the math as the language of the universethis curiosity for revealing the mysteries of the universe...
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![Page 1: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/1.jpg)
The Math as the language of the Universehttp://euler.us.es/~renato/
R. Alvarez-NodarseUniversidad de Sevilla
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 2: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/2.jpg)
Is Math the language of the Universe?
The History started with Thales, when people started to use theScientific Thought, continued with Galileo and his ScientificMethod and arrived to Newton and his Principia.
But it’s far to being over.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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What is Modeling?
0 π/2 π 3π/2 2πφ
-1
-0.5
0
0.5
1
v (cm/s)
How to explain and predict Velocity of liquid dropsnatural phenomena? on a moving plate
red circles: experiment
line: theory and simulations
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 4: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/4.jpg)
A very old discussion
VS
Fourier: The deep study of natureis the most fruitful source of mat-hematical discoveries. By offering toresearch a definite end, this studyhas the advantage of excluding va-gue questions and useless calcula-tions ... .Theorie analytique de la chaleur, 1822
Jacobi: It is true that Fourier hadthe opinion that the principal aimof mathematics was public utilityand explanation of natural pheno-mena; but a philosopher like himshould have known that the so-le end of science is the honor ofthe human mind, and a questionabout numbers is worth as muchas a question about the system ofthe world.Letter to Legendre, July 2, 1830.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 5: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/5.jpg)
A very old discussion
VS
Hardy:I have never done anyt-hing ‘useful’. No discovery ofmine has made [...] the least dif-ference to the amenity of theworld.
Lobachevsky: There is nobranch of mathematics, ho-wever abstract, which maynot some day be applied tophenomena of the real world.
Curiosity: Results by Hardy are used today in Cryptography andGenetics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 6: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/6.jpg)
A very old discussion
VS
Hardy:I have never done anyt-hing ‘useful’. No discovery ofmine has made [...] the least dif-ference to the amenity of theworld.
Lobachevsky: There is nobranch of mathematics, ho-wever abstract, which maynot some day be applied tophenomena of the real world.
Curiosity: Results by Hardy are used today in Cryptography andGenetics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 7: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/7.jpg)
The boom of mathematics: Galileo’s Theorem
Galileo (Il Saggiatore, 1623): Philosophy is writ-
ten in that great book which ever lies before our
eyes – I mean the universe – but we cannot un-
derstand it if we do not first learn the language
and grasp the symbols, in which it is written.
[...] without whose help it is impossible to com-
prehend a single word of it; without which one
wanders in vain through a dark labyrinth.
Einstein: The most beautiful experience we can
have is the mysterious. It is the fundamental
emotion which stands at the cradle of true art
and true science. Whoever does not know it and
can no longer wonder, no longer marvel, is as
good as dead, and his eyes are dimmed.
This curiosity for revealing the mysteries of the Universe and forunderstanding his language is the reason that many of us studiedPhysics and Mathematics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 8: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/8.jpg)
The boom of mathematics: Galileo’s Theorem
Galileo (Il Saggiatore, 1623): Philosophy is writ-
ten in that great book which ever lies before our
eyes – I mean the universe – but we cannot un-
derstand it if we do not first learn the language
and grasp the symbols, in which it is written.
[...] without whose help it is impossible to com-
prehend a single word of it; without which one
wanders in vain through a dark labyrinth.
Einstein: The most beautiful experience we can
have is the mysterious. It is the fundamental
emotion which stands at the cradle of true art
and true science. Whoever does not know it and
can no longer wonder, no longer marvel, is as
good as dead, and his eyes are dimmed.
This curiosity for revealing the mysteries of the Universe and forunderstanding his language is the reason that many of us studiedPhysics and Mathematics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 9: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/9.jpg)
The boom of mathematics: Galileo’s Theorem
Galileo (Il Saggiatore, 1623): Philosophy is writ-
ten in that great book which ever lies before our
eyes – I mean the universe – but we cannot un-
derstand it if we do not first learn the language
and grasp the symbols, in which it is written.
[...] without whose help it is impossible to com-
prehend a single word of it; without which one
wanders in vain through a dark labyrinth.
Einstein: The most beautiful experience we can
have is the mysterious. It is the fundamental
emotion which stands at the cradle of true art
and true science. Whoever does not know it and
can no longer wonder, no longer marvel, is as
good as dead, and his eyes are dimmed.
