Question
Download Solution PDFThe rate of convergence of Newton Raphson method is :
Answer (Detailed Solution Below)
Detailed Solution
Download Solution PDFExplanation:
Rate of Convergence of Newton-Raphson Method
Definition: The Newton-Raphson method is a widely used iterative numerical technique for finding approximations to the roots (or zeros) of a real-valued function. It is particularly renowned for its fast convergence properties when compared to other root-finding algorithms.
Working Principle: Given a function f(x) and its derivative f'(x), the Newton-Raphson method uses the formula:
xn+1 = xn - f(xn)/f'(xn)
to iteratively converge to the root of the function. Starting from an initial guess x0, the method generates a sequence {xn} that ideally converges to a solution x such that f(x) = 0.
Rate of Convergence: The rate of convergence refers to how quickly the sequence {xn} approaches the root. For the Newton-Raphson method, the rate of convergence is quadratic. This means that the error in the approximation decreases proportionally to the square of the error in the previous step. Mathematically, if en represents the error at the n-th iteration, then:
en+1 ≈ C * (en)2
where C is a constant. This quadratic convergence implies that the number of correct digits approximately doubles with each iteration, leading to very rapid convergence to the root.
Correct Option Analysis:
The correct option is:
Option 2: 2
This option correctly identifies the rate of convergence of the Newton-Raphson method as quadratic (order 2). The method's efficiency in rapidly approaching the root makes it a popular choice for solving non-linear equations
Last updated on Feb 20, 2025
-> A total number of 113 revised vacancies have been announced for the post of Scientific Assistant in Computer Science (CS), Information Technology (IT), and Electronics & Communication (EC) streams.
-> Online application form, last date has been extended up to from 17th April 2025.
->The NIELT has revised the Essential Qualifications for the post of Scientific Assistant. Candidates must possess (M.Sc.)/ (MS)/ (MCA) / (B.E.)/ (B.Tech) in relevant disciplines.
-> The NIELIT Scientific Assistant 2025 Notification has been released by the National Institute of Electronics and Information Technology (NIELIT).