What is Numerical: Definition and 772 Discussions

Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). Numerical analysis naturally finds application in all fields of engineering and the physical sciences, but in the 21st century also the life sciences, social sciences, medicine, business and even the arts have adopted elements of scientific computations. The growth in computing power has revolutionized the use of realistic mathematical models in science and engineering, and subtle numerical analysis is required to implement these detailed models of the world. For example, ordinary differential equations appear in celestial mechanics (predicting the motions of planets, stars and galaxies); numerical linear algebra is important for data analysis; stochastic differential equations and Markov chains are essential in simulating living cells for medicine and biology.
Before the advent of modern computers, numerical methods often depended on hand interpolation formulas applied to data from large printed tables. Since the mid 20th century, computers calculate the required functions instead, but many of the same formulas nevertheless continue to be used as part of the software algorithms.The numerical point of view goes back to the earliest mathematical writings. A tablet from the Yale Babylonian Collection (YBC 7289), gives a sexagesimal numerical approximation of the square root of 2, the length of the diagonal in a unit square.
Numerical analysis continues this long tradition: rather than exact symbolic answers, which can only be applied to real-world measurements by translation into digits, it gives approximate solutions within specified error bounds.

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  1. C

    Any recommendations for a book on advanced numerical methods?

    I'm looking for a good book on numerical methods. I know most of the basic algorithms but one that delves more into things like adaptive quadrature and that type of thing is what I'm looking for. Any texts people could recommend?
  2. G

    Calculating Velocity Change for Hohmann Transfer Orbit

    Homework Statement Consider an initial circular low Earth orbit act at a 300 km altitude, find the velocity change required to produce an elliptical orbit with a 300 km altitude at perigee and 3000 km altitude at apogee. Given gravitational parameter for Earth μ=398600 kg3/s2, radius of...
  3. franciobr

    Numerical integration - Techniques to remove singularities

    Hello everyone! I am trying to understand why the following function does not provide problems to being computed numerically: ∫dx1/(sin(abs(x)^(1/2))) from x=-1 to x=2. Clearly there is a singularity for x=0 but why does taking the absolute value of x and then taking its square root...
  4. Hercuflea

    Numerical analysis vs functional analysis vs statistics for engineerin

    Hey all, back with another question. I have the opportunity in the fall to choose 1 (maybe 2 if I'm lucky) of the following classes: Numerical analysis (undergrad numerical linear algebra, using matlab), Functional Analysis (as a directed study course with a prof), and the other is doing a...
  5. P

    Numerical methods for nonlinear PDEs in large domains

    Hi all, first post :) I have a system of z-propagated nonlinear PDEs that I solve numerically via a pseudo-spectral method which incorporates adaptive step size control using a Runge-Kutta-Fehlberg technique. This approach is fine over short propagation lengths but computation times don't...
  6. G

    MHB How can I optimize numerical approximation with fewer samples?

    Hi all, i have a problem to solve that i want maybe to solve with MATLAB o excel. I have a numerical samples and with linear approsimation i have a function, but now i want to use less samples for example only 20 and i want to find the best set of samples to approsimate in the best way the...
  7. Y

    Heat Capacity Numerical Problem

    Homework Statement I am working on a problem for my Thermal Physics course. In short, its a numerical problem. I had to go through some Excel calculations and end up with two columns of numbers. One, C/Nk, where C-heat capacity, k-boltzmann constant, N-number of particles and the other is...
  8. sankalpmittal

    Yet another numerical on friction

    Homework Statement See the image: http://postimage.org/image/o19oxb5pj/ You can click on the image to enlarge it.Homework Equations f<=fs=µsN fk=µkNThe Attempt at a Solution Ok, so displacement covered by big block + l= displacement covered by small block, I think. As whole system...
  9. S

    Analysis of Image superimposing using numerical analysis

    Dear, I need few Resources to get the help for my above topic. The above topic depicts that: one image will be imposed on the other one. and we have to shown it using numerical analysis. of course significant amount of programming effort is here. But I need help regarding resources/articles...
  10. S

    MHB Analysis of Image superimposing using numerical analysis

    Dear All, I need a few resources to get help with my above topic. The above topic depicts that: one image will be imposed on the other one, and we have to show it using numerical analysis. Of course significant amount of programming effort is required. But, I need help regarding...
  11. K