This curiosity for revealing the mysteries of the Universe and forunderstanding his language is the reason that many of us studiedPhysics and Mathematics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 10: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/10.jpg)
The boom of mathematics: Galileo’s Theorem
Galileo (Il Saggiatore, 1623): Philosophy is writ-
ten in that great book which ever lies before our
eyes – I mean the universe – but we cannot un-
derstand it if we do not first learn the language
and grasp the symbols, in which it is written.
[...] without whose help it is impossible to com-
prehend a single word of it; without which one
wanders in vain through a dark labyrinth.
Einstein: The most beautiful experience we can
have is the mysterious. It is the fundamental
emotion which stands at the cradle of true art
and true science. Whoever does not know it and
can no longer wonder, no longer marvel, is as
good as dead, and his eyes are dimmed.
This curiosity for revealing the mysteries of the Universe and forunderstanding his language is the reason that many of us studiedPhysics and Mathematics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 11: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/11.jpg)
The mystery
Einstein: How can it be that mathematics,being after all a product of human thoughtwhich is independent of experience, is so ad-mirably appropriate to the objects of reality?(Geometry and Experience, 1921)
.
Wigner: The miracle of the appropriatenessof the language of mathematics for the for-mulation of the laws of physics is a won-derful gift which we neither understand nordeserve. Unreasonable Effectiveness of Mat-hematics in the Natural Sciences, 1961.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 12: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/12.jpg)
The mystery
Einstein: How can it be that mathematics,being after all a product of human thoughtwhich is independent of experience, is so ad-mirably appropriate to the objects of reality?(Geometry and Experience, 1921)
.
Wigner: The miracle of the appropriatenessof the language of mathematics for the for-mulation of the laws of physics is a won-derful gift which we neither understand nordeserve. Unreasonable Effectiveness of Mat-hematics in the Natural Sciences, 1961.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 13: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/13.jpg)
The mystery
Einstein: How can it be that mathematics,being after all a product of human thoughtwhich is independent of experience, is so ad-mirably appropriate to the objects of reality?(Geometry and Experience, 1921)
.
Wigner: The miracle of the appropriatenessof the language of mathematics for the for-mulation of the laws of physics is a won-derful gift which we neither understand nordeserve. Unreasonable Effectiveness of Mat-hematics in the Natural Sciences, 1961.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 14: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/14.jpg)
Main tools of Modeling
In this workshop I will try to show how the modeling works.
For modeling we should have three important ingredients:
1 An interesting (challenging) no trivial problem.
2 The mathematical tools. In our case will be the Calculus.
3 Probably a computer for doing numerical simulations.
I will start from the end.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 15: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/15.jpg)
Main tools of Modeling
In this workshop I will try to show how the modeling works.
For modeling we should have three important ingredients:
1 An interesting (challenging) no trivial problem.
2 The mathematical tools. In our case will be the Calculus.
3 Probably a computer for doing numerical simulations.
I will start from the end.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 16: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/16.jpg)
The birth of the Computer Sciences
Untill the begining of the XXcentury to calculate somet-hing we used our hands, apencil and our brain ...
but at the end of the 2ndWorld War ...
the computers appear.
with their consequences
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 17: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/17.jpg)
The birth of the Computer Sciences
Untill the begining of the XXcentury to calculate somet-hing we used our hands, apencil and our brain ...
but at the end of the 2ndWorld War ...
the computers appear.
with their consequences
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 18: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/18.jpg)
The birth of the Computer Sciences
Untill the begining of the XXcentury to calculate somet-hing we used our hands, apencil and our brain ...
but at the end of the 2ndWorld War ...
the computers appear.
with their consequences
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 19: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/19.jpg)
The birth of the Computer Sciences
Untill the begining of the XXcentury to calculate somet-hing we used our hands, apencil and our brain ...
but at the end of the 2ndWorld War ...
the computers appear.
with their consequences
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 20: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/20.jpg)
The computers appear in the forties of the XX century
ENIAC – 1946
Toshiba z830 – 2012
Price 6 millions $
Price 2000 $
Area 167 m2, weigh 27 000 Kg
Area 0.07 m2, weigh 1.12 Kg
Processing Cycles / seg: 200
Processing Cycle / seg: > 106.
1PC= Input ⇒
Processing ⇒ Storage ⇒
Output
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 21: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/21.jpg)
The computers appear in the forties of the XX century
ENIAC – 1946 Toshiba z830 – 2012
Price 6 millions $ Price 2000 $Area 167 m2, weigh 27 000 Kg Area 0.07 m2, weigh 1.12 KgProcessing Cycles / seg: 200 Processing Cycle / seg: > 106.
