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K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and
                   Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                        Vol. 3, Issue 2, March -April 2013, pp.392-395
      Fault Detection with Error Correction Codes for Memory
                            Applications
                             K. Sushmaja1 , Dr. Fazal Noorbasha2
       1
         (M. Tech student, Department of Electronics and Communication Engineering, K L University,
                                          Vaddeswaram, Guntur Dt.)
  2
    (Assoc. Prof, Department of Electronics and Communication Engineering, K L University, Vaddeswaram,
                                                 Guntur Dt.)


ABSTRACT
        The paper deals with error detection             with high error correction capability and are linear
method for difference set cyclic codes with              cyclic block codes.
majority logic decoding. These are suitable for
memory applications due to their capability to           1.2 DSCC
correct large number of errors. The proposed             DSCCs are one-step ML decodable codes with high
Majority Logic decoder itself detects failures           error-correction capability and are linear cyclic
which minimize area overhead and power                   block codes[5].
consumption. The memory access time is also              1)       Perfect Difference Set: DSCCs work on the
reduced when there is no error in the data read.         difference-set concept for which a brief description
The proposed circuit is simulated in DSCH,               follows. Given a set and a difference of the
Cadence- Virtuoso, and Xilinx. The results               elements, we have
obtained in various tools are presented in this                 P = {l0, l1… q} (0<= l1 < l2 …… <lq <=(q+1))
paper.                                                          D = {li – lj; i=! j}
                                                         2) DSCC Construction: For a binary code, the
                                                         perfect difference-set is constructed using the
Keywords – Difference set cyclic codes, Error
                                                         relationship
Correction Codes (ECC), Majority Logic decoder
                                                                 q= 2s : s ε N
                                                         3) DSCC Parameters: Besides from the definitions
I. INTRODUCTION                                          and equations previously explained, the following
         Memory applications should be protected
                                                         parameters completely define the DSCC codes:
from all kinds of faults for reliable performance.
                                                                       • Code length: 22s + 2s + 1
Those faults can be detected using Error Correction
                                                                       • Message bits: 22s + 2s + 3s
Codes (ECC). When digital data is stored in a
                                                                       • Parity-check bits: 3s + 1
memory, it is crucial to have a mechanism that can
                                                                       • Minimum distance: d = 2s + 2
detect and correct a certain number of errors. ECC
encodes data in such a way that a decoder can
identify and correct certain errors in the data.         II. MAJORITY LOGIC DECODER (MLD)
                                                                   MLD is based on a number of parity check
Usually data strings are encoded by adding a
                                                         equations which are orthogonal to each other, so
number of redundant bits to them. When the
                                                         that, at each iteration, each code word bit only
original data is reconstructed a decoder examines
the encoded message, to check for any errors.            participates in one parity check equation, except the
                                                         very first bit which contributes to all equations. For
                                                         this reason, the majority result of these parity check
1.1 Error Correction Codes (ECC)
There are 2 basic types of Error Correction Codes:       equations decide the correctness of the current bit
                                                         under decoding.
         Block codes, which are referred to as (n,k)
                                                                   ML decoder is a simple and powerful
codes.
                                                         decoder, capable of correcting multiple random bit-
         Convolution codes, where the code words        flips depending on the number of parity check
produced depend on both the data message and a
                                                         equations. It consists of four parts:
given number of previously encoded messages.
                                                         1) a cyclic shift register
Among the ECC codes that meet the requirements           2) an EXOR matrix
of higher error correction capability and low            3) a majority gate
decoding complexity, cyclic block codes have been
                                                         4) an XOR for correcting the code word bit under
identified as good one, due to their property of being   decoding.
Majority Logic (ML) decodable. LDPC (Low
Density Parity Check) codes belong to the family of
ML decodable codes. Difference Set Cyclic Codes
(DSCC), one specific type of LDPC codes are used
here. DSCCs are one step ML decodable codes

                                                                                                392 | P a g e
K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and
                   Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                        Vol. 3, Issue 2, March -April 2013, pp.392-395

                                                           When input is 110000




                                                                     Fig.2. Error free decoded output

                                                           When input is 010101
In this paper, 6 D- Flip flops are considered.
Majority gate is used to detect whether if number of
1’s > number of 0’s are not. XOR gates are used for
generating b0, b1, b2. These b0, b1, b2 are inputs to
majority gate. If number of 1’s> number of 0’s,
information vector and output vector will vary. So,
to correct it, output of majority gate and output of
first flip-flop are XORed and it is given as input to
multiplexer of first flip-flop.