    Numerical floating point addition

    If I have a bunch of sorted numbers spanning a large range of magnitudes, is it better to add them up from smallest to largest or from largest to smallest, or something else? Let's say I'm summing an array A, which is sorted from large to small. Which gives a more accurate result: sum1 = 0...
  12. jbrussell93

    Numerical Analysis vs Applied Analysis

    I'm a sophomore physics major and will be choosing classes for next semester in a couple of weeks. I was planning on taking mathematical methods because I've often heard that it makes a big difference going into the upper level classes but unfortunately, it isn't being offered next year. It has...
  13. M

    Numerical integration of Bethe formula in Excel: help

    Hello, I am a PhD student in geology in need of help from a physicist! Can somebody spot the mistake in my spreadsheet? I am using an Excel spreadsheet (attached .xls) to integrate the Bethe formula in order to estimate the range (in cm) of alpha particles in quartz. I am using the version of...
  14. M

    Numerical stability of stiff problem

    I have a very complicated stiff system, which can be expressed as: x^{\prime}(t)=A(x,y)-B(x,y) y^{\prime}(t)=C(x,y)-D(x,y) I decided to solve it with the fixed-point iteration method (http://en.wikipedia.org/wiki/Fixed_point_iteration) but I also have to use adaptive time stepping to...
  15. S

    Numerical Integration of 2nd Order DE

    I am intending to use Runge Kutta 4th order to numerically solve a system of coupled equations: \frac{d^{2}x}{dt^{2}} = K1 * x * cos(t) + ( (K2 * \frac{dy}{dt}) - \frac{dz}{dt} ) \frac{d^{2}y}{dt^{2}}= -K1 * y * cos(t) + ( (K2 * \frac{dz}{dt}) - \frac{dx}{dt} )...
  16. Somefantastik

    What are some recommended textbooks for implementing numerical algorithms?

    Maybe I missed the numerical methods books in the textbook forum? But I'd like a few suggestions on good texts that are descriptive in implementing numerical algorithms like root-finding, numerical integration, numerical interpolation, etc. I was about to buy Numerical Recipes But I noticed...
  17. Albert1

    MHB Numerical Integration: Find x to 3 Decimal Points

    \[2.37=\frac{1}{\sqrt{6}} \int_{0}^{x} \sqrt{\frac{e^x}{e^x-1}}dx\] please find x to three decimal point
  18. maistral

    Numerical Methods for PDEs, basic algorithm?

    This is actually a request, I don't know if these are the correct forums for me to post these kinds of things, but yeah. Alright. I intended to study and learn numerical methods with PDEs on my own. And sadly the only thing I can comprehend is the Liebmann method. :cry: And I got so little...
  19. I like Serena

    Numerical Recipes in C++ by Press e.a.

    Author: William H. Press, Saul A. Teukolsky, William T. Vetterling, Brian P. Flannery Title: Numerical Recipes in C++: The Art of Scientific Computing Amazon Link: https://www.amazon.com/dp/0521431085/?tag=pfamazon01-20 Prerequisities: Contents:
  20. Q

    Find numerical values (to 4 sig fig.) for a and b?

    a+ib=[(3+i)/(5+i)]5 Thanks.
  21. S

    Taking Numerical Analysis next semester. How should I prepare?

    Hi. I'm a math major but this semester I couldn't take any math class except for a stats course. I already took introductory linear algebra and calc III, which were the prereqs for the numerical analysis. However, I'm on academic probation and really need to get stellar grades next semester...
  22. E

    MATLAB Is a Basic Understanding of Matlab Enough for Applied Numerical Methods?

    So I'm taking an applied numerical methods course this year, and we are not putting any emphasis on Matlab. Well, we do use it on homeworks and assignments, but he does not teach us more than the very basics (for, while loops, if iterations). The weird thing is that all the math we learn in the...
  23. P

    How to start knowledge build-up for becoming a numerical modeler?

