 3xy = 18, then at the point H1, 3L is HAL 1 HBL 0 HCL 1 HDL 4 HEL 8 kx + 8 k + x The value of k is . If = 8, then d d at the point H, L is 0 HCL HDL HEL 8. The equation of the line tangent to the curve = k + 8 k + The value of k is at = is = +. HCL HDL HEL. If f HL = and f H L =, then find f HL d 0

More information

2004 Free Responses Solutions. Form B

2004 Free Responses Solutions. Form B Free Responses Solutions Form B All questions are available from www.collegeboard.com James Rahn www.jamesrahn.com Form B AB Area d 8 B. ( ) π ( ) Volume π d π.7 or.8 or ( ) Volume π 9 y 7. or 68 π Form

More information

AP Calculus. Slope Fields and Differential Equations. Student Handout

AP Calculus. Slope Fields and Differential Equations. Student Handout AP Calculus Slope Fields and Differential Equations Student Handout 016-017 EDITION Use the following link or scan the QR code to complete the evaluation for the Stud Session https://www.survemonke.com/r/s_sss

More information

CHAPTER 1: ENZYME KINETICS AND APPLICATIONS

CHAPTER 1: ENZYME KINETICS AND APPLICATIONS CHAPTER 1: ENZYME KINETICS AND APPLICATIONS EM 1 2012/13 ERT 317 BIOCHEMICAL ENGINEERING Course details Credit hours/units : 4 Contact hours : 3 hr (L), 3 hr (P) and 1 hr (T) per week Evaluations Final

More information

Motion. Slope. Slope. Distance and Displacement

Motion. Slope. Slope. Distance and Displacement Steepness or slope base (run), height (rise) slope = rise/run slope down (\) : - (rise/run) slope up (/) : + (rise/run) sudden change of slope curved hill - the slope is always changing procedure to find

More information

A First Course on Kinetics and Reaction Engineering. Class 9 on Unit 9

A First Course on Kinetics and Reaction Engineering. Class 9 on Unit 9 A First Course on Kinetics and Reaction Engineering Class 9 on Unit 9 Part I - Chemical Reactions Part II - Chemical Reaction Kinetics Where We re Going A. Rate Expressions - 4. Reaction Rates and Temperature

More information

After lectures by. disappearance of reactants or appearance of. measure a reaction rate we monitor the. Reaction Rates (reaction velocities): To

After lectures by. disappearance of reactants or appearance of. measure a reaction rate we monitor the. Reaction Rates (reaction velocities): To Revised 3/21/2017 After lectures by Dr. Loren Williams (GeorgiaTech) Protein Folding: 1 st order reaction DNA annealing: 2 nd order reaction Reaction Rates (reaction velocities): To measure a reaction

More information

Logarithmic differentiation

Logarithmic differentiation Roberto s Notes on Differential Calculus Chapter 5: Derivatives of transcendental functions Section Logarithmic differentiation What you need to know already: All basic differentiation rules, implicit

More information

1998 AP Calculus AB: Section I, Part A

1998 AP Calculus AB: Section I, Part A 55 Minutes No Calculator Note: Unless otherwise specified, the domain of a function f is assumed to be the set of all real numbers for which f () is a real number.. What is the -coordinate of the point

More information

Review of Essential Skills and Knowledge

Review of Essential Skills and Knowledge Review of Essential Skills and Knowledge R Eponent Laws...50 R Epanding and Simplifing Polnomial Epressions...5 R 3 Factoring Polnomial Epressions...5 R Working with Rational Epressions...55 R 5 Slope

More information

Distance vs. Displacement, Speed vs. Velocity, Acceleration, Free-fall, Average vs. Instantaneous quantities, Motion diagrams, Motion graphs,

Distance vs. Displacement, Speed vs. Velocity, Acceleration, Free-fall, Average vs. Instantaneous quantities, Motion diagrams, Motion graphs, Distance vs. Displacement, Speed vs. Velocity, Acceleration, Free-fall, Average vs. Instantaneous quantities, Motion diagrams, Motion graphs, Kinematic formulas. A Distance Tells how far an object is from

More information

ENZYME SCIENCE AND ENGINEERING PROF. SUBHASH CHAND DEPARTMENT OF BIOCHEMICAL ENGINEERING AND BIOTECHNOLOGY IIT DELHI LECTURE 7

ENZYME SCIENCE AND ENGINEERING PROF. SUBHASH CHAND DEPARTMENT OF BIOCHEMICAL ENGINEERING AND BIOTECHNOLOGY IIT DELHI LECTURE 7 ENZYME SCIENCE AND ENGINEERING PROF. SUBHASH CHAND DEPARTMENT OF BIOCHEMICAL ENGINEERING AND BIOTECHNOLOGY IIT DELHI LECTURE 7 KINETICS OF ENZYME CATALYSED REACTIONS (CONTD.) So in the last lecture we

More information

TO THE STUDENT: To best prepare for Test 4, do all the problems on separate paper. The answers are given at the end of the review sheet.