          In this proposed decoder, the majority gate
is circuit that calculates carry equation in full adder.
So, the majority gate consists of 3 AND gates and 1
EXOR gate. The Proposed circuit is designed in                        Fig3. Error in decoded output
DSCH for verifying functional correctness. The
same circuit is implemented using Verilog code in          In this DSCH tool, the correct path is displayed in
Xilinx. For calculating power dissipation values,          one colour and the path with fault is displayed in
cadence tool has been chosen. The schematics have          another colour so that we can differentiate faulty
been implemented in cadence – Virtuoso and                 paths easily.
corresponding waveforms and power dissipation
values have been observed. All the simulation              3.2 Schematics in Cadence
results are presented in this paper.

III. SIMULATION RESULTS

3.1 DSCH schematics and results




                                                            Fig4. ML decoder schematic in Cadence- Virtuoso

                                                                     In cadence, to create the entire schematic,
                                                           initially it is necessary to create symbols for each
                                                           and every block in the circuit. In ML decoder, the
             Fig1. ML decoder in DSCH                      main blocks that exist are D- Flip flop, Multiplexer,
                                                           2- input XOR gates, 2- input AND gates, 3- input
                                                           OR gates. So, if we create schematics for those



                                                                                                 393 | P a g e
K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and
                   Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                        Vol. 3, Issue 2, March -April 2013, pp.392-395

blocks then the respective symbols can be              When sel=0 and correct data vector
instantiated in the main module.




Fig5. ML decoder symbol in Cadence- Virtuoso

The following are the output waveforms in Cadence:
                                                       Fig6. Output waveform for correct decoded vector
                                                       when sel=0

                                                       After observing the result for correct decoded
                                                       vector, error is induced in the decoded data vector
                                                       and the error can be detected when its circuit is
                                                       simulated.




        Fig6. Output waveform in cadence

Power Dissipation Values
3- input OR gate   : 32.4249 pW
2-1 Multiplexer     : 1.86006 nW
D- Flip flop        : 935.898 pW
2- input XOR gate : 1.27603 nW
2- input AND gate : 653.021 pW
ML decoder circuit : 1.78214 nW
Delay in ML decoder circuit is 20.41E-9                Fig7. Output waveform for wrong decoded vector
                                                       when sel=0
         Power dissipation values for the each
module can be known while generating its transient     IV. CONCLUSION
analysis. Log file of the particular module contains             In this paper, a fault-detection mechanism,
its power dissipation value.                           MLD, has been presented based on ML decoding
                                                       using the DSCCs. Using this mechanism, the
                                                       decoding and detection of data vectors can be done
3.3 Simulation results of Xilinx                       simultaneously. This circuit can be implemented in
                                                       various tools and compare the results. Power
          Verilog coding is defined for the proposed   dissipation values of different modules in this circuit
circuit. Two different modules i.e., error free and    can be obtained when it is implemented in Cadence.
error existing modules are defined in the main
module. Results are observed in Xilinx ISE             ACKNOWLEDGEMENTS
simulator.                                                      I am grateful to Prof. Dr. Fazal
                                                       Noorbasha, K L University for his constant
                                                       encouragement and I whole heartedly thank him for
                                                       his support in completion of this paper successfully.
                                                       I would like to express my heartfelt thanks to my
                                                       beloved parents for their blessings and their wishes


                                                                                              394 | P a g e
K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and
                      Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                           Vol. 3, Issue 2, March -April 2013, pp.392-395
that helped me in successful completion of this
report.

