Wednesday, September 29, 2010

Audio processing



Audio signals, much like images, can undergo filtering. It is somewhat easier
to understand the impact of signal processing on audio, since audio needs not
be translated from a spatial to a frequency domain.

To load a wave (PCM) audio file, Matlab provides the function wavread :

funky = wavread('funky.wav');
It's important to capture the sampling frequency at which the sound was
recorded, otherwise the speed of playback and results of further processing
is not guaranteed to be correct:

[funky, f] = wavread('funky.wav');
To play a wave file at sampling frequency f:

wavplay(funky, f);
To view the waveform, plot the wave. Since audio is represented with many
thousand samples per second, it may be required to plot small portions of the
waveform at a time.

subplot(2,1,1), plot(funky), title('Entire waveform');
smallRange = 100000:100000+floor(f/100);
subplot(2,1,2), plot(smallRange, funky(smallRange)),..

title('100 milliseconds');



Figure 10

 Spectrogram


Figure 10.27 


2-dimensional plots of audio waves can be used to easily identify magnitude;
however, combined frequency distributions and magnitudes are more easily
viewed in a spectrogram:

specgram(funky, 512, f);
where 512 is the number of samples that are used for the discrete Fourier
Transform, and thus a grouping factor of samples per column in the spectrogram image.




Figure 10.28


Plotting both the original waveform and the spectrogram, it is possible to find
correspondences between the two graphical representations:

subplot(2,1,1), plot(funky), axis('tight');
subplot(2,1,2), specgram(funky,128,f);


However, it is easier to find such similarities in smaller portions of audio.
We can also find
repeating patters:

subplot(2,1,1), plot(funky(100000:150000)), axis('tight');
subplot(2,1,2), specgram(funky(100000:150000),128,f);



Figure 10.29

 Filtering



We will examine audio filtering in the sense of specific frequency suppression and
extraction. There are many different types of filters available for the construction
of filters. We will specifically use the Butterworth filter.
Matlab includes function butter for building Butterworth filters of three sorts:
  • 'low' : Low-pass filters, which remove frequencies greater than some specified value.
  • 'high' : High-pass filters, which remove frequencies lower than some specified value.
  • 'stop' : Stop-band filters, which remove frequencies in a given range of values.

Frequencies values are specified in normalized terms between 0.0 and 1.0, where 1.0 corresponds
to half the sampling frequency: f/2. A given frequency is thus expressed in terms of this value,
for example, 1000Hz = 1000/(f/2).
Filters are described in terms of 2 vectors ([b, a] = [numerator, denominator]).
To apply a filter to a 1-D audio waveform, Matlab provides function filtfilt , which takes
as arguments the result [b, a] from butter, the waveform, and a value denoting the
order (number of coefficients) of the filter.
A filter's frequency response can be plotted using function freqz . Magnitude values at zero dB
are unaffected by the filter. Magnitude values below 0 dB are suppressed.

10.3.2.1 Low-pass filter



We design a 10th order low-pass filter to supress frequencies higher than 200Hz.


fNorm = 200 / (f/2);
[b,a] = butter(10, fNorm, 'low');
funkyLow = filtfilt(b, a, funky);
Add caption
The frequency response for this filter:
freqz(b,a,128,f);


wavplay(funkyLow,f);
Playing the new audio waveform clearly reveals that low (bass) frequencies are preserved, while all higher frequencies have been suppressed.

10.3.2.2 High-pass filter



We design a 10th order high-pass filter to supress frequencies below 5kHz.

fNorm = 5000 / (f/2);
[b, a] = butter(10, fNorm, 'high');
funkyHigh = filtfilt(b, a, funky);
















Figure 10.31

 The frequency response for this filter:
freqz(b,a,128,f);


wavplay(funkyHigh,f);
Playing the new audio waveform reveals only high-pitched tones.

 Stop-band filter


Figure 10.32

fNorm = [500/(f/2), 2500/(f/2)];
[b, a] = butter(10, fNorm, 'stop');
funkyBand = filtfilt(b, a, funky);
The frequency response for this filter:
freqz(b,a,128,f);



wavplay(funkyBand,f);







MATLAB Basics






MATLAB is started by clicking the mouse on the appropriate icon and is ended by typing exit or by
using the menu option. After each MATLAB command, the "return" or "enter" key must be
depressed.