1PC= Input ⇒
Processing ⇒ Storage ⇒
Output
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 22: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/22.jpg)
The computers appear in the forties of the XX century
ENIAC – 1946 Toshiba z830 – 2012
Price 6 millions $ Price 2000 $Area 167 m2, weigh 27 000 Kg Area 0.07 m2, weigh 1.12 KgProcessing Cycles / seg: 200 Processing Cycle / seg: > 106.
1PC= Input ⇒
Processing ⇒ Storage ⇒
Output
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 23: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/23.jpg)
The computers appear in the forties of the XX century
The modern computers (hardware + software) were conceived bythe mathematician John von Neumann at the beginning of 194X(military use)
Before von Neuman to change the programs meant the changingof the internal circuits of the machine.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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In 1953 experimental Math is born
In the summer 1953 Fermi, Pasta, andUlam used computer as an instrumentof mathematical experimentation:The idea was to simulate a specific phy-sical systems (certain couples non-linearoscillators). The programmer was MaryTsingou.
The computer name was MANIAC I (Mathematical Analyzer,Numerical Integrator, and Computer).
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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What do we use computers?
In addition to the recreational use ...
the computer are a very powerfull tool for solving mathematicaland related real problems in Science and Engineering.
In particular, to check the analytical predictions of themathematical (theoretical) models, by means of numericalexperiments.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 26: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/26.jpg)
What do we use computers?
In addition to the recreational use ...
the computer are a very powerfull tool for solving mathematicaland related real problems in Science and Engineering.
In particular, to check the analytical predictions of themathematical (theoretical) models, by means of numericalexperiments.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 27: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/27.jpg)
Time to start working ...
The last, but not least, question is which software we will use.
I will use a very nice computer program named Maxima.
http://maxima.sourceforge.net
Why?
It is a symbolic and numerical program.
For downloading visit http://wxmaxima.sourceforge.net
Now find the icon in the Desktop and click it to start.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 28: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/28.jpg)
Time to start working ...
The last, but not least, question is which software we will use.
I will use a very nice computer program named Maxima.
http://maxima.sourceforge.net
Why? It is a symbolic and numerical program.
For downloading visit http://wxmaxima.sourceforge.net
Now find the icon in the Desktop and click it to start.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 29: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/29.jpg)
Time to start working ...
The last, but not least, question is which software we will use.
I will use a very nice computer program named Maxima.
http://maxima.sourceforge.net
Why? It is a symbolic and numerical program.
For downloading visit http://wxmaxima.sourceforge.net
Now find the icon in the Desktop and click it to start.R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 30: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/30.jpg)
Minimum Maxima
Maxima is program that works line a scientific calculator. Wehave the standard arithmetic operations: + sum, subtraction − , ∗multiplication, / division, ˆ powers:
(%i1) 2+2; 3-3; 2*3; 5/10; 3^3;
(%o1) 4
(%o2) 0
(%o3) 6
(%o4) 1/2
(%o5) 27
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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The argument of the commands should be between parenthesis,i.e., log(3.0) gives us the value of log 3 (in the natural basis) lavariable x .
(%i6) sin(%pi/4);
(%o6) 1/sqrt(2)
What does mean symbolic program? It means that the programworks not numerically. Let see some examples:
(%i7) log(2);
(%o7) log(2)
(%i8) log(%e);
(%o8) 1
(%i9) float(%e);
(%o9) 2.718281828459045
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Graphical representation of functions:
(%i10) plot2d([sin(2*x),sin(x^2)],[x,-%pi,%pi]);
(%t10) (Graphics)
(%i11) plot2d([sin(2*x),sin(x^2)],[x,-%pi,%pi],
[y,-1.3,1.5],[legend,"sin(2x)","sin(x^2)"],
[style,[lines,3]]);
(%t11) (Graphics)
Defining functions
(%i12) define(f(x),sin(2*x));
(%o12) f(x):=sin(2*x)
We can define a function that is the output of a certain command.As an example we compute the derivative (whatever it means)
(%i13) define(derf(x),diff(f(x),x));
(%o13) derf(x):=2*cos(2*x)
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Graphical representation of functions:
(%i10) plot2d([sin(2*x),sin(x^2)],[x,-%pi,%pi]);
(%t10) (Graphics)
(%i11) plot2d([sin(2*x),sin(x^2)],[x,-%pi,%pi],
[y,-1.3,1.5],[legend,"sin(2x)","sin(x^2)"],
[style,[lines,3]]);
(%t11) (Graphics)
Defining functions
(%i12) define(f(x),sin(2*x));
(%o12) f(x):=sin(2*x)
We can define a function that is the output of a certain command.As an example we compute the derivative (whatever it means)
(%i13) define(derf(x),diff(f(x),x));
(%o13) derf(x):=2*cos(2*x)
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Finding and representing the tangent to a given function
(%i14) define(rtan(x,x0),f(x0)+derf(x0)*(x-x0));
(%o14) rtan(x,x0):=sin(2*x0)+2*(x-x0)*cos(2*x0)
(%i15) rtan(x,0);
(%o15) 2*x
(%i16) wxplot2d([f(x),rtan(x,0.75)],[x,-.5,1.5],
[y,-1,1.5],[style,[lines,3]],
[legend,"f(x)","recta tangente"])$
(%t16) (Graphics)
We can do even films!