REFERENCES
  [1]      Shih-Fu Liu, “ Efficient Majority Logic
           Fault Detection With Difference-Set Codes
           for         Memory Applications”, IEEE
           transactions on very large scale integration
           (VLSI) systems, vol. 20, no. 1, january
           2012
  [2]       S. Lin and D. J. Costello, Error Control
           Coding, 2nd ed. Englewood Cliffs, NJ:
           Prentice-Hall, 2004.
  [3]       S. Reed, “A class of multiple-error-
           correcting codes and the decoding
           scheme,” IRE Trans. Inf. Theory, vol. IT-4,
           pp. 38–49, 1954.
  [4]       H. Naeimi and A. DeHon, “Fault secure
           encoder and decoder for NanoMemory
           applications,” IEEE Trans. Very Large
           Scale Integr. (VLSI) Syst., vol. 17, no. 4,
           pp. 473–486, Apr. 2009.
  [5]       Y. Kato and T. Morita, “Error correction
           circuit using difference-set cyclic code,” in
           Proc. ASP-DAC, 2003, pp. 585–586.




                                                                                   395 | P a g e

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  • 1. K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.392-395 Fault Detection with Error Correction Codes for Memory Applications K. Sushmaja1 , Dr. Fazal Noorbasha2 1 (M. Tech student, Department of Electronics and Communication Engineering, K L University, Vaddeswaram, Guntur Dt.) 2 (Assoc. Prof, Department of Electronics and Communication Engineering, K L University, Vaddeswaram, Guntur Dt.) ABSTRACT The paper deals with error detection with high error correction capability and are linear method for difference set cyclic codes with cyclic block codes. majority logic decoding. These are suitable for memory applications due to their capability to 1.2 DSCC correct large number of errors. The proposed DSCCs are one-step ML decodable codes with high Majority Logic decoder itself detects failures error-correction capability and are linear cyclic which minimize area overhead and power block codes[5]. consumption. The memory access time is also 1) Perfect Difference Set: DSCCs work on the reduced when there is no error in the data read. difference-set concept for which a brief description The proposed circuit is simulated in DSCH, follows. Given a set and a difference of the Cadence- Virtuoso, and Xilinx. The results elements, we have obtained in various tools are presented in this P = {l0, l1… q} (0<= l1 < l2 …… <lq <=(q+1)) paper. D = {li – lj; i=! j} 2) DSCC Construction: For a binary code, the perfect difference-set is constructed using the Keywords – Difference set cyclic codes, Error relationship Correction Codes (ECC), Majority Logic decoder q= 2s : s ε N 3) DSCC Parameters: Besides from the definitions I. INTRODUCTION and equations previously explained, the following Memory applications should be protected parameters completely define the DSCC codes: from all kinds of faults for reliable performance. • Code length: 22s + 2s + 1 Those faults can be detected using Error Correction • Message bits: 22s + 2s + 3s Codes (ECC). When digital data is stored in a • Parity-check bits: 3s + 1 memory, it is crucial to have a mechanism that can • Minimum distance: d = 2s + 2 detect and correct a certain number of errors. ECC encodes data in such a way that a decoder can identify and correct certain errors in the data. II. MAJORITY LOGIC DECODER (MLD) MLD is based on a number of parity check Usually data strings are encoded by adding a equations which are orthogonal to each other, so number of redundant bits to them. When the that, at each iteration, each code word bit only original data is reconstructed a decoder examines the encoded message, to check for any errors. participates in one parity check equation, except the very first bit which contributes to all equations. For this reason, the majority result of these parity check 1.1 Error Correction Codes (ECC) There are 2 basic types of Error Correction Codes: equations decide the correctness of the current bit under decoding.  Block codes, which are referred to as (n,k) ML decoder is a simple and powerful codes. decoder, capable of correcting multiple random bit-  Convolution codes, where the code words flips depending on the number of parity check produced depend on both the data message and a equations. It consists of four parts: given number of previously encoded messages. 1) a cyclic shift register Among the ECC codes that meet the requirements 2) an EXOR matrix of higher error correction capability and low 3) a majority gate decoding complexity, cyclic block codes have been 4) an XOR for correcting the code word bit under identified as good one, due to their property of being decoding. Majority Logic (ML) decodable. LDPC (Low Density Parity Check) codes belong to the family of ML decodable codes. Difference Set Cyclic Codes (DSCC), one specific type of LDPC codes are used here. DSCCs are one step ML decodable codes 392 | P a g e
