Modeling: Creating mathematical representations of real-world situations
Appropriate quantities: Variables that capture the essential aspects of the situation
Dependent variable: The outcome that depends on other factors
Independent variable: The input that influences the outcome
To define appropriate quantities for modeling:
- Identify the relationship: Determine what quantities are connected
- Choose independent variable: The input that can be controlled or varied
- Choose dependent variable: The output that responds to the input
- Consider units: Ensure quantities have appropriate units
- Define variables clearly: State what each variable represents
The car's fuel efficiency connects distance traveled and fuel consumed
Gas consumed (gallons) can be controlled - this is the input
Let \(g =\) gallons of gas consumed
Distance traveled depends on gas consumed - this is the output
Let \(d =\) distance traveled (miles)
Since the car gets 25 miles per gallon:
Distance = Miles per gallon × Gallons
\(d = 25g\)
If \(g = 2\), then \(d = 25(2) = 50\) miles
This makes sense: 2 gallons should allow for 50 miles
Define: \(g =\) gallons of gas consumed, \(d =\) distance traveled (miles)
Model: \(d = 25g\)
• Variable Selection: Independent variable is controllable, dependent variable responds to it
• Unit Consistency: Units must make sense in the relationship
• Rate Relationship: Distance = Rate × Input
Linear relationship: A relationship where the dependent variable changes at a constant rate
Fixed rate: The cost per item remains constant
Proportional relationship: As one quantity increases, the other increases proportionally
The number of textbooks ordered affects the total cost
Number of textbooks ordered can be decided - this is the input
Let \(n =\) number of textbooks ordered
Total cost depends on the number of books - this is the output
Let \(C =\) total cost in dollars
Since each textbook costs $45:
Total cost = Cost per book × Number of books
\(C = 45n\)
If \(n = 10\), then \(C = 45(10) = 450\) dollars
This makes sense: 10 books at $45 each = $450
Define: \(n =\) number of textbooks ordered, \(C =\) total cost (dollars)
Model: \(C = 45n\)
• Linear Model: Total cost = Unit price × Quantity
• Variable Identification: Input determines output
• Unit Clarity: Specify units for each variable
Rate-based modeling: A model based on how quickly something changes
Constant rate: The rate of change remains the same
Accumulation: A quantity that builds up over time
Time affects the volume of water in the tank
Time can be measured and controlled - this is the input
Let \(t =\) time in minutes
Water volume accumulates over time - this is the output
Let \(V =\) volume of water in gallons
Since water flows at 10 gallons per minute:
Volume = Rate × Time
\(V = 10t\)
If \(t = 5\), then \(V = 10(5) = 50\) gallons
This makes sense: 5 minutes at 10 gal/min = 50 gallons
Define: \(t =\) time (minutes), \(V =\) volume (gallons)
Model: \(V = 10t\)
• Rate-Time-Quantity: Amount = Rate × Time
• Accumulation Model: Something that builds up over time
• Time as Input: Time is often the independent variable in rate problems
Power generation: Rate at which energy is produced
Energy accumulation: Total energy produced over time
Rate conversion: Power × Time = Energy
Hours of sunlight affect energy generated
Hours of sunlight can be measured - this is the input
Let \(h =\) hours of sunlight
Energy generated depends on sunlight hours - this is the output
Let \(E =\) energy generated in watt-hours
Since the panel generates 300 watts per hour:
Energy = Power rate × Time
\(E = 300h\)
If \(h = 4\), then \(E = 300(4) = 1200\) watt-hours
This makes sense: 4 hours at 300 watts/hour = 1200 watt-hours
Define: \(h =\) hours of sunlight, \(E =\) energy generated (watt-hours)
Model: \(E = 300h\)
• Power-Energy Relationship: Energy = Power × Time
• Unit Consistency: Watts × Hours = Watt-hours
• Rate Application: Use the rate to establish the mathematical relationship
Profit model: Revenue minus total costs
Fixed costs: Costs that don't change with production
Variable costs: Costs that change with production
Break-even point: Where revenue equals total costs
Number of widgets sold affects profit through revenue and costs
Number of widgets sold can be controlled - this is the input
Let \(n =\) number of widgets sold
Revenue = Price per widget × Number sold
Revenue: \(R = 5n\)
Costs = Fixed costs + Variable costs
Variable costs = $2 per widget × n widgets
Total costs: \(C = 1000 + 2n\)
Profit = Revenue - Costs
\(P = R - C = 5n - (1000 + 2n) = 5n - 1000 - 2n = 3n - 1000\)
If \(n = 500\), then \(P = 3(500) - 1000 = 1500 - 1000 = 500\)
This makes sense: 500 widgets generate $2500 revenue and $2000 costs
Define: \(n =\) widgets sold, \(P =\) profit (dollars)
Model: \(P = 3n - 1000\)
• Profit Formula: Profit = Revenue - Total Costs
• Cost Components: Fixed + Variable costs
• Multi-step Modeling: Break complex scenarios into components
Mathematical modeling: Creating equations that represent real-world situations
Independent variable: The input that can be controlled or varied
Dependent variable: The output that responds to the independent variable
Parameters: Constants that define the specific characteristics of the model
Domain restrictions: Realistic limits on the values variables can take
- Understand the situation: Read carefully and identify the real-world context
- Identify the goal: Determine what you want to predict or calculate
- Choose the dependent variable: Select what you want to measure
- Choose the independent variable(s): Select what influences the dependent variable
- Define variables clearly: State what each variable represents and its units
- Establish the relationship: Create the mathematical equation
- Verify the model: Check that it makes sense in context
• Variable Identification: Independent variable → Dependent variable
• Rate Models: Amount = Rate × Time
• Cost Models: Total Cost = Fixed + Variable
• Profit Models: Profit = Revenue - Costs
• Unit Consistency: Units must be compatible in equations