A. Definition of Variables
Variables are assigned numerical values by typing the expression directly, for example, typing
a = 1+2
yields: a = 3
The answer will not be displayed when a semicolon is put at the end of an expression, for example type
a = 1+2;.
MATLAB utilizes the following arithmetic operators:
+ addition
- subtraction
* multiplication
/ division
^ power operator
' transpose
A variable can be assigned using a formula that utilizes these operators and either numbers or
previously defined variables. For example, since a was defined previously, the following expression is
valid
b = 2*a;
To determine the value of a previously defined quantity, type the quantity by itself:
b
yields: b = 6
If your expression does not fit on one line, use an ellipsis (three or more periods at the end of the line)
and continue on the next line.
c = 1+2+3+...
5+6+7;

There are several predefined variables which can be used at any time, in the same manner as userdefined
variables:
i sqrt(-1)
j sqrt(-1)
pi 3.1416...
For example,
y= 2*(1+4*j)
yields: y= 2.0000 + 8.0000i
There are also a number of predefined functions that can be used when defining a variable. Some
common functions that are used in this text are:
abs magnitude of a number (absolute value for real numbers)
angle angle of a complex number, in radians
cos cosine function, assumes argument is in radians
sin sine function, assumes argument is in radians
exp exponential function
For example, with y defined as above,
c = abs(y)
yields: c = 8.2462
c = angle(y)
yields: c = 1.3258
With a=3 as defined previously,
c = cos(a)
yields: c = -0.9900
c = exp(a)
yields: c = 20.0855
Note that exp can be used on complex numbers. For example, with y = 2+8i as defined above,

c = exp(y)
yields: c = -1.0751 + 7.3104i
which can be verified by using Euler's formula:
c = e2cos(8) + je2sin(8)

B. Definition of Matrices
MATLAB is based on matrix and vector algebra; even scalars are treated as 1x1 matrices. Therefore,
vector and matrix operations are as simple as common calculator operations.
Vectors can be defined in two ways. The first method is used for arbitrary elements:
v = [1 3 5 7];
creates a 1x4 vector with elements 1, 3, 5 and 7. Note that commas could have been used in place of
spaces to separate the elements. Additional elements can be added to the vector:
v(5) = 8;
yields the vector v = [1 3 5 7 8]. Previously defined vectors can be used to define a new
vector. For example, with v defined above
a = [9 10];
b = [v a];
creates the vector b = [1 3 5 7 8 9 10].
The second method is used for creating vectors with equally spaced elements:
t = 0:.1:10;
creates a 1x101 vector with the elements 0, .1, .2, .3,...,10. Note that the middle number defines the
increment. If only two numbers are given, then the increment is set to a default of 1:
k = 0:10;
creates a 1x11 vector with the elements 0, 1, 2, ..., 10.
Matrices are defined by entering the elements row by row:
M = [1 2 4; 3 6 8];
creates the matrix

M = é
ë ê
ù
û ú
1 2 4
3 6 8
There are a number of special matrices that can be defined:
null matrix: M = [];
nxm matrix of zeros: M = zeros(n,m);
nxm matrix of ones: M = ones(n,m);
nxn identity matrix: M = eye(n);
A particular element of a matrix can be assigned:
M(1,2) = 5;
places the number 5 in the first row, second column.
In this text, matrices are used only in Chapter 12; however, vectors are used throughout the text.
Operations and functions that were defined for scalars in the previous section can also be used on
vectors and matrices. For example,
a = [1 2 3];
b = [4 5 6];
c = a + b
yields: c = 5 7 9
Functions are applied element by element. For example,
t = 0:10;
x = cos(2*t);
creates a vector x with elements equal to cos(2t) for t = 0, 1, 2, ..., 10.
Operations that need to be performed element-by-element can be accomplished by preceding the
operation by a ".". For example, to obtain a vector x that contains the elements of x(t) = tcos(t) at
specific points in time, you cannot simply multiply the vector t with the vector cos(t). Instead you
multiply their elements together:
t = 0:10;
x = t.*cos(t);

C. General Information
Matlab is case sensitive so "a" and "A" are two different names.
Comment statements are preceded by a "%".
On-line help for MATLAB can be reached by typing help for the full menu or typing help
followed by a particular function name or M-file name. For example, help cos gives help on the
cosine function.
The number of digits displayed is not related to the accuracy. To change the format of the display, type
format short e for scientific notation with 5 decimal places, format long e for scientific
notation with 15 significant decimal places and format bank for placing two significant digits to
the right of the decimal.
The commands who and whos give the names of the variables that have been defined in the
workspace.
The command length(x) returns the length of a vector x and size(x) returns the dimension
of the matrix x.