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Recurrent relations: Fibonacci and his rabbits
In 1202 the Liber Abaci by Leonardo of Pi-sa, known as Fibonacci, wrote a book onarithmetic. This was probably the first bookwhere was used Hindu–Arabic numbers (theone we used today) instead of the Romanand previous numerical systems.In the book Fibonacci posed the followingquestion:
A certain man had one pair of rabbits to-gether in a certain enclosed place, and onewishes to know how many are created fromthe pair in one year when it is the nature ofthem in a single month to bear another pair,and in the second month those born to bearalso
Summarizing: How many rabbits are after nyears?
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbits
IEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 37: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/37.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)
IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 38: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/38.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtime
IThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 39: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/39.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtime
IThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 40: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/40.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtime
IThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 41: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/41.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 42: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/42.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 43: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/43.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES
⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 44: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/44.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION
⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 45: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/45.jpg)
Recurrent relations: Fibonacci and his rabbits
How the rabbits population grows?
IWe start with one pair of rabbitsIEach pair mature after some time T (a year)IEach mature pair produce only and only one pair of rabbits eachtimeIThe rabbits are immortals.
MODELIZATION: “REAL” PROBLEM + CERTAIN RULES⇒ MATH EQUATION ⇒ PREDICTION
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 46: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/46.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1
Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 47: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/47.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1,
2, 3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 48: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/48.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2,
3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 49: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/49.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3,
5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 50: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/50.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5,
8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 51: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/51.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8,
13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 52: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/52.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8, 13,
21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 53: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/53.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 54: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/54.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 55: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/55.jpg)
Recurrent relations: Fibonacci and his rabbits
Let Nt denotes the number of rabbit’spairs in each year t: VNt+1 = Nt +Nt−1, t = 1, 2, 3, . . . .Starting with N1 = N2 = 1 the aboveformula generates the Fibonacci sequen-ce:
1, 1, 2, 3, 5, 8, 13, 21, . . . ¿ Nt ? V
Nt =1√5
[(1+√5
2
)t−(
1−√5
2
)t]≈[(2,12)t − (−0,12)t
]2,24
If t 1 V Nt ≈1√5
(1 +√
5
2
)t+1Nt+1
Nt≈ 1 +
√5
2golden ratio
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
![Page 56: The Math as the language of the UniverseThis curiosity for revealing the mysteries of the Universe and for understanding his language is the reason that many of us studied Physics](https://reader034.vdocuments.mx/reader034/viewer/2022050521/5fa4d60096b01b39bc5b297c/html5/thumbnails/56.jpg)
How to define a recurrent relation with Maxima?
kill(all)
(%i1) fib[1]:1;fib[2]:1;
fib[n]:=fib[n-1]+fib[n-2];
(%o3) fib[n]:=fib[n−1]+fib[n−2]
Let define two lists n and fib(n)
(%i4) listat:makelist(n,n,1,15);
lista1:makelist(fib[n],n,1,15);
lista:makelist([n,fib[n]],n,1,15);
(%o4) [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]
(%o5) [1,1,2,3,5,8,13,21,34,55,89,144,233,377,610]
We can represent them in a graphic
(%i6) wxplot2d([discrete,listat,lista1] ,[style, points]);
Clearly fib(n) is a increasing and unbounded sequence (¿Why?)
