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Error-Detecting and Error-Correcting Codes
Motivation Computers make errors occasionally (data gets corrupted) due to Voltage spikes Cosmic particles Corrupt data causes incorrect behavior Fix Use some bits to hold redundant information Data + Redundancy Code Words Depending of amount of redundancy (and exact properties of the codes) we can Detect errors Correct errors (automatically) Computer System Organization GCP, DoI, AUEB
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Hamming Distance Hamming Distance (between 2 codewords):
the number of bits that need to be changed (reversed) to change one codeword into the other codeword Example: change in 1 bit creates a new (valid) codeword Hamming Distance = 1 Equivalently: number of bits that differ 1111 and 1010 are 2 bits apart 1111 and 0000 have distance 4 Hamming Distance of a code: the minimum Hamming Distance between any two codewords of the code Computer System Organization GCP, DoI, AUEB
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Hamming Distance of 1 Hamming Distance of 1: change in 1 bit creates a new codeword What happens with change of 1 bit (1 bit in error)? A -000 D -001 F -110 C -011 H -101 G -111 B -010 E -100 Computer System Organization GCP, DoI, AUEB
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Hamming Distance of 2 What happens with 1 bit in error?
What happens with 2 bits in error? A -000 001 C -110 B -011 D -101 111 010 100 Computer System Organization GCP, DoI, AUEB
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Hamming Distance of 3 What happens with 1 bit in error?
2 bits in error? 3 bits in error? A -000 001 110 011 101 B -111 010 100 Computer System Organization GCP, DoI, AUEB
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Properties of Distance of Codes
Code words have m + r bits (m data, r check) Detecting single bit errors Code must have distance >= 2 Detecting d single bit errors Code must have distance >= d+1 Correcting d single bit errors Code must have distance >= 2d+1 Correcting a single bit error: d = 1, min. distance = 3 (bits) Computer System Organization GCP, DoI, AUEB
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Example of Code Distance Properties
Consider the code with only 2 code words 1111 and 0000 Distance of 4 1110 Detected as single bit error Distance 1 from 1111 Correctable since only one code word can have single bit error and become “1110” This is the 1111 codeword 1100 Detected as 2 bit errors Distance 2 (e.g., from 1111) Correctable? Computer System Organization GCP, DoI, AUEB
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Parity Bit Concept Given the word: 10011011 – add “parity bit”
Even Parity: even # of 1’s: Odd Parity: odd # of 1’s: Computer System Organization GCP, DoI, AUEB
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Hamming’s Algorithm (Illustrated in the Single Bit Correction Case)
Bits in power of two position are check bits Bit n is checked by bits in the decomposition of n into a sum of powers of 2: … + 2j = n Bit 9 is checked by 1 and 8 ( 9 = ) Bit 1 checks 1, 3, 5, 7, 9, 11 in codeword 1+2 = 3, = 5, etc. Bit 2 checks 2, 3, 6, 7, 10, 11 Bit 4 checks 4, 5, 6, 7, 12 Bit 8 checks 8, 9, 10, 11, 12 8 bit data word has codeword of the form D D D D P D D D P D P P P – Parity (assume even parity) D – Data Computer System Organization GCP, DoI, AUEB
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Example: Hamming Code (11,7)
Computer System Organization GCP, DoI, AUEB
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Error! Retrieved Stored Computer System Organization GCP, DoI, AUEB
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Determining Bit in Error
Computer System Organization GCP, DoI, AUEB
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