    Hi everyone, I want to know what disciplines must I study to become an effective numerical modeler? As a numerical modeler, I expect to be able to generate numerical solutions to mathematical problems (via programming) at the same time I want to be able to explain all aspects of my...
  24. D

    Numerical differentiation with change of variable

    Hi all I am trying to solve for an integral whose integrand is a derivative that has a change of variable inside of it. ∫ (dz/dx) * cos(θ) dθ between 0 and pi. I have a function for z(x), and also know the relation between of x and θ, but what I don't know is how to evaluate such...
  25. S

    Gauss Legendre numerical intergration

    Gauss Legendre numerical intergration The attachment file contain solved example i don't know how he subsitute and why a2=2 done disappear in the answer please expalin in details
  26. F

    Segregated method for numerical solution of a PDE system

    All, I have a system of three coupled PDE and I discretized the equations using finite difference method. It results in a block matrix equations as: [A11 A12 A13] [x1] = [f1] [A21 A22 A23] [x2] = [f2] [A31 A32 A33] [x3] = [f3] where, any of Aij is a square matrix. I use...
  27. T

    Numerical Approximations - Euler's Method

    Homework Statement Here is the problem The Attempt at a Solution I was able to draw the directional field and found which regions had a positive or negative slope. However I don't get what the question means by "Observe that there is a critical value of α in the interval 0 ≤ α ≤ 1 that...
  28. R

    Numerical Integration of Double integrals

    I have a double integral: ∫∫sin^2(∏x/A)*sin^2(∏y/B)dxdy A=length along x B=length along y ranges: 0 to A(for x) & 0 to B (for y) Analytical result is: A*B/4 (unit^2) Now, I want to evaulate it numerically using trapezoidal rule. Infact, I have done it but not sure whether it is a right...
  29. D

    Numerical Analysis, sensitivity root finding.

    Homework Statement Let f(x) = x^{n} - ax^{n-1},\: and \: set\: g(x) = x^{n} \\ (a) \: Use\, the\, Sensitivity\, Formula\, to\, give\, a\, prediction\, for\, the\, nonzero\, \\ root \, of\,\; f_{\epsilon }(x) = x^{n} -ax^{n-1} + \epsilon x^{n} \, for\,small\,\epsilon.\\ \\ (b) \...
  30. A

    Reading Source fr Numerical Linear Algebra?

    I am using An Introduction to numerical linear algebra by Charles Cullen and I'm not very satisfied with it. Kindly suggest me some alternatives. Also suggest good linear algebra book to clear up basics. finally also suggest any online study materials, lecture notes, videos regarding the...
  31. H

    MHB Get Expert Numerical Analysis Help with Vyew - Collaborative Online Tool

    Hello, I was just wondering if someone would be kind enough to help me with some numerical analysis questions. I am struggling through the course and am completely lost with how to do the methods. I've looked at some youtube videos and such but that doesn't help much either. I need someone to go...
  32. B

    Errors and Numerical Integration

    Wasn't sure where to ask this but here goes: Suppose one needs to work out the area under an experimental peak using numerical integration and every data point has an error in y. How do you go about providing a sensbile error on the integrated area? My current thinking is that the error in...
  33. S

    Numerical problem on vector algebra - components of vectors

    Homework Statement Two beetles run across flat sand, starting at the same point. Beetle 1 runs 0.50m due east, then 0.80m at 30° north of due east. Beetle 2 also makes two runs; the first is 1.6m at 40° east of due north. What must be (a) the magnitude and (b) the direction of its second run...
  34. F

    Modes and numerical aperture of a fiber optic cable

    Hello Forum, the numerical aperture NA of a fiber optics is given by the square root of the squared core index minus the squared cladding index. The NA indicates the angular ability to collect light from the outside of the fiber, i.e. the max semi-angle over which light will enter the fiber...
  35. H

    Speed Profile - Numerical Integration

    Homework Statement I need to find total distance traveled for an object using the speed profile which is the absolute value of velocity before integrating. so we finish up with the total distance travelled, rather than the final displacement from the initial position. And this is the...
  36. N

    Find Numerical Value Of Transverse Modulus

    Homework Statement Homework Equations Square Packing: V_f = ∏/4(r/R)^2 E=σ/ε The Attempt at a Solution E=10MPa/0.001 = 1x10^4 E_2f=? V_m=? I get stuck here, am I on the right track with this problem? I need some guidance, please!
  37. H

    Numerical Integration - Problem

    Homework Statement Hey I Need Help With Numerical Integration: I Have Data Sets Which is Shown In The Picture Below http://imageshack.us/photo/my-images/69/numericalintegration.png/ Could Someone Use One of The Data Sets to Show Hows it Done Then i'll Do The Rest of Them Needed Answers...
  38. S