D. M-files
M-files are macros of MATLAB commands that are stored as ordinary text files with the extension
"m", that is filename.m. An M-file can be either a function with input and output variables or a list of
commands. All of the MATLAB examples in this textbook are contained in M-files that are available
at the MathWorks ftp site.
The following describes the use of M-files on a PC version of MATLAB. MATLAB requires that the
M-file must be stored either in the working directory or in a directory that is specified in the MATLAB
path list. For example, consider using MATLAB on a PC with a user-defined M-file stored in a
directory called "\MATLAB\MFILES". Then to access that M-file, either change the working
directory by typing cd\matlab\mfiles from within the MATLAB command window or by
adding the directory to the path. Permanent addition to the path is accomplished by editing the
\MATLAB\matlabrc.m file, while temporary modification to the path is accomplished by typing
addpath c:\matlab\mfiles from within MATLAB.
The M-files associated with this textbook should be downloaded from
www.ece.gatech.edu/users/192/book/M-files.html and copied to a subdirectory named
"\MATLAB\KAMEN", and then this directory should be added to the path. The M-files that come
with MATLAB are already in appropriate directories and can be used from any working directory.
As example of an M-file that defines a function, create a file in your working directory named yplusx.m
that contains the following commands:

function z = yplusx(y,x)
z = y + x;
The following commands typed from within MATLAB demonstrate how this M-file is used:
x = 2;
y = 3;
z = yplusx(y,x)
MATLAB M-files are most efficient when written in a way that utilizes matrix or vector operations.
Loops and if statements are available, but should be used sparingly since they are computationally
inefficient. An example of the use of the command for is
for k=1:10,
x(k) = cos(k);
end
This creates a 1x10 vector x containing the cosine of the positive integers from 1 to 10. This operation
is performed more efficiently with the commands
k = 1:10;
x = cos(k);
which utilizes a function of a vector instead of a for loop. An if statement can be used to define
conditional statements. An example is
if(a <= 2),
b = 1;
elseif(a >=4)
b = 2;
else
b = 3;
end
The allowable comparisons between expressions are >=, <=, <, >, ==, and ~=.
Several of the M-files written for this textbook employ a user-defined variable which is defined with the
command input. For example, suppose that you want to run an M-file with different values of a
variable T. The following command line within the M-file defines the value:
T = input('Input the value of T: ')
Whatever comment is between the quotation marks is displayed to the screen when the M-file is
running, and the user must enter an appropriate value.

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Monday, September 6, 2010

Man jailed for killing wife of 50 years


      Peter Caruso has been sentenced.(AAP)

An elderly retired fruiterer who brutally murdered his wife of 50 years has been jailed for 18 years.

Peter Caruso, 77, is likely to die in prison for the axe murder of his wife Rosa at their Melbourne home in 2008.

Caruso claimed during his Victorian Supreme Court trial that his wife was murdered by a burglar while he was at the shops.
But a jury took less than four hours to find him guilty of murdering Mrs Caruso, who was hit hard by a hatchet or similar item 36 times.
The prosecution alleged Caruso messed up the house to look like it had been robbed in a poor attempt to cover up his crime.
The jury had heard a blood-stained hatchet and clothing matched to Mrs Caruso's DNA were found in her husband's garage.
Justice Betty King said there was no known motive for his attack, but she said the killing was particularly gruesome.
"The murder of your wife was brutal and horrific," she said.
Justice King jailed him for a minimum of 13 years, saying that while some people would believe the sentence was merciful, it was highly likely he might die in jail.                                               Source: ninemsn, AU

Tuesday, April 6, 2010

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Saturday, March 20, 2010

A history ends with the death of Girija Prasad Koirala




A history ends with the death of Girija Prasad Koirala

In the streets of Kathmandu, life was as usual, Saturday afternoon. But a large number of people and leaders had gathered outside a house in Mandikhatar in nervous mood. There, the supreme commander of Nepalese politics Girija Prasad Koirala breathed his last at 12.10 pm. His party officially confirmed his death at 1:45 pm.
NC president Girija Prasad Koirala (File photo)
Koirala died after battling with bad health for a long time while still commanding the Nepali politics.

Born in Tadi, Saharsha district in Bihar, India, in 1925 when Koirala’s family was in exile, Koirala returned to his homeland Biratnagar at the age of 5. But the Koirala family was again sent into exile for waging war against the autocratic Rana regime. He was the youngest son of Krishna Prasad Koirala and Divya Koirala. Two of his brothers B. P. Koirala and M. P. Koirala also became Prime Ministers of Nepal.