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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We can solve the RR analytically with Maxima :
(%i7) load("solve_rec")$
(%i8) ec:fib1[n]=fib1[n-1]+fib1[n-2]$
(%i9) solve_rec(ec,fib1[n]);
(%o9) fib1[n]=((sqrt(5)−1)^n*%k[1]*(−1)^n)/2^n+((sqrt(5)+1)^n*%k[2])/2^n
(%i10) define(fiba[n],second(solve_rec(ec,fib1[n],
fib1[1]=1,fib1[2]=1)))$
(%i11) fiba[n];
(%o11) (sqrt(5)+1)^n/(sqrt(5)*2^n)−((sqrt(5)−1)^n*(−1)^n)/(sqrt(5)*2^n)
Comparing the numerical and analytical solutions
(%i12) fiba[3]; radcan(%);
(%o12)(sqrt(5)+1)^3/(8*sqrt(5))+(sqrt(5)−1)^3/(8*sqrt(5))(%o13) 2
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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(%i14) makelist(radcan(fiba[n]),n,1,15)-lista1;
(%o14) [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
Let us compute the ration N(n + 1)/N(n)
(%i15) define(cociente[n],radcan(fiba[n+1]/fiba[n]));
(%i16) float(cociente[100]);
(%o16) 1.618033988749895
(%i17) float((1+sqrt(5))/2);
(%o17) 1.618033988749895
(%i18) makelist([n,float(cociente[n])],n,1,15)$
(%i19) wxplot2d([discrete,%], [style, points],
[point_type, bullet]);
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Modeling some natural phenomena
Ordinary Differential Equations (ODE)
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Linear ODEs
A linear ODE is the Eq.
(1)d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI .
If b(x) ≡ 0 it is an homogeneous ODE and if b(x) 6= 0,non-homogeneous.
The general solution is given by
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
How to proof?
An Initial Value Problem (IVP) associated with the ODE (1) is thefollowing:
d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI , y(x0) = y0.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Linear ODEs
A linear ODE is the Eq.
(1)d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI .
If b(x) ≡ 0 it is an homogeneous ODE and if b(x) 6= 0,non-homogeneous. The general solution is given by
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
How to proof?
An Initial Value Problem (IVP) associated with the ODE (1) is thefollowing:
d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI , y(x0) = y0.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Linear ODEs
A linear ODE is the Eq.
(1)d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI .
If b(x) ≡ 0 it is an homogeneous ODE and if b(x) 6= 0,non-homogeneous. The general solution is given by
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
How to proof?
An Initial Value Problem (IVP) associated with the ODE (1) is thefollowing:
d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI , y(x0) = y0.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Linear ODEs
A linear ODE is the Eq.
(1)d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI .
If b(x) ≡ 0 it is an homogeneous ODE and if b(x) 6= 0,non-homogeneous. The general solution is given by
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
How to proof?
An Initial Value Problem (IVP) associated with the ODE (1) is thefollowing:
d y(x)
dx+ a(x)y(x) = b(x), a(x), b(x) ∈ CI , y(x0) = y0.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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ODEs with Maxima
Maxima have the command ode2 for solving ODEs. The use of itis as follows
ode2(eqn, dependent variable, independent variable)
Example: Solve the ODE z ′ = −z + x :
ode2(’diff(z,x)=x-z,z,x)$
Example: Solve the IVP z ′ = −z + x , y(0) = 1. For this case oneuses the command ic1
ic1(solution, valor of x, valor of y)
where solution is the solution of ode2 and valor x andvalor y, are the values of y when x = x0 (the initial values)
expand(ic1(%,x=1,z=2));
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Linear ODEs with Maxima
Example: Use Maximato find the solution of the ODE:d y
d x+ x y = 2x .
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
Then
y = Ce−x2
2 + e−x2
2
∫e
x2
2 2x dx = Ce−x2
2 + 2e−x2
2 ex2
2 = Ce−x2
2 + 2.
To solve the last EDO with the initial condition y(0) = 1.
Since the general solution is y(x) = Ce−x2
2 + 2, then
y(0) = 1 = C + 2, thus C = −1 and y(x) = 2− e−x2
2 .
Exercise: Solve the ODE y ′ = x − y and the IVP when y(1) = 2.
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Linear ODEs with Maxima
Example: Use Maximato find the solution of the ODE:d y
d x+ x y = 2x .
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
Then
y = Ce−x2
2 + e−x2
2
∫e
x2
2 2x dx = Ce−x2
2 + 2e−x2
2 ex2
2 = Ce−x2
2 + 2.
To solve the last EDO with the initial condition y(0) = 1.
Since the general solution is y(x) = Ce−x2
2 + 2, then
y(0) = 1 = C + 2, thus C = −1 and y(x) = 2− e−x2
2 .
Exercise: Solve the ODE y ′ = x − y and the IVP when y(1) = 2.
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Linear ODEs with Maxima
Example: Use Maximato find the solution of the ODE:d y
d x+ x y = 2x .
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
Then
y = Ce−x2
2 + e−x2
2
∫e
x2
2 2x dx = Ce−x2
2 + 2e−x2
2 ex2
2 = Ce−x2
2 + 2.
To solve the last EDO with the initial condition y(0) = 1.
Since the general solution is y(x) = Ce−x2
2 + 2, then
y(0) = 1 = C + 2, thus C = −1 and y(x) = 2− e−x2
2 .
Exercise: Solve the ODE y ′ = x − y and the IVP when y(1) = 2.
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Linear ODEs with Maxima
Example: Use Maximato find the solution of the ODE:d y
d x+ x y = 2x .
y(x) = Ce−∫a(x) dx + e−
∫a(x) dx
∫e∫a(x) dx b(x) dx
Then
y = Ce−x2
2 + e−x2
2
∫e
x2
2 2x dx = Ce−x2
2 + 2e−x2
2 ex2
2 = Ce−x2
2 + 2.
To solve the last EDO with the initial condition y(0) = 1.
Since the general solution is y(x) = Ce−x2
2 + 2, then
y(0) = 1 = C + 2, thus C = −1 and y(x) = 2− e−x2
2 .
Exercise: Solve the ODE y ′ = x − y and the IVP when y(1) = 2.
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Separable ODEs with Maxima
Assume that f (x , y) = a(x)b(y). We want to solve the ODE
y ′ = f (x , y)
In general
dy
dx= a(x)b(y) ⇐⇒ dy
b(y)= a(x)dx ⇐⇒
∫dy
b(y)dy =
∫a(x)dx .
Therefore, formally, the solution of the ODE is (it is named sol. inquadrature)
G [y(x)] = A(x) + C ,
where G (y) is the antiderivative (primitive) of 1/b(y) and A(x) ofa(x).
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Separable ODEs with Maxima
Assume that f (x , y) = a(x)b(y). We want to solve the ODE
y ′ = f (x , y)
In general
dy
dx= a(x)b(y) ⇐⇒ dy
b(y)= a(x)dx ⇐⇒
∫dy
b(y)dy =
∫a(x)dx .
Therefore, formally, the solution of the ODE is (it is named sol. inquadrature)
G [y(x)] = A(x) + C ,
where G (y) is the antiderivative (primitive) of 1/b(y) and A(x) ofa(x).
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Separable ODEs with Maxima
Assume that f (x , y) = a(x)b(y). We want to solve the ODE
y ′ = f (x , y)
In general
dy
dx= a(x)b(y) ⇐⇒ dy
b(y)= a(x)dx ⇐⇒
∫dy
b(y)dy =
∫a(x)dx .
Therefore, formally, the solution of the ODE is (it is named sol. inquadrature)
G [y(x)] = A(x) + C ,
where G (y) is the antiderivative (primitive) of 1/b(y) and A(x) ofa(x).
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Separable ODEs with Maxima
Example: Solve y ′ = x/y .
Using the general method:
ydy = xdx ⇐⇒ y2 = x2 + C .
This define a family of curves on the plane R2.
In general the sol. is y(x) = ±√
C + x2, where the choice of + or− depends on the initial conditions. E.g. if y(0) = 3, then C = 9and the solution is y(x) =
√9 + x2.
Exercise: Solve the ODE y ′ = 1 + y2 as well as the IVP wheny(0) = 0.
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Separable ODEs with Maxima
Example: Solve y ′ = x/y .
Using the general method:
ydy = xdx ⇐⇒ y2 = x2 + C .
This define a family of curves on the plane R2.
In general the sol. is y(x) = ±√
C + x2, where the choice of + or− depends on the initial conditions. E.g. if y(0) = 3, then C = 9and the solution is y(x) =
√9 + x2.
Exercise: Solve the ODE y ′ = 1 + y2 as well as the IVP wheny(0) = 0.
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Separable ODEs with Maxima
Example: Solve y ′ = x/y .
Using the general method:
ydy = xdx ⇐⇒ y2 = x2 + C .
This define a family of curves on the plane R2.
In general the sol. is y(x) = ±√
C + x2, where the choice of + or− depends on the initial conditions. E.g. if y(0) = 3, then C = 9and the solution is y(x) =
√9 + x2.
Exercise: Solve the ODE y ′ = 1 + y2 as well as the IVP wheny(0) = 0.
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Separable ODEs with Maxima
Example: Solve y ′ = x/y .
Using the general method:
ydy = xdx ⇐⇒ y2 = x2 + C .
This define a family of curves on the plane R2.
In general the sol. is y(x) = ±√
C + x2, where the choice of + or− depends on the initial conditions. E.g. if y(0) = 3, then C = 9and the solution is y(x) =
√9 + x2.
