Research Article | Open Access | Download PDF
Volume 74 | Issue 5 | Year 2026 | Article Id. IJETT-V74I5P114 | DOI : https://doi.org/10.14445/22315381/IJETT-V74I5P114Advanced Design Approaches for Bit- and Digit-Level Systolic Array Multiplication
Pradnya Zode, Pravin Zode, Nilesh Ashtankar, Nilesh Shelke
| Received | Revised | Accepted | Published |
|---|---|---|---|
| 16 Sep 2025 | 07 Mar 2026 | 12 Mar 2026 | 30 May 2026 |
Citation :
Pradnya Zode, Pravin Zode, Nilesh Ashtankar, Nilesh Shelke, "Advanced Design Approaches for Bit- and Digit-Level Systolic Array Multiplication," International Journal of Engineering Trends and Technology (IJETT), vol. 74, no. 5, pp. 205-218, 2026. Crossref, https://doi.org/10.14445/22315381/IJETT-V74I5P114
Abstract
This paper emphasizes advanced Architectural Designs of multipliers using systolic arrays explicitly augmented for Bit and Digit-Level Multiplication. These array multipliers are appropriate for high-speed, low area as well as parallel multiplication applications like Digital Signal Processing, Cryptography, and Artificial Intelligence. The array multipliers have a regular structure with efficient and very small interconnections so that the incoming real-time data can flow in a pipelined manner. With respect to this, different types of array multiplier with bit serial and digit serial processing methods are designed. The designed structures are assigned different mixtures of binary numbers as an input for finding the proper product bits. Advanced Bit-Level and Digit-Level with size two are developed and synthesized for 8 by 8 bits carry save array, Carry Ripple Array, and Baugh-Woolley multiplier. Towards this, dependence graphs for all the arrays of all multipliers are also designed in Verilog and synthesized on the board Xilinx ML605 (Virtex 6 XC6VLX240T-1FFG1156 FPGA). The detailed performance comparison between regular Carry Save, Carry Ripple, and Baugh-Wooley array multipliers examines the competence of these three different multiplier architectures using significant recital metrics such as delay, power consumption, and area utilization with the different word lengths from 4-bit to 128-bit. Out of these three, Baugh-Wooley array multipliers steadily deliver the maximum improvement in delay, with up to 55.02% at 4-bit and 38.51% at 128-bit. It also displays impactful enhancements in power up to 43.72% and area up to 35.24% than both carry save and Carry Ripple Array multiplier. Carry Ripple Array multiplier demonstrations reasonable enhancements, predominantly in power (up to 37.4% at 4-bit), but less significant than Baugh-Wooly. As word length intensifications, Baugh-Wooley’s array multiplier proficiency governs across all three systems of measurement. These results highlight Baugh-Wooley’s appropriateness for high-speed, low-power, and area-efficient VLSI designs.
Keywords
Systolic arrays, bit and digit level, Array multiplier, Carry save array, Carry ripple array, Baugh-Wooley multiplier dependence graph.
References
[1] A.V. Oppenheim, R.W. Schafer, and C.K. Yuen, “Digital Signal
Processing,” IEEE Transactions on Systems, Man, and Cybernetics, vol. 8,
no. 2, 1978.
[CrossRef] [Publisher Link]
[2] John G. Proakis, and Dimitris G. Manolakis, Digital Signal
Processing: Principles, Algorithms, and Applications, 4/e, Pearson
Education, 2007.
[Google Scholar] [Publisher Link]
[3] Keshab K. Parhi, VLSI Digital Signal Processing Systems:
Design and Implementation, John Wiley and Sons Publishing, 1999.
[Google Scholar] [Publisher Link]
[4] B. Ramkumar, and Harish M. Kittur, “Faster and
Energy-Efficient Signed Multipliers,” VLSI Design, vol. 2013, no. 1, pp.
1-12, 2013.
[CrossRef] [Google Scholar] [Publisher Link]
[5] Wen Yan, Miloš D. Ercegovac, and He Chen, “An
Energy-Efficient Multiplier with Fully Overlapped Partial Products Reduction
and Final Addition,” IEEE Transactions on Circuits and Systems I: Regular
Papers, vol. 63, no. 11, pp. 1954-1963, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[6] B. Hareesh, John Moses C, and M.V.V. Prasad Kantipudi, “VLSI
Architectures of Booth Multiplication Algorithms--A Review,” International
Journal of Computing and Digital Systems, vol. 11, no. 1, pp. 266-275,
2021.
[CrossRef] [Google Scholar] [Publisher Link]
[7] Avishek Sinha Roy, Hardik Agrawal, and Anindya Sundar Dhar,
“ACBAM-Accuracy-configurable Sign Inclusive Broken Array Booth Multiplier
Design,” IEEE Transactions on Emerging Topics in Computing, vol. 10, no.
