cdae 266 - class 12 oct. 4 last class: 2. review of economic and business concepts today: 3. linear...
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2. Review of Economics Concepts 2.1. Overview of an economy 2.2. Ten principles of economics 2.3. Theory of the firm 2.4. Time value of money 2.5. Marginal analysis 2.6. Break-even analysisTRANSCRIPT
CDAE 266 - Class 12Oct. 4
Last class: 2. Review of economic and business conceptsToday: 3. Linear programming and applications Quiz 3 (sections 2.5 and 2.6)Next class: 3. Linear programmingImportant date: Problem set 2: due Tuesday, Oct. 9
One more application of TVM(Take-home exercise, Sept. 27)
Mr. Zhang in Beijing plans to immigrate to Canada and start a business in Montreal and the Canadian government has the following two options of “investment” requirement:
A. A one-time and non-refundable payment of $120,000 to the Canadian government.
B. A payment of $450,000 to the Canadian government and the payment (i.e., $450,000) will be returned to him in 4 years from the date of payment.
(1) How do we help Mr. Zhang compare the two options?(2) If the annual interest rate is 12%, what is the difference in PV? (3) If the annual interest rate is 6%, what is the difference in PV?(4) At what interest rate, the two options are the same in PV?
2. Review of Economics Concepts 2.1. Overview of an economy 2.2. Ten principles of economics 2.3. Theory of the firm 2.4. Time value of money 2.5. Marginal analysis 2.6. Break-even analysis
2.5. Marginal analysis 2.5.1. Basic concepts
2.5.2. Major steps of using quantitative methods2.5.3. Methods of expressing economic relations2.5.4. Total, average and marginal relations2.5.5. How to derive derivatives?2.5.6. Profit maximization2.5.7. Average cost minimization
2.5.6. Profit maximization (4) Summary of procedures(a) If we have the total profit function: Step 1: Take the derivative of the total profit function marginal profit function
Step 2: Set the marginal profit function to equal to zero and solve for Q* Step 3: Substitute Q* back into the total profit function and calculate the maximum profit (b) If we have the TR and TC functions: Step 1: Take the derivative of the TR function MR
Step 2: Take the derivative of the TC function MC Step 3: Set MR=MC and solve for Q* Step 4: Substitute Q* back into the TR and TC functions to calculate the TR and TC and their difference is the maximum total profit
2.5.6. Profit maximization (4) Summary of procedures
(c) If we have the demand and TC functions Step 1: Demand function P = …
Step 2: TR = P * Q = ( ) * Q Then follow the steps under (b) on the previous page
Class Exercise 4 (Thursday, Sept. 27)
1. Suppose a firm has the following total revenue and total cost functions:
TR = 20 Q TC = 1000 + 2Q + 0.2Q2
How many units should the firm produce in order to maximize its profit?
2. If the demand function is Q = 20 – 0.5P, what are the TR and MR functions?
2.5.7. Average cost minimization
(1) Relation between AC and MC: when MC < AC, AC is fallingwhen MC > AC, AC is increasingwhen MC = AC, AC reaches the minimum level
(2) How to derive Q that minimizes AC?Set MC = AC and solve for Q
2.5.7. Average cost minimization
(3) An example:TC = 612500 + 1500Q + 1.25Q2 MC = 1500 + 2.5QAC = TC/Q = 612500/Q + 1500 + 1.25QSet MC = ACQ2 = 490,000Q = 700 or -700When Q = 700, AC is at the minimum level
2.6. Break-even analysis 2.6.1. What is a break-even?
TC = TR or = 02.6.2. A graphical analysis -- Linear functions -- Nonlinear functions2.6.3. How to derive the beak-even point or points? Set TC = TR or = 0 and solve for Q.
Break-even analysis: Linear functionsCo
sts
($)
Quantity
FC
TC
TR
B
A
Break-even quantity
Break-even analysis: nonlinear functionsCo
sts
($)
Quantity
TCTR
Break-even quantity 1 Break-even quantity 2
2.6. Break-even analysis 2.6.4. An example
TC = 612500 + 1500Q + 1.25Q2
TR = 7500Q - 3.75Q2
612500 + 1500Q + 1.25Q2 = 7500Q - 3.75Q2
5Q2 - 6000Q + 612500 = 0
Review the formula for ax2 + bx + c = 0 x = ? e.g., x2 + 2x - 3 = 0, x = ?
Q = 1087.3 or Q = 112.6
Class Exercise 5 (Tuesday, Oct. 2)
1. Suppose a company has the following total cost (TC) function:
TC = 200 + 2Q + 0.5 Q2
(a) What are the average cost (AC) and marginal cost (MC) functions?
