Modelling with Logarithmic, Logistic & Piecewise Functions (DP IB Applications & Interpretation (AI))

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  • What is the general form for a logarithmic function?

    The general form for a logarithmic function is f open parentheses x close parentheses equals a plus b ln space x, x greater than 0.

  • True or False?

    ln x identical to log subscript straight e open parentheses x close parentheses

    True.

    ln x identical to log subscript straight e open parentheses x close parentheses

    This is the inverse of space f left parenthesis x right parenthesis equals straight e to the power of x.

    Remember that ln open parentheses straight e to the power of x close parentheses equals x and straight e to the power of ln x end exponent equals x.

  • Which point will a logarithmic graph always pass through?

    A logarithmic graph always pass through the point open parentheses 1 comma space a close parentheses.

  • True or False?

    A logarithmic graph does not have a y-intercept.

    True.

    A logarithmic graph does not have a y-intercept.

    There is a vertical asymptote at the y-axis.

  • What are the coordinates of the single root of a logarithmic graph, f open parentheses x close parentheses equals a plus b space ln space x, x greater than 0?

    The coordinates of the single root of a logarithmic graph, f open parentheses x close parentheses equals a plus b space ln space x, x greater than 0 are open parentheses straight e to the power of negative a over b end exponent comma space 0 close parentheses.

    This is found by solving a plus b space ln space x equals 0

  • For a logarithmic graph, f open parentheses x close parentheses equals a plus b space ln space x, x greater than 0, what does a positive value of b indicate?

    For a logarithmic graph, f open parentheses x close parentheses equals a plus b space ln space x, x greater than 0, a positive value of b indicates that the graph is increasing.

    Graph of the logarithmic function y = a + b ln(x) with b > 0, showing a curve increasing from left to right.
  • What is the general form for a logistic function?

    The general form for a logistic function is space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, where L comma space C and k are positive constants.

  • True or False?

    A logistic graph shows both increases and decreases.

    False.

    A logistic graph is always increasing.

    Logistic growth curve graph with equation y = L/(1 + Ce^(-kx)) labelled. y-intercept point at (0, L/(1+C)). Horizontal asymptote at y = L.
  • What is the range of a logistic function, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction?

    The range of a logistic function, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, is any real positive values less than L.

  • What are the coordinates of the y-intercept of a logistic graph, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction?

    The coordinates of the y-intercept of a logistic graph, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, are open parentheses 0 comma space fraction numerator L over denominator 1 plus C end fraction close parentheses.

  • True or False?

    A logistic graph has no roots.

    True.

    A logistic graph has no roots.

  • What are the equations of the two horizontal asymptotes of a logistic graph, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction?

    The equations of the two horizontal asymptotes of a logistic graph, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, are:

    • y equals L,

    • and y equals 0.

  • In what situation can a natural logarithmic model be used?

    A natural logarithmic model can be used when:

    • the variable increases rapidly for a period,

    • followed by a much slower rate of increase with no limiting value.

    E.g. sound intensity level can be modelled by a natural logarithmic function.

  • In a natural logarithmic model, space f left parenthesis x right parenthesis equals a plus b space ln x, what does the value a represent?

    In a natural logarithmic model, space f left parenthesis x right parenthesis equals a plus b space ln x, the value a represents the value of the function when x equals 1.

  • In a natural logarithmic model, space f left parenthesis x right parenthesis equals a plus b space ln x, what does the value b represent?

    In a natural logarithmic model, space f left parenthesis x right parenthesis equals a plus b space ln x, the value b represents the rate of change of the function.

  • What is a possible limitation of a natural logarithmic model?

    A possible limitation of a natural logarithmic model is that it is unbounded.

    In real-life, the variable may have a limiting value.

  • In what situation can a logistic model be used?

    A logistic model can be used when:

    • the variable initially increases exponentially,

    • and then tends towards a limit.

    E.g. the number of bacteria on an apple t seconds after removing it from protective packaging.

  • In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, what does the value L represent?

    In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, the value L represents the limiting capacity.

    This is the value that the model tends to as x gets large.

  • In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, what does the value k represent?

    In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, the value k determines the rate of increase of the model.

  • In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, what determines the initial value?

    In a logistic model, space f open parentheses x close parentheses equals fraction numerator L over denominator 1 plus C straight e to the power of negative k x end exponent end fraction, the value C (along with L), is used to determine the initial value of the model.

    The initial value is given by fraction numerator L over denominator 1 plus C end fraction.

  • What are the two possible limitations of a logistic model?

    The two possible limitations of a logistic model are:

    1. A logistic graph is bounded by the limit L, however, in real-life the variable might be unbounded.

    2. A logistic graph is always increasing, however, in real-life there could be periods where the variable decreases or fluctuates.

  • Give an example of a situation that could be modelled by a piecewise linear function.

    A piecewise linear function can be used to model a situation where there is a constant rate of change that is different for different intervals.

    For example, a taxi charge that doubles after midnight, or a car rental fee that triples during national holidays.

  • What is a limitation of piecewise linear models?

    One limitation of piecewise linear models is that they assume a constant rate of change in each interval.

    In reality, there may be a continuously variable rate of change or gradual transitions between rates.

  • True or False?

    Individual functions within a piecewise function must always be linear.

    False.

    Individual functions within a piecewise function do not have to be linear, they can contain any type of function, e.g. exponential, quadratic, ...

  • Why might a non-linear piecewise function be used to model the height H open parentheses t close parentheses of water in a bathtub with after t minutes?

    A non-linear piecewise function be used to model the height H open parentheses t close parentheses of water in a bathtub with after t minutes as the rate of change of the height of the water over time may differ depending on the shape of the bath tub.

    E.g. if the bath tub has curved sides at the base, then a cubic function may be suitable to model the height of the water, but when the sides go straight, a linear model may be more suitable.

  • True or False?

    When graphed, the individual functions within a piecewise function should join to make a continuous graph.

    True.

    When graphed, the individual functions within a piecewise function should join to make a continuous graph.

    E.g. if f open parentheses x close parentheses equals open curly brackets table row cell f subscript 1 left parenthesis x right parenthesis end cell row cell f subscript 2 left parenthesis x right parenthesis end cell end table blank table row cell a less or equal than x less than b end cell row cell b less or equal than x less than c end cell end table close then f subscript 1 open parentheses b close parentheses equals f subscript 2 open parentheses b close parentheses