4, pp. 2072-2078, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[8] P. Kishore et al., “Implementation of Braun and Baugh-Wooley
Multipliers using QCA,” 2023 2nd International Conference for
Innovation in Technology (INOCON), Bangalore, India, pp. 1-4, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[9] Noureddine Chabini, and Rachid Beguenane, “FPGA-based 8x8
Bits Signed Multipliers using LUTs,” 2023 IEEE Canadian Conference on
Electrical and Computer Engineering (CCECE), Regina, SK, Canada, pp.
366-370, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Mitul Sudhirkumar Nagar et
al., “High-Speed Energy-Efficient Fixed-Point Signed Multipliers for FPGA-based
DSP Applications,” IEEE Embedded Systems Letters, vol. 16, no. 4, pp.
417-420, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[11] R.V. Nithyashree et al.,
“Design and Implementation of Array Multiplier using 2-Bit Accurate and
Approximate Adder,” 2024 IEEE 6th PhD Colloquium on Emerging
Domain Innovation and Technology for Society (PhD EDITS), Bangalore, India,
pp. 1-2, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[12] Wai Leong Pang et al.,
“Optimizing Multiplier Performance Through Verilog Hardware Description
Language Design,” 2024 Multimedia University Engineering Conference (MECON),
Cyberjaya, Malaysia, pp. 1-6, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[13] Yeshudas Muttu et al.,
“Implementation and Performance Analysis of 8-bit Digital Parallel Array
Multipliers,” 2024 International Conference on Intelligent Computing and
Sustainable Innovations in Technology (IC-SIT), Bhubaneswar, India, pp.
1-5, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[14] S. Saranya et al., “Design
of Performance Improved 4-Bit Baugh Wooley Multiplier using LUT,” 2024
International Conference on Power, Energy, Control and Transmission Systems
(ICPECTS), Chennai, India, pp. 1-4, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[15] Shervin Vakili, “A Cost-Effective
Baugh-Wooley Approximate Multiplier for FPGA-based Machine Learning Computing,”
2024 IEEE 6th International Conference on AI Circuits and Systems
(AICAS), Abu Dhabi, United Arab Emirates, pp. 367-371, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[16] Kapil Juneja, Anupriya
Jangra, and Dhiraj Khurana, “Design of a Quaternary Component and Wallace Tree
Integrated Baugh-Wooley Multiplier,” International Journal of Networked and
Distributed Computing, vol. 13, no. 1, pp. 1-14, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[17] L. Kavana, and G.N. Keshava
Murthy, “Power and Area-Efficient Multiplier Architectures: A Comparative Study
of Array, Dadda, Booth, Wallace Tree, and Vedic Multipliers,” 2025 3rd International
Conference on Smart Systems for Applications in Electrical Sciences (ICSSES),
Tumakuru, India, pp. 1-6, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[18] Asep Muhamad Awaludin et
al., “A High-Performance ECC Processor Over Curve448 based on a Novel Variant
of the Karatsuba Formula for Asymmetric Digit Multiplier,” IEEE Access,
vol. 10, pp. 67470-67481, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[19] Qiang Wu et al., “A Novel
Multiplier Circuit for PFC Controllers with Low Total Harmonic Distortion and
High Power Factor,” IEEE Transactions on Power Electronics, vol. 40, no.
11, pp. 16105-16110, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[20] Yu-Yu Lin et al., “A
Serial-Parallel Mixing-Mode Matrix-Vector Multiplication Architecture for
Large-Scale In-Storage Computing with Ultrahigh Parallelism in nand Flash Memories,”
IEEE Transactions on Electron Devices, vol. 72, no. 9, pp. 4837-4843,
2025.
[CrossRef] [Google Scholar] [Publisher Link]
[21] Yujun Xie, and Yuan Liu,
“An Efficient LUT6-based Montgomery Modular Multiplication using Radix-16 Booth
Method,” IEEE Transactions on Computers, vol. 74, no. 9, pp. 3223-3237,
2025.
[CrossRef] [Google Scholar] [Publisher Link]
[22] Zixuan Zhu et al.,
“Bit-Sparsity Aware Acceleration with Compact CSD Code on Generic Matrix
Multiplication,” IEEE Transactions on Computers, vol. 74, no. 2, pp.
414-426, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[23] Pramod Kumar Meher, “Systolic and Non-Systolic
Scalable Modular Designs of Finite Field Multipliers for Reed-Solomon Codec,” IEEE
Transactions on Very Large Scale Integration (VLSI) Systems, vol. 17, no.
6, pp. 747-757, 2009.
[CrossRef] [Google Scholar] [Publisher Link]