TO THE STUDENT: To best prepare for Test 4, do all the problems on separate paper. The answers are given at the end of the review sheet. MATH TEST 4 REVIEW TO THE STUDENT: To best prepare for Test 4, do all the problems on separate paper. The answers are given at the end of the review sheet. PART NON-CALCULATOR DIRECTIONS: The problems

More information

ENZYME KINETICS. What happens to S, P, E, ES?

ENZYME KINETICS. What happens to S, P, E, ES? ENZYME KINETICS Go to lecture notes and/or supplementary handouts for the following: 1 Basic observations in enzyme inetics 2 Michaelis-Menten treatment of enzyme inetics 3 Briggs-Haldane treatment of

More information

FastTrack MA 137 BioCalculus

FastTrack MA 137 BioCalculus FastTrack MA 137 BioCalculus Functions (2): More Eamples and Alberto Corso albertocorso@ukedu Department of Mathematics Universit of Kentuck Goal: We continue with more eamples of basic functions We also

More information

MATH 150/GRACEY PRACTICE FINAL. MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

MATH 150/GRACEY PRACTICE FINAL. MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. MATH 0/GRACEY PRACTICE FINAL Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Choose the graph that represents the given function without using

More information

Math 113 Final Exam Practice Problem Solutions. f(x) = ln x x. lim. lim. x x = lim. = lim 2

Math 113 Final Exam Practice Problem Solutions. f(x) = ln x x. lim. lim. x x = lim. = lim 2 Math 3 Final Eam Practice Problem Solutions. What are the domain and range of the function f() = ln? Answer: is only defined for, and ln is only defined for >. Hence, the domain of the function is >. Notice

More information

APPM 1360 Final Exam Spring 2016

APPM 1360 Final Exam Spring 2016 APPM 36 Final Eam Spring 6. 8 points) State whether each of the following quantities converge or diverge. Eplain your reasoning. a) The sequence a, a, a 3,... where a n ln8n) lnn + ) n!) b) ln d c) arctan

More information

A B C D. Unit 6 (1-Dimensional Motion) Practice Assessment

A B C D. Unit 6 (1-Dimensional Motion) Practice Assessment Unit 6 (1-Dimensional Motion) Practice Assessment Choose the best answer to the following questions. Indicate the confidence in your answer by writing C (Confident), S (So-so), or G (Guessed) next to the

More information

Modeling Microbial Populations in the Chemostat

Modeling 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 information

Constant Acceleration

Constant Acceleration Constant Acceleration Ch. in your text book Objectives Students will be able to: ) Write the definition of acceleration, either in words or as an equation ) Create an equation for the movement of an object

More information

Oghome, P.I. And Kamalu,C.I.O. Department Of Chemical Engineering, Federal University Of Technology, P. M. B. 1526, Owerri, Imo State, Nigeria.

Oghome, 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 information

MAT 272 Test 1 Review. 1. Let P = (1,1) and Q = (2,3). Find the unit vector u that has the same

MAT 272 Test 1 Review. 1. Let P = (1,1) and Q = (2,3). Find the unit vector u that has the same 11.1 Vectors in the Plane 1. Let P = (1,1) and Q = (2,3). Find the unit vector u that has the same direction as. QP a. u =< 1, 2 > b. u =< 1 5, 2 5 > c. u =< 1, 2 > d. u =< 1 5, 2 5 > 2. If u has magnitude

More information

On the mathematical modelling of a batch fermentation process using interval data and verification methods

On the mathematical modelling of a batch fermentation process using interval data and verification methods On the mathematical modelling of a batch fermentation process using interval data and verification methods Svetoslav Markov September 21, 2014 Co-authors: R. Alt, V. Beschkov, S. Dimitrov and M. Kamburova

More information

AP Calculus Worksheet: Chapter 2 Review Part I

AP Calculus Worksheet: Chapter 2 Review Part I AP Calculus Worksheet: Chapter 2 Review Part I 1. Given y = f(x), what is the average rate of change of f on the interval [a, b]? What is the graphical interpretation of your answer? 2. The derivative

More information

AP CALCULUS BC SUMMER ASSIGNMENT

AP CALCULUS BC SUMMER ASSIGNMENT AP CALCULUS BC SUMMER ASSIGNMENT Work these problems on notebook paper. All work must be shown. Use your graphing calculator only on problems -55, 80-8, and 7. Find the - and y-intercepts and the domain

More information

Solve Quadratics Using the Formula

Solve Quadratics Using the Formula Clip 6 Solve Quadratics Using the Formula a + b + c = 0, = b± b 4 ac a ) Solve the equation + 4 + = 0 Give our answers correct to decimal places. ) Solve the equation + 8 + 6 = 0 ) Solve the equation =

More information

1985 AP Calculus AB: Section I

1985 AP Calculus AB: Section I 985 AP Calculus AB: Section I 9 Minutes No Calculator Notes: () In this eamination, ln denotes the natural logarithm of (that is, logarithm to the base e). () Unless otherwise specified, the domain of

More information

10, Physical Chemistry- III (Classical Thermodynamics, Non-Equilibrium Thermodynamics, Surface chemistry, Fast kinetics)

10, Physical Chemistry- III (Classical Thermodynamics, Non-Equilibrium Thermodynamics, Surface chemistry, Fast kinetics) Subect Chemistry Paper No and Title Module No and Title Module Tag 0, Physical Chemistry- III (Classical Thermodynamics, Non-Equilibrium Thermodynamics, Surface chemistry, Fast kinetics) 0, Free energy

More information

Topic 4 Correlation and Regression. Transformed Variables

Topic 4 Correlation and Regression. Transformed Variables Topic 4 Correlation and Regression Transformed Variables 1 / 13 Outline Worldwide Oil Production Lineweaver-Burke double reciprocal plot 2 / 13 Worldwide Oil Production Example. The modern history of petroleum

More information

Class Business. I will have Project I graded by the end of the week. The discussion groups for Project 2 are cancelled

Class Business. I will have Project I graded by the end of the week. The discussion groups for Project 2 are cancelled Quiz 1 Class Business I will have Project I graded by the end of the week. Project 2 is due on 11/15 The discussion groups for Project 2 are cancelled There is additional reading for classes held on 10/30

More information

Complete your Parent Function Packet!!!!

Complete your Parent Function Packet!!!! PARENT FUNCTIONS Pre-Ap Algebra 2 Complete your Parent Function Packet!!!! There are two slides per Parent Function. The Parent Functions are numbered in the bottom right corner of each slide. The Function

More information

Calculus BC AP/Dual Fall Semester Review Sheet REVISED 1 Name Date. 3) Explain why f(x) = x 2 7x 8 is a guarantee zero in between [ 3, 0] g) lim x

Calculus BC AP/Dual Fall Semester Review Sheet REVISED 1 Name Date. 3) Explain why f(x) = x 2 7x 8 is a guarantee zero in between [ 3, 0] g) lim x Calculus BC AP/Dual Fall Semester Review Sheet REVISED Name Date Eam Date and Time: Read and answer all questions accordingly. All work and problems must be done on your own paper and work must be shown.

More information

Question 1. (8 points) The following diagram shows the graphs of eight equations.

Question 1. (8 points) The following diagram shows the graphs of eight equations. MAC 2233/-6 Business Calculus, Spring 2 Final Eam Name: Date: 5/3/2 Time: :am-2:nn Section: Show ALL steps. One hundred points equal % Question. (8 points) The following diagram shows the graphs of eight

More information

Math Honors Calculus I Final Examination, Fall Semester, 2013

Math Honors Calculus I Final Examination, Fall Semester, 2013 Math 2 - Honors Calculus I Final Eamination, Fall Semester, 2 Time Allowed: 2.5 Hours Total Marks:. (2 Marks) Find the following: ( (a) 2 ) sin 2. (b) + (ln 2)/(+ln ). (c) The 2-th Taylor polynomial centered

More information

Exponential Growth. b.) What will the population be in 3 years?

Exponential Growth. b.) What will the population be in 3 years? 0 Eponential Growth y = a b a b Suppose your school has 4512 students this year. The student population is growing 2.5% each year. a.) Write an equation to model the student population. b.) What will the

More information

We want to determine what the graph of an exponential function. y = a x looks like for all values of a such that 0 > a > 1

We want to determine what the graph of an exponential function. y = a x looks like for all values of a such that 0 > a > 1 Section 5 B: Graphs of Decreasing Eponential Functions We want to determine what the graph of an eponential function y = a looks like for all values of a such that 0 > a > We will select a value of a such

More information

CALCULUS EXPLORATION OF THE SECOND FUNDAMENTAL THEOREM OF CALCULUS. Second Fundamental Theorem of Calculus (Chain Rule Version): f t dt

CALCULUS EXPLORATION OF THE SECOND FUNDAMENTAL THEOREM OF CALCULUS. Second Fundamental Theorem of Calculus (Chain Rule Version): f t dt CALCULUS EXPLORATION OF THE SECOND FUNDAMENTAL THEOREM OF CALCULUS d d d d t dt 6 cos t dt Second Fundamental Theorem of Calculus: d f tdt d a d d 4 t dt d d a f t dt d d 6 cos t dt Second Fundamental

More information

Complex Reaction Mechanisms Chapter 36

Complex Reaction Mechanisms Chapter 36 Reaction Mechanisms: Complex Reaction Mechanisms Chapter 36 Reaction mechanism is a collection o elementary (one step) reactions that would add up to result in the overall reaction. Generally elementary

More information