Gul Waqas, Shams Maitham, Al-Khalili Dhamin
Department of Electronics, Carleton University, 1125 Colonel Bay Drive, Ottawa, ON K1S 5B6, Canada.
Micromachines (Basel). 2022 Aug 17;13(8):1332. doi: 10.3390/mi13081332.
Microprocessors use static random-access memory (SRAM) cells in the cache memory design. As a part of the central computing component, their performance is critical. Modern system-on-chips (SoC) escalate performance pressure because only 10-15% of the transistors accounts for logic, while the remaining transistors are for the cache memory. Moreover, modern implantable, portable and wearable electronic devices rely on artificial intelligence (AI), demanding an efficient and reliable SRAM design for compute-in-memory (CIM). For performance benchmark achievements, maintaining reliability is a major concern in recent technological nodes. Specifically, battery-operated applications utilize low-supply voltages, putting the SRAM cell's stability at risk. In modern devices, the off-state current of a transistor is becoming comparable to the on-state current. On the other hand, process variations change the transistor design parameters and eventually compromise design integrity. Furthermore, sensitive information processing, environmental conditions and charge emission from IC packaging materials undermine the SRAM cell's reliability. FinFET-SRAMs, with aggressive scaling, have taken operation to the limit, where a minute anomaly can cause failure. This article comprehensively reviews prominent challenges to the SRAM cell design after classifying them into five distinct categories. Each category explains underlying mathematical relations followed by viable solutions.
微处理器在高速缓存存储器设计中使用静态随机存取存储器(SRAM)单元。作为中央计算组件的一部分,它们的性能至关重要。现代片上系统(SoC)加剧了性能压力,因为只有10%至15%的晶体管用于逻辑运算,其余晶体管则用于高速缓存存储器。此外,现代植入式、便携式和可穿戴电子设备依赖人工智能(AI),这就需要一种高效且可靠的用于内存计算(CIM)的SRAM设计。为了在性能基准