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Hardware optimization for effective switching power reduction during data compression in GOLOMB rice coding.

R Sakthivel1, Ch Vijayalakshmi2, M Vanitha3

  • 1School of Electronics Engineering, Vellore Institute of Technology, Vellore, India.

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|September 26, 2024
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Summary
This summary is machine-generated.

This study enhances Golomb Rice (GR) coding for lossless data compression, improving hardware efficiency in VLSI testing and AI computations. The optimized GR code reduces bit usage and power consumption while maintaining high compression ratios.

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Area of Science:

  • VLSI design and testing
  • Data compression algorithms
  • Hardware acceleration for AI/ML

Background:

  • Lossless data compression is critical for VLSI test vector generation, hardware AI/ML computations, and efficient data handling.
  • Golomb code offers effective lossless compression but is restricted to divisors that are powers of two.
  • Golomb Rice (GR) coding is a variant suitable for geometrically distributed data.

Purpose of the Study:

  • To enhance the compression ratio of Golomb Rice (GR) coding by optimizing the encoding of its unary part.
  • To reduce the bit usage and hardware resource requirements for GR code encoding.
  • To evaluate the performance improvements in terms of compression, delay, area, and power consumption.

Main Methods:

  • Developed and implemented an algorithm to further encode the unary part of the Golomb Rice code.
  • Coded the algorithm in Verilog and simulated its functionality using Modelsim.
  • Synthesized the Verilog code using Cadence Encounter RTL Synthesizer for hardware implementation analysis.

Main Results:

  • Achieved a 6% to 19% reduction in bits used for linearly distributed data sets.
  • Reduced worst-case delays by 3% to 8%.
  • Demonstrated area reduction ranging from 22% to 36% and nearly 7% reduction in switching power consumption.

Conclusions:

  • The proposed optimization significantly improves the efficiency of Golomb Rice coding for hardware implementations.
  • The enhanced GR coding technique is suitable for VLSI test vector compression and data computation, particularly for geometrically distributed data.
  • The optimizations contribute to more efficient hardware for AI/ML computations and data processing.