    Solving a Transcendental Equation Using a Numerical or Graphical Method

    Homework Statement I have this equation: y = 5(1 - e-x) and I need to find its root. Homework Equations I'm trying to go from Planck's blackbody formula to wien's displacement law by taking the derivative of Planck's blackbody formula with respect to wavelength and then setting it...
  39. M

    Numerical computation of Oscillatory integrals

    Hi all, I have a family of nasty integrals to do, all of the general form \int ^{\infty} _0 db b J_0 (b q)(e^{i\chi(b)}-1) where chi is a complicated real function, typically a sum of products of special functions. (q is a real number.) The only thing that the different functions have...
  40. N

    Applications of Calculus and Numerical Methods

    Hi, I'm a new user of this forum and i wanted to know how i can use calculus and interpolation in my projects. I'm a student in engineering and i usually do home made electronics and computer programming projects, i would like to include calculus to my projects and understand the practical side...
  41. F

    Coupled PDE System - Numerical Solution

    All, As part of my research I came up with a boundary value problem where I need to solve the following system of coupled PDE: 1- a1 * f,xx + a2 * f,yy + a3 * g,xx + a4 * g,yy - a5 * f - a6 * g = 0 2- b1 * f,xx + b2 * f,yy + b3 * g,xx + b4 * g,yy - b5 * f - b6 * g = 0 Where, ai's...
  42. bcrowell

    Numerical method for finding charge density on a conductor

    I'm interested in working out an efficient and precise numerical method to find the charge density on a conductor with an axially symmetric shape that is essentially a deformed sphere. (I have in mind something like r(\theta)=\sum \beta_\ell P_\ell(\cos\theta), where P is a Legendre polynomial.)...
  43. G

    Error in numerical approximation of an integration

    Homework Statement a,b\in R, a<b, n\in N\\ h=\frac{b-a}{n} , x_i = a+ih , i=0..n \\ f\in C^1[a,b] we approximate the integral of f in a,b with Q_n(f) = h\left[f(x_1) + f(x_1) + ... + f(x_n)\right] Find the error R_n(f) = \int_a^bf(x)dx - Q_n(f), as function of the first derivative of f...
  44. A

    Numerical techniques for the integral defined by a contour

    Homework Statement I have a doubt about how to solve an integral and what numerical method I could use to solve it. Example A = [1,2;2,4] Contour = [0,0,1,1] r = I-mean; integral of the position where the contour is equal zero and obtaining from that positon the value Ai which is...
  45. Hepth

    Mathematica Mathematica : Numerical Integration

    So I have to numerically integrate a function that is quite difficult. I could post it, but its long. Regardless, there are 5 variables I am integrating over. The first is independent. The next 4 are subsequently dependent on the integration limits of the previous. Not a big deal. something...
  46. M

    0 vs 0.0 in numerical integrand- bug?

    Hi All, A slight problem I've had with a function defined by a numerical integral. The definition is f[q_,c_,n_]:=NIntegrate[\[Beta]*BesselJ[0,q*\[Beta]]*(E^(I*c*((\[Beta] BesselK[1,\[Beta]] HypergeometricPFQ[{1},{1+n/2,1+n/2},\[Beta]^2/4]+n BesselK[0,\[Beta]]...
  47. N

    A question about numerical series

    suppose an>0, \sumandiverges then what can we say about \sum an/1+nan I think it divergent, but I'm not sure。
  48. D

    Need help with numerical lifting line method

    Dear all, I am following Warren F. Phillips' book "Mechanics of Flight" (2nd edition) and am trying to code the numerical lifting line method outlined by him starting on page 96 of Chapter 1. I will write the code in Matlab, but what is preventing me from doing so is a few variables within...
  49. M

    Numerical Solution to System of Non-linear Equations

    Homework Statement I am having problems solving this system of non-linear equations in Matlab and Mathematica. a,b,c,d,e,f are all independent variables. In Matlab I use fsolve() and get one solution, in Mathematica I use NSolve[] and get another totally different solution. Mathematica...
  50. S

    [Paper choice] Numerical Mathematics or Analog Electronics and Circuit Analysis.

    I am a physics major and have to make a choice between either of these two papers. The numerical mathematics is at the equivalent to US senior level and the electronics paper is equivalent to US junior level. I'm quite interested in biophysics and/or medical physics for grad school but I'm not...
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