(b) If the company wants to know the Q that will yield the lowest average cost, how will you solve the problem mathematically (list the steps and you do not need to solve the equation)
2. Suppose a company has the following total revenue (TR) and total cost (TC) functions:
TR = 20 Q TC = 300 + 5Q
How many units should the firm produce to have a break-even?
3. Linear programming & applications
3.1. What is linear programming (LP)? 3.2. How to develop a LP model? 3.3. How to solve a LP model graphically? 3.4. How to solve a LP model in Excel? 3.5. How to do sensitivity analysis? 3.6. What are some special cases of LP?
3.1. What is linear programming (LP)? 3.1.1. Two examples:
Example 1. The Redwood Furniture Co. manufactures tables & chairs. Table A on the next page shows the resources used, the unit profit for each product, and the availability of resources. The owner wants to determine how many tables and chairs should be made to maximize the total profits.
Table A (example 1):---------------------------------------------------------------
Unit requirementsResources ---------------------- Amount
Table Chair available---------------------------------------------------------------Wood (board feet) 30 20 300Labor (hours) 5 10 110=====================================Unit profit ($) 6 8---------------------------------------------------------------
3.1. What is linear programming (LP)? 3.1.1. Two examples:
Example 2. Galaxy Industries (a toy manufacture co.) 2 products: Space ray and zapper 2 resources: Plastic & time Resource requirements & unit profits: Table B on the next page.
Table B (example 2):---------------------------------------------------------------
Unit requirementsResources ---------------------- Amount
Space ray Zapper available---------------------------------------------------------------Plastic (lb.) 2 1 1,200Labor (min.) 3 4 2,400=====================================Unit profit ($) 8 5---------------------------------------------------------------
3.1. What is linear programming (LP)? 3.1.1. Two examples:
Example 2. Galaxy Industries: Additional requirements (constraints):
(1) Total production of the two toys should be no more than 800.
(2) The number of space ray cannot exceed the number of zappers plus 450.
Question: What is the optimal quantity for each of the two toys?
Management is seeking a production schedule that will
maximize the company’s profit.
Linear programming (LP) canLinear programming (LP) can
provide intelligent solution toprovide intelligent solution to
such problemssuch problems
3.1. What is linear programming (LP)? 3.1.2. Mathematical programming:
(1) Linear programming (LP) (2) Integer programming (3) Goal programming (4) Dynamic programming (5) Non-linear programming ……
……
3.1. What is linear programming (LP)? 3.1.3. Linear programming (LP):
(1) A linear programming model: A model that seeks to maximize or minimize a linear objective function subject to a set of linear constraints.
(2) Linear programming: A mathematical technique used
to solve constrained maximization or minimization problems with linear relations.
3.1. What is linear programming (LP)? 3.1.3. Linear programming (LP):
(3) Applications of LP: -- Product mix problems -- Policy analysis -- Transportation problems …… ……
3.2. How to develop a LP model? 3.2.1. Major components of a LP model: (1) A set of decision variables. (2) An objective function.
(3) A set of constraints.
3.2.2. Major assumptions of LP: (1) Variable continuity (2) Parameter certainty (3) Constant return to scale (4) No interactions between decision variables
3.2. How to develop a LP model? 3.2.3. Major steps in developing a LP
model: (1) Define decision variables (2) Express the objective function
(3) Express the constraints (4) Complete the LP model
3.2.4. Three examples: (1) Furniture manufacturer (2) Galaxy industrials (3) A farmer in Iowa
Table A (example 1):---------------------------------------------------------------
Unit requirementsResources ---------------------- Amount
Table Chair available---------------------------------------------------------------Wood (board feet) 30 20 300Labor (hours) 5 10 110=====================================Unit profit ($) 6 8---------------------------------------------------------------
Develop the LP model
Step 1. Define the decision variables Two variables: T = number of tables made
C = number of chairs made
Step 2. Express the objective functionStep 3. Express the constraintsStep 4. Complete the LP model
Example 2. Galaxy Industries (a toy manufacturer) 2 products: Space ray and zapper 2 resources: Plastic & time Resource requirements & unit profits (Table B)
Additional requirements (constraints): (1) Total production of the two toys should be
no more than 800. (2) The number of space ray cannot exceed the number of zappers plus 450.
Table B (example 2):---------------------------------------------------------------
Unit requirementsResources ---------------------- Amount
Space ray Zapper available---------------------------------------------------------------Plastic (lb.) 2 1 1,200Labor (min.) 3 4 2,400=====================================Unit profit ($) 8 5---------------------------------------------------------------