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Two's-complement notation is a mathematically convenient way of representing signed numbers in microprocessors. The most significant bit of a two's complement number represents its sign, and the remaining bits represent its magnitude. Fractional arithmetic allows one to multiply numbers on an integer processor without incurring overflow. Fractional arithmetic requires sign-extension of multipliers and multiplicands, and it requires the product of two numbers to be left-shifted one bit.

Two's-complement notation

Two's-complement notation is an efficient way of representing signed numbers in microprocessors. It offers theadvantage that addition and subtraction can be done with ordinary unsigned operations. When a number is written intwo's complement notation, the most significant bit of the number represents its sign: 0 means that the number ispositive, and 1 means the number is negative. A positive number written in two's-complement notation is the same as thenumber written in unsigned notation (although the most significant bit must be zero). A negative number can bewritten in two's complement notation by inverting all of the bits of its absolute value, then adding one to the result.

Consider the following four-bit two's complement numbers (in binary form):

1 0001 -1 1110 1 1111
2 0010 -2 1101 1 1110
6 0110 -6 1001 1 1010
8 1000 -8 0111 1 1000

1000 represents -8, not 8. This is because the topmost bit (the sign bit) is 1, indicating that the number isnegative.

The maximum number that can be represented with a k -bit two's-complement notation is 2 k-1 1 , and the minimum number that can be represented is -2 k-1 . The maximum integer that can be represented in a 16-bit memory register is 32767, and the minimum integer is-32768.

Fractional arithmetic

The DSP microprocessor is a 16-bit integer processor with some extra support for fractional arithmetic. Fractional arithmetic turns out to be very useful for DSP programming, since it frees us from worries about overflow onmultiplies. (Two 16-bit numbers, multiplied together, can require 32 bits for the result. Two 16-bit fixed-pointfractional numbers also require 32 bits for the result, but the 32-bit result can be rounded into 16 bits while onlyintroducing an error of approximately 2 -16 .) For this reason, we will be using fixed-point fractional representation to describe filter taps and inputs throughout this course.

Unfortunately, the assembler and debugger we are using do not recognize this fractional fixed-point representation. For thisreason, when you are using the assembler or debugger, you will see decimal values (ranging from -32768 to 32767) on screeninstead of the fraction being represented. The conversion is simple; the fractional number being represented is simply thedecimal value shown divided by 32768. This allows us to represent numbers between -1 and 1 2 -15 .

1 cannot be represented exactly.

When we multiply using this representation, an extra shift left is required. Consider the two examplesbelow:

fractional 0.5 0.5 0.25
decimal 16384 16384 4096 2 16 : 4096/32768 1/8
hex 4000 4000 1000 2 16
fractional 0.125 0.75 0.093750
decimal 4096 24576 1536 2 16 : 1536/32768 0.046875
hex 1000 6000 0600 2 16

You may wish touse the MATLAB commands hex2dec and dec2hex . When we do the multiplication, we are primarily interested inthe top 16 bits of the result, since these are the data that are actually used when we store the result back into memoryand send it out to the digital-to-analog converter. (The entire result is actually stored in the accumulator, sorounding errors do not accumulate when we do a sequence of multiply-accumulate operations in the accumulators.) As theexample above shows, the top 16 bits of the result of multiplying the fixed point fractional numbers together ishalf the expected fractional result. The extra left shift multiplies the result by two, giving us the correct finalproduct.

The left-shift requirement can alternatively be explained by way of decimal place alignment. Remember that when wemultiply decimal numbers, we first multiply them ignoring the decimal points, then put the decimal point back in the laststep. The decimal point is placed so that the total number of digits right of the decimal point in the multiplier andmultiplicand is equal to the number of digits right of the decimal point in their product. The same applies here; the"decimal point" is to the right of the leftmost (sign) bit, and there are 15 bits (digits) to the right of this point. Sothere are a total of 30 bits to the right of the decimal in the source. But if we do not shift the result, there are 31bits to the right of the decimal in the 32-bit result. So we shift the number to the left by one bit, which effectivelyreduces the number of bits right of the decimal to 30.

Before the numbers are multiplied by the ALU, each term is sign-extended generating a 17-bit number from the 16-bit input. Because the examples presented above are allpositive, the effect of this sign extension is simply adding an extra "0" bit at the top of the register( i.e. , positive numbers are not affected by the sign extension). As the following example illustrates,not including this sign-bit for negative numbers produces erroneous results.

fractional -0.5 0.5 -0.25
decimal 49152 16384 12288 2 16 : 12288/32678 0.375
hex C000 4000 30000000 3000 2 16

Note that even after the result is left-shifted by one bit following the multiply, the top bit of the result is still"0", implying that the result is incorrectly interpreted as a positive number.

To correct this problem, the ALU sign-extends negative multipliers and multiplicands by placing a "1" instead of a"0" in the added bit. This is called sign extension because the sign bit is "extended" to the left another place, addingan extra bit to the left of the number without changing the number's value.

fractional -0.5 0.5 -0.25
hex 1C000 4000 70000000 7000 2 16

Although the top bit of this result is still "0", after the final 1-bit left-shift the result is E000 000h which is a negative number (the top bit is "1"). To check the final answer, we can negate the product using the two'scomplement method described above. After flipping all of the bits we have 1FFF FFFFh , and adding one yields 2000 0000h , which equals 0.25 when interpreted as an 32 bit fractional number.

Questions & Answers

Application of nanotechnology in medicine
what is variations in raman spectra for nanomaterials
Jyoti Reply
I only see partial conversation and what's the question here!
Crow Reply
what about nanotechnology for water purification
RAW Reply
please someone correct me if I'm wrong but I think one can use nanoparticles, specially silver nanoparticles for water treatment.
yes that's correct
I think
what is the stm
Brian Reply
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
How we are making nano material?
what is a peer
What is meant by 'nano scale'?
What is STMs full form?
scanning tunneling microscope
how nano science is used for hydrophobicity
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
what is differents between GO and RGO?
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
analytical skills graphene is prepared to kill any type viruses .
what is Nano technology ?
Bob Reply
write examples of Nano molecule?
The nanotechnology is as new science, to scale nanometric
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
what school?
biomolecules are e building blocks of every organics and inorganic materials.
anyone know any internet site where one can find nanotechnology papers?
Damian Reply
sciencedirect big data base
Introduction about quantum dots in nanotechnology
Praveena Reply
what does nano mean?
Anassong Reply
nano basically means 10^(-9). nanometer is a unit to measure length.
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