A high school dropout, Koirala was married to Sushma Koirala and has a daughter Sujata Koirala, currently serving as deputy prime minister and foreign minister. He started his political career at the age of 23 as a leader of workers union in Biratnagar Jute Mill. He was jailed for seven years along with his brother B. P. Koirala in 1960 following coup by King Mahendra dismissing the first elected government led by B. P. Koirala. He was released after 21-day strike in jail.
In 1948 Koirala founded the Nepal Mazdoor Congress, later known as the Nepal Trade Union Congress. In 1952 he became the district president of Morang of his party and held that office until he was arrested in royal coup in 1960.
Upon his release in 1967, Koirala, along with other leaders and workers of the party, was sent into exile. He returned to country in 1979 along with B. P. Koirala under national reconciliation campaign. Since then he continued his active participation in national politics.
Koirala served as prime minister of Nepal for five times -- from May 26, 1991 to November 30, 1994; from April 15, 1998 to May 31, 1999; from March 22, 2000 to July 26, 2001 and from April 25, 2006 to August 5, 2008. Besides being prime minister, he was acting head of the state between May 28, 2008 and July 23, 2008 when the Constituent Assembly formally abolished monarchy from the country.
He was the first democratically elected prime minister of Nepal after the restoration of democracy in 1990.
Koirala, who served as the general secretary of the party from 1975 to 1991, was elected as the party president during ninth convention held in Kathmandu on May 11, 1996 and has been occupying the position. During his first term, the house of representatives enacted legislation to liberalize education, media and health sectors in the country. The government also founded the Purwanchal University and the B. P. Koirala Institute of Health and Sciences (BPKIHS) in the Eastern Development region and granted licenses to private sector to run medical and engineering colleges. The government also undertook the construction of the BP Memorial Cancer hospital in Bharatpur.
Koirala took over as Prime Minister from Surya Bahadur Thapa following the collapse of the coalition government led by Thapa in his second term. Koirala first headed a Nepali Congress minority government until December 25, 1998 after which he headed a three-party coalition government with the Communist Party of Nepal (UML) and the Nepal Sadhbhawana Party.
He became prime minister for the third time following resignation by Krishna Prasad Bhattarai, under whose leadership party had won the parliamentary election.
During this term, the insurgency in the country had reached to a critical height. The Royal Palace massacre that killed the whole family of king Birandra also took during this term.
He played a crucial role in forging political consensus among parties and held secret talks with underground CPN (Maoist). The Jana Andoland II, led by Koirala forced King Gyanendra to withdraw his steps and reinstate parliament as demanded by the party.
After the reinstatement of the House of Representatives on April 24, 2006 Koirala was selected to become prime minister by the leaders of the Seven Party Alliance. Following the promulgation of the interim constitution, Koirala, as the Prime Minister, acted as the interim head of state of Nepal until election of first president on July 23, 2008.
On April 1, 2007, Koirala was re-elected as Prime Minister to head a new government composed of the SPA and the CPN (Maoist).
He played steering role in armed struggle against the Rana regime. In an interview with the Kantipur Television of Nepal, Koirala admitted to printing fake Indian currencies to run political campaigns while being in exile in India. He was also involved in hijacking the Royal Nepal Airlines aircraft to put further pressure for ending Rana rule in the country.
His latest contribution to national politics was restoration of peace by dragging armed insurgent Maoist into political mainstream. He led the coalition government that included Maoist, and successfully held the first Constituent Assembly, which has been mandated to write new constitution within May 28. nepalnews.com

Friday, March 19, 2010

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Wednesday, March 10, 2010

Model Extortion

source:  Yahoo7
A man who blackmailed Cindy Crawford has been sentenced to two years in prison.

