Maxima and Minima | Engineering Mathematics - Civil Engineering (CE) PDF Download

Definition of Maxima and Minima

  1. The function f is said to have a maximum value in I, if there exists a point c in such that f(c) > f(x), for all x I. The value f(c) is called the maximum value of f(x) in I and the point c is called a point of maximum value of f(x) in I.
  2. The function f is said to have a minimum value in I, if there exists a point c in I such that f(c) < f(x), for all x I. The value f(c), in this case, is called the minimum value of f(x) in I and the point c, in this case is called a point of minimum value of
    f(x) in I.
  3. The function f is said to have an extreme value in I if there exists a point c in I such that f(c) is either maximum value or a minimum value of f(x) in I.
  4. The number f(c) in this case, is called an extreme value of f(x) in I and the point c is called an extreme point.Maxima and Minima | Engineering Mathematics - Civil Engineering (CE)Here Point A, C are Local Minima and B, D are Local Maxima. 

Notes 

  1. Concave Downwards indicates Maxima of the function i.e.Maxima and Minima | Engineering Mathematics - Civil Engineering (CE)
  2. Concave Upwards indicates Minima of the function i.e.Maxima and Minima | Engineering Mathematics - Civil Engineering (CE)
  3. If f ‘(x) does not change sign as x increases through c, then c is neither a point of Local maxima nor a point of local minima. In fact, such a point is called point of inflection. So the condition for point of inflection is f ‘’(x) = 0 
  4. Similarly the necessary condition for the existing of either Maxima or Minima is f ‘(x) = 0. 

Example 1: Find all the points of local maxima and local minima of the function f given by f(x) = 2x3 - 6x2 + 6x + 5
Solution: Given that f(x) = 2x3 - 6x2 + 6x + 5
f ‘(x) = 6x2 - 12x + 6 = 6(x - 1)2
f ‘(x) = 0 at x = 1
Observe that f ‘(x) > 0 for all x R and in particular f ‘(x) > 0, for values close to 1 and to the left and right of 1.
Hence x = 1 is a point of inflection.

Definition of Local Maxima and Minima 

Let f be a function defined on an interval I and c I. Let f be twice differentiable at c.
Then

  1. x = c is a point of local maxima if f ‘(c) = 0 and f ‘'(c) < 0. Then the value f(c) is local maximum value of f(x).
  2. x = c is a point of local minima if f ‘(c) = 0 and f ‘'(c) > 0. In this case, f(c) is local minimum value of f(x).

Example 2: Find local maximum and local minimum values of the function f given by
f(x) = 3x4 + 4x3 - 12x2 + 12

Solution: f(x) = 3x4 + 4x3 - 12x2 + 12  
f ‘(x) = 12x3 + 12x2 – 24x = 12x(x – 1)(x + 2)  
f ‘(x) = 0 at
x = 0, x = 1 and x = –2
f ‘'(x) = 36x2 + 24x – 24
f ‘'(0) = –24 < 0
f ‘'(1) = 36 > 0
f ‘'(–2) = 144 – 48 – 24 = 72 > 0
x = 0 is a point of local maxima and local maximum value of f(x) at x = 0 is f(0) = 12 while x = 1 and x = –2 are local minimum points.
Local minimum values are f(1) = 7 and f(–2) = 20

Absolute Maxima and Absolute Minima

Maxima and Minima | Engineering Mathematics - Civil Engineering (CE)

  1. The graph gives a continuous function defined on a closed interval [a, d]. Observe that the function f has a local minima at x = b and local minimum vales is f(b), the function also has a local maxima at x = c and local maximum values is f(c).  
  2. Also form the graph, it is evident that f has absolute maximum value f(a) and absolute minimum value f(d). Further note that absolute maximum (minimum) value of f(x) is different from local maximum (minimum) value of f(x). 
  3. This absolute maximum value is nothing but global maxima and absolute minimum value is nothing but global minima.

Method to Find Global Maxima and Minima

Step 1: Find the all critical points of the function f(x) in the interval i.e. find points x where either f ‘(x) = 0 or f is not differentiable.  

Step 2: Take the end points of the interval.  

Step 3: At all these points (listed in step 1 and step 2) calculate the values of f(x).  

Step 4: Identity the maximum and minimum values of f(x) out of the values will be the absolute maximum (greatest) value of f(x) and the minimum (least) value of f(x).


Example 3: Find the absolute maximum and minimum values of a function f(x) given by   f(x) = 2x3 – 15x2 + 36x + 1  in the interval [1, 5]

Solution: f '(x) = 6x2 – 30x + 36 = 6(x – 3)(x – 2)
f '(x) = 0 gives x = 2, x = 3
We shall evaluate the f(x) at x = 2 and x = 3 and at the end points.
f (1) = 24
f(2) = 29
f(3) = 28
f(5) = 56
So absolute maximum value is 56 at x = 5
Absolute minimum value is 24 at x = 1

PYQs: Competitive Exams

Q: The maximum value attained by the function f(x) = x(x-1)(x-2) in the interval [1, 2] is _____.      [2016]
Ans: 0
Sol:
f(x) = x(x-1)(x-2)
At x = 0, f(x) = 0
At any value of x between 0 and 1, f(x) is positive.
At x = 1, f(x) = 0
At any value of x between 1 and 2, f(x) is negative.
At x = 2, f(x) = 0
The curve for f(x) = x(x-1)(x-2) will approximately be
Maxima and Minima | Engineering Mathematics - Civil Engineering (CE)

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FAQs on Maxima and Minima - Engineering Mathematics - Civil Engineering (CE)

1. What is Maxima and Minima in Computer Science Engineering (CSE)?
Ans. Maxima and Minima are concepts in Computer Science Engineering (CSE) that deal with finding the highest and lowest values, respectively, of a given function or data set. These values are crucial in various areas of CSE, such as optimization algorithms, data analysis, and machine learning.
2. How are Maxima and Minima calculated in CSE?
Ans. In CSE, Maxima and Minima are typically calculated using mathematical techniques such as differentiation and optimization algorithms. For continuous functions, the first and second derivatives are often used to identify the critical points, where the function reaches its highest or lowest values. These critical points can then be further evaluated to determine the exact Maxima or Minima.
3. What are the practical applications of Maxima and Minima in CSE?
Ans. Maxima and Minima have various practical applications in CSE. They are used in optimization problems, where the goal is to find the best solution among a set of possibilities. They are also utilized in machine learning algorithms to optimize model parameters and improve predictive accuracy. Additionally, Maxima and Minima play a crucial role in data analysis, where identifying the highest and lowest values can provide valuable insights into the dataset.
4. Are there any algorithms specifically designed for finding Maxima and Minima in CSE?
Ans. Yes, there are several algorithms specifically designed for finding Maxima and Minima in CSE. Some popular ones include gradient descent, Newton's method, and the simplex algorithm. These algorithms use iterative techniques to converge towards the Maxima or Minima of a function by adjusting the input values. The choice of algorithm depends on the specific problem and the characteristics of the function being analyzed.
5. Can Maxima and Minima be found in discrete data sets in CSE?
Ans. Yes, Maxima and Minima can be found in discrete data sets in CSE. In such cases, the data points are treated as individual values instead of a continuous function. Various techniques, such as sorting algorithms or linear search, can be used to identify the highest and lowest values in the data set. However, it is important to note that the precision and accuracy of the Maxima and Minima calculations may vary depending on the density and distribution of the data points.
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