Exercise: Solve the ODE y ′ = 1 + y2 as well as the IVP wheny(0) = 0.
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ODEs with Maxima. Numerical solutions of ODEs
Sometimes the command ode2 does not work (check it with theEq. z ′ = x − sen z). What to do?
In this case we should use a numerical method. Maxima has twocommands: runge1 and rk.To use the first one should load the package diffeq
load(diffeq)
It depends of five parameters:
runge1(f, x0, x1, h, y0)
Here f is the function f (x , y) in the ODE y ′ = f (x , y), x0 and x1
are the initial, x0, and final, x1, values of the independent variable,respectively; h the step-size and y0 is the initial value y0 = y(x0).The result is a list with three lists inside: the x , the y , and the y ′.
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ODEs with Maxima. Numerical solutions of ODEs
Sometimes the command ode2 does not work (check it with theEq. z ′ = x − sen z). What to do?
In this case we should use a numerical method. Maxima has twocommands: runge1 and rk.To use the first one should load the package diffeq
load(diffeq)
It depends of five parameters:
runge1(f, x0, x1, h, y0)
Here f is the function f (x , y) in the ODE y ′ = f (x , y), x0 and x1
are the initial, x0, and final, x1, values of the independent variable,respectively; h the step-size and y0 is the initial value y0 = y(x0).The result is a list with three lists inside: the x , the y , and the y ′.
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ODEs with Maxima. Example of numerical computation
Solve the IVP y ′ = 1 + y , y(0) = 1.
First we load the package
kill(all); load(diffeq);
Next we define f , and the step-size h and use the commandrunge1
f(x,y):=1+y; h:1/20;
solnum:runge1(f,0,1,h,1);
wxplot2d([discrete,solnum[1],solnum[2]])$
This ODE is linear so we can also use the commands ode2 , ice1
sol: expand(ode2(’diff(w,x)=1+w,w,x));
expand(ic1(sol,x=0,w=1));
define(solw(x),second(%));
Finally, we compare both graphics:
plot2d([[discrete,solnum[1],solnum[2]], solw(x)],[x,0,1])$
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EDOs con Maxima
To use the other command rk we need the package dynamics.To solve the IVP y ′ = f (x , y), y(x0) = y0 we use
rk(f,y,y0,[x,x0,x1,h])
where f f is the function f (x , y), x0 and x1 initial, x0, and final,x1, values of the variable x , respectively, h is the step-size, and y0
the initial value y(x0) = y0.
The result is a list with the pairs [x , y ].
Example: Solve z ′ = x − sen z (try first with ode2)
load(dynamics)$
h:1/20;kill(x,y);
numsolrk:rk(x-sin(y),y,1,[x,0,1,h]);
wxplot2d([discrete,numsolrk],[color,blue])$
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Applications
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Applications linear ODEs
An electrical circuit. Compute the intensity i of the current
Ldi
dt+ Ri = U,
where L is the inductor, R resistance, and U the voltage.Calculate the intensity i assuming that U is a constant.
R
U L
Show in a graphic the dependence if L = 1H (henry), R = 1Ω(ohm), U = 3V (volt)
Doing the same if U = U0 sen(ωt). Show in a graphic thedependence if L = 1H (henry), R = 1Ω (ohm), U0 = 3V (volt),ω = 50Hz (hertz)
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Applications linear ODEs
An electrical circuit. Compute the intensity i of the current
Ldi
dt+ Ri = U,
where L is the inductor, R resistance, and U the voltage.Calculate the intensity i assuming that U is a constant.
R
U L
Show in a graphic the dependence if L = 1H (henry), R = 1Ω(ohm), U = 3V (volt)
Doing the same if U = U0 sen(ωt). Show in a graphic thedependence if L = 1H (henry), R = 1Ω (ohm), U0 = 3V (volt),ω = 50Hz (hertz)
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Applications linear ODEs
Example
The barometric Pascal equation is defined by
p′(h) = −λp(h), λ > 0,
where p is the pressure and h the height. Assume that for h = 0the pressure is 1 atm, obtain the function p(h).
Solution: p(h) = p0e−h/h0
The value of h0 is h0 = 8000m.
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Applications linear ODEs
Pico San Cristobal Torre CerredoGrazalema (Cadiz) Picos de Europa (Cantabria)
1654m, 0.81atm 2648m, 0.71atm
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Applications linear ODEs
Mulhacen EverestSierra Nevada (Granada) Himalaya (Nepal / China)
3478m, 0.64atm 8848m, 0.32atm
Exercise: Calculate the pressure in: the Mount Elbrus 5642m andBelukha Mountain 4506m.
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Applications linear ODEs
Mulhacen EverestSierra Nevada (Granada) Himalaya (Nepal / China)
3478m, 0.64atm 8848m, 0.32atm
Exercise: Calculate the pressure in: the Mount Elbrus 5642m andBelukha Mountain 4506m.
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Applications of separable ODEs
Example
Let be the chemical reaction A + B → C
In t = 0 the concentration of A is a and of B is b. The velocity ofgetting C is proportional to the concentrations of A and B. Thuswe have the ODE:
x ′ = κ(a− x)(b − x), x(0) = 0.
Assuming a 6= b, find the dependence of x with time.
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Applications of separable ODEs
dx
(a− x)(b − x)= κdt V log
a− x
b − x= (a− b)κt + C ,
but x(0) = 0, C = a/b, thus x(t) = ab1− e(a−b)κt
b − a e(a−b)κt.
If b > a then lımt→∞
x(t) = a but if b < a, lımt→∞
x(t) = b.
This is obvious since the reaction will end as soon as one of the Aor B finished.
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The scape velocity vE from Earth
Example
To find the scape velocity vE fromEarth of a body situated in the Earthsurface. Using the Newton’s laws onegets the ODE
dv
dt= −GMT
r2= −gR2
r2
Since r is a function of time the above EDO is quite complicate tosolve. But we can use the chain ruledv/dt = (dr/dt)(dv/dr) = v dv/dr , that leads to the EDO
vdv
dr= −gR2
r2
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Aplicaciones EDOs de 1o orden
Solve with Maxima and show that v2 = 2gR2/R + C . If v0 is theinitial velocity in the surface, then
v2(r) =2gR
r+ v2
0 − 2gR.
To be sure that our ship scape from Earth we should have ∀r > R,v2 ≥ 0.In fact it is sufficient that v ≥ 0 for r →∞, i.e.,
lımr→∞
v(r) ≥ 0 V v20 − 2gR ≥ 0
Using the real data R = 6400000m and g = 9,8m/s2 we getv0 = 11200m/s = 11,2Km/s.
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Aplicaciones EDOs de 1o orden
Solve with Maxima and show that v2 = 2gR2/R + C . If v0 is theinitial velocity in the surface, then
v2(r) =2gR
r+ v2
0 − 2gR.
To be sure that our ship scape from Earth we should have ∀r > R,v2 ≥ 0.In fact it is sufficient that v ≥ 0 for r →∞, i.e.,
lımr→∞
v(r) ≥ 0 V v20 − 2gR ≥ 0
Using the real data R = 6400000m and g = 9,8m/s2 we getv0 = 11200m/s = 11,2Km/s.
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Aplicaciones EDOs de 1o orden
Solve with Maxima and show that v2 = 2gR2/R + C . If v0 is theinitial velocity in the surface, then
v2(r) =2gR
r+ v2
0 − 2gR.
To be sure that our ship scape from Earth we should have ∀r > R,v2 ≥ 0.In fact it is sufficient that v ≥ 0 for r →∞, i.e.,
lımr→∞
v(r) ≥ 0 V v20 − 2gR ≥ 0
Using the real data R = 6400000m and g = 9,8m/s2 we getv0 = 11200m/s = 11,2Km/s.
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Motion of falling motion with friction
Example
The velocity v(t) of a falling objectcab be described by the EDO
v ′ = g − κv r , v(0) = v0,
where g and κ are the gravity ac-celeration and the viscosity coeffi-cient, respectively.
Solve the equation (formally)
dv
g − κv r= dt V t−t0 =
∫ v
v0
dv
g − κv r=
1
g
∫ v
v0
dv
1− ω2v r, ω2 =
κ
g.
Chose r = 2 and do it with Maxima.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe
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Aplicaciones EDOs de 1o orden
∫ v
v0
dv
1− ω2v r=
1
2ωlog
(1 + ωv)
(1− ωv)
(1− ωv0)
(1 + ωv0)= g(t − t0).
Thus
v(t) =1
ω
(1+ωv01−ωv0
)e2gω(t−t0) − 1(
1+ωv01−ωv0
)e2gω(t−t0) + 1
, ω =
√κ
g> 0.
Since ω > 0, then taking t →∞ (t 1) we see thatv(t)→ vmax = 1/ω independently of the value v0.
Exercise
Solve the cases r = 5/2, 3, 7/2 and 4. Show the correspondinggraphics.
R. Alvarez-Nodarse Universidad de Sevilla The Math as the language of the Universe