Edis Kayalar has been found guilty of extorting money from the supermodel - who is married to Rande Gerber - by threatening to release a photograph of her then-seven-year-old daughter Kaia gagged and bound to a chair.
Court documents from his appearance in court in Kirchheim unter Teck, Germany state that Kayalar - who turned himself into police in Germany last November - stole the photograph from the couple's former nanny in 2009.
Cindy reportedly gave into Kayalar's initial requests and paid him $1,000 for a copy of the image. However, Kayalar attempted to extort a further $100,000 from the couple and repeatedly threatened to sell or release the photograph to the media if they failed to pay.
According to the documents, Kaia - who is now eight - told her parents the photo, which they had been unaware of, was taken during a "cops and robbers"
game with her nanny.
Cindy and Rande married in 1998 and they also have a 10-year-old son Presley.
Edis Kayalar arriving and sitting in court

Gurshan 'knocked out by opening door'

Source: Yahoo!7 March 11, 2010, 9:46 am 
The father of the man accused of killing Indian toddler, Gurshan Singh, has claimed the death was an "innocent mistake".
Gursewak Dhillon, 23, has been charged with criminal negligence and manslaughter over the death of the three-year-old, who was found on a roadside in Melbourne last Thursday.
Police allege the part-time taxi driver put the unconscious child in the boot of his car and drove him around for at least three hours before dumping him.
The father of the accused, Pragat Singh Dhillon, has told the Indian media that his son detailed the death in a telephone conversation three days ago.
"Gursewak told me that as he opened the main door to his residence in Melbourne, which he shared with 12 others, including parents of Gurshan, he hit the boy. He said he could not see from outside that Gurshan was standing next to the door, and the child got hit and fell unconscious," he told the Indian Express newspaper.
Gursewak reportedly told his father he shook Gurshan to try to wake him up, but the child didn't respond.
"He then called out to Gurshan's mother, who was taking a bath, and his own wife, Simrat Kaur, who was in the kitchen at the time, but both couldn't hear his calls. He then put the child in his car to take him to hospital," he told the Indian Express.
"He then put the child in his car to take him to hospital."
When his car had run out of petrol, the accused reportedly dumped the body out of fear of being charged with murder.
The case has been adjourned till June 29, with the prosecution seeking extra time to prepare evidence against Gursewak.
He has been remanded in custody amid concerns that he posed an unacceptable flight risk and could also tamper with witnesses in the case.
Although Gursewak lived in the same house as Gurshan, he is not a relative.

Saturday, February 27, 2010

Get New from Amazon and update your daily life

Forty-year-old trapped in child's body


by: LISA CALAUTTI, The West Australian

At first glance, Nicky Freeman looks like an average 10-year-old boy, but his small stature belies his true age.

Mr Freeman is 40. He is trapped in a body which grows one year in every four. He celebrated his 40th birthday in December by graduating to size 10 children's clothing.

His bones are the size of a 10-year-old child. At 16, he had the bone structure of a four-year-old.

Mr Freeman has defied the odds to reach middle age. He was born in Esperance, one month overdue with hydrocephalous - fluid on the brain and a large head.

In the days following his birth, doctors told Kayleen Freeman her son would not live. To this day, Ms Freeman cannot help but wonder whether his multiple disabilities were caused by an anti-histamine she took for allergies during her pregnancy.

"Five women in Esperance who took it had spontaneous abortions and another had a child with a serious disability," she said.

Mr Freeman did not walk until he was almost two and after he did not seek toys to play with, doctors realised he was blind. His pituitary gland was also found to perform very slowly.

As a toddler, to cope with the swelling in his brain, Mr Freeman would not eat or drink for days at a time.

The swelling affected his hearing and he could not stand loud noise.

Doctors attempted to drain the liquid in his head by inserting a shunt into the lining of his brain. The procedure proved fruitless after they found his brain was absorbing the fluid.

Mrs Freeman said the procedure was so traumatic for her son that for almost six months he stopped walking, eating and drinking.

He never spoke again.

Again, doctors warned Mrs Freeman her son's death was imminent. Despite his hardships, Mrs Freeman said her eldest son's life was full.

"He is a fighter and he is meant to be here," she said. "He loves horse riding and in the season goes up to three times a week. He loves travel, especially long car trips."

She believes Mr Freeman's "true age" will never be discovered because he has no language.

"Nicky is extremely efficient in body language," she said. "If he doesn't want to eat something or do something you are certainly not left in any doubt about the fact. He may only be small, but he is 40 and a man."

Mrs Freeman, who has three other healthy children, said she often pondered whether his lifespan would exceed the average life expectancy.

"My friend Anne asked me years ago, when they said he was growing one year in four, that 'the average life span is 70 years - could he live to be 280'," Mrs Freeman said.

University of WA medical genetics professor David Ravine said Mr Freeman's case was extraordinarily rare and he had never come across anything like it in his 22-year career.

"There are so many biological aspects here about what we could learn from these unusual genetic events," he said. "The thing we learn in this field particularly, is to obviously treasure the exceptional cases and do as much as we can for the family."

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Awan Chaulagain

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