  • 2. K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.392-395 When input is 110000 Fig.2. Error free decoded output When input is 010101 In this paper, 6 D- Flip flops are considered. Majority gate is used to detect whether if number of 1’s > number of 0’s are not. XOR gates are used for generating b0, b1, b2. These b0, b1, b2 are inputs to majority gate. If number of 1’s> number of 0’s, information vector and output vector will vary. So, to correct it, output of majority gate and output of first flip-flop are XORed and it is given as input to multiplexer of first flip-flop. In this proposed decoder, the majority gate is circuit that calculates carry equation in full adder. So, the majority gate consists of 3 AND gates and 1 EXOR gate. The Proposed circuit is designed in Fig3. Error in decoded output DSCH for verifying functional correctness. The same circuit is implemented using Verilog code in In this DSCH tool, the correct path is displayed in Xilinx. For calculating power dissipation values, one colour and the path with fault is displayed in cadence tool has been chosen. The schematics have another colour so that we can differentiate faulty been implemented in cadence – Virtuoso and paths easily. corresponding waveforms and power dissipation values have been observed. All the simulation 3.2 Schematics in Cadence results are presented in this paper. III. SIMULATION RESULTS 3.1 DSCH schematics and results Fig4. ML decoder schematic in Cadence- Virtuoso In cadence, to create the entire schematic, initially it is necessary to create symbols for each and every block in the circuit. In ML decoder, the Fig1. ML decoder in DSCH main blocks that exist are D- Flip flop, Multiplexer, 2- input XOR gates, 2- input AND gates, 3- input OR gates. So, if we create schematics for those 393 | P a g e
  • 3. K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.392-395 blocks then the respective symbols can be When sel=0 and correct data vector instantiated in the main module. Fig5. ML decoder symbol in Cadence- Virtuoso The following are the output waveforms in Cadence: Fig6. Output waveform for correct decoded vector when sel=0 After observing the result for correct decoded vector, error is induced in the decoded data vector and the error can be detected when its circuit is simulated. Fig6. Output waveform in cadence Power Dissipation Values 3- input OR gate : 32.4249 pW 2-1 Multiplexer : 1.86006 nW D- Flip flop : 935.898 pW 2- input XOR gate : 1.27603 nW 2- input AND gate : 653.021 pW ML decoder circuit : 1.78214 nW Delay in ML decoder circuit is 20.41E-9 Fig7. Output waveform for wrong decoded vector when sel=0 Power dissipation values for the each module can be known while generating its transient IV. CONCLUSION analysis. Log file of the particular module contains In this paper, a fault-detection mechanism, its power dissipation value. MLD, has been presented based on ML decoding using the DSCCs. Using this mechanism, the decoding and detection of data vectors can be done 3.3 Simulation results of Xilinx simultaneously. This circuit can be implemented in various tools and compare the results. Power Verilog coding is defined for the proposed dissipation values of different modules in this circuit circuit. Two different modules i.e., error free and can be obtained when it is implemented in Cadence. error existing modules are defined in the main module. Results are observed in Xilinx ISE ACKNOWLEDGEMENTS simulator. I am grateful to Prof. Dr. Fazal Noorbasha, K L University for his constant encouragement and I whole heartedly thank him for his support in completion of this paper successfully. I would like to express my heartfelt thanks to my beloved parents for their blessings and their wishes 394 | P a g e
  • 4. K. Sushmaja, Dr. Fazal Noorbasha / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.392-395 that helped me in successful completion of this report. REFERENCES [1] Shih-Fu Liu, “ Efficient Majority Logic Fault Detection With Difference-Set Codes for Memory Applications”, IEEE transactions on very large scale integration (VLSI) systems, vol. 20, no. 1, january 2012 [2] S. Lin and D. J. Costello, Error Control Coding, 2nd ed. Englewood Cliffs, NJ: Prentice-Hall, 2004. [3] S. Reed, “A class of multiple-error- correcting codes and the decoding scheme,” IRE Trans. Inf. Theory, vol. IT-4, pp. 38–49, 1954. [4] H. Naeimi and A. DeHon, “Fault secure encoder and decoder for NanoMemory applications,” IEEE Trans. Very Large Scale Integr. (VLSI) Syst., vol. 17, no. 4, pp. 473–486, Apr. 2009. [5] Y. Kato and T. Morita, “Error correction circuit using difference-set cyclic code,” in Proc. ASP-DAC, 2003, pp. 585–586. 395 | P a g e