Abstract
The proposed 1TIC DRAM based Compute-inMemory (CIM) architecture resolves Von-Neumann memory-bottleneck issue that degrades energy consumption and performance in processing neural networks. Majority functions in DRAM cells are implemented by simultaneously activating an odd number of rows. In this paper, we present an in memory based 8-Bit full adder based on majority gate logic along with logic gates such as NAND, NOR and XOR. This work makes the first attempt to harness the unique advantages of Transmission Gate (TG) in implementing complex operations beyond the primitive bitwise Boolean operations. Every DRAM cell is replaced by TG which reduces the voltage drop across FET and thus there is a significant amount of improvement in the figure of merits related to energy. This majority-based 8-bit addition using TG offers significant parallelism and throughput capabilities. We verify the resilience of this in-DRAM computing approach to process variations to ensure its robustness against process variations. Energy analysis of the method reveals a 60.93 times enhancement over conventional read operations in a standard DDR3-1333 interface and 2.94 times enhancement over state-of-the-art methods.
| Original language | English |
|---|---|
| Title of host publication | APCCAS and PrimeAsia 2024 - 2024 IEEE 20th Asia Pacific Conference on Circuits and Systems and IEEE Asia Pacific Conference on Postgraduate Research in Microelectronics Electronics, Proceeding |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 524-528 |
| Number of pages | 5 |
| ISBN (Electronic) | 9798350378771 |
| DOIs | |
| Publication status | Published - 2024 |
| Event | 20th IEEE Asia Pacific Conference on Circuits and Systems and IEEE Asia Pacific Conference on Postgraduate Research in Microelectronics Electronics, APCCAS and PrimeAsia 2024 - Taipei, Taiwan, Province of China Duration: 07-11-2024 → 09-11-2024 |
Publication series
| Name | APCCAS and PrimeAsia 2024 - 2024 IEEE 20th Asia Pacific Conference on Circuits and Systems and IEEE Asia Pacific Conference on Postgraduate Research in Microelectronics Electronics, Proceeding |
|---|
Conference
| Conference | 20th IEEE Asia Pacific Conference on Circuits and Systems and IEEE Asia Pacific Conference on Postgraduate Research in Microelectronics Electronics, APCCAS and PrimeAsia 2024 |
|---|---|
| Country/Territory | Taiwan, Province of China |
| City | Taipei |
| Period | 07-11-24 → 09-11-24 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
-
SDG 7 Affordable and Clean Energy
All Science Journal Classification (ASJC) codes
- Artificial Intelligence
- Hardware and Architecture
- Electrical and Electronic Engineering
- Safety, Risk, Reliability and Quality
- Instrumentation
Fingerprint
Dive into the research topics of 'TG-in-DRAM: A Transmission Gate based Full Adder using Multi-row Activation for enhanced Throughput in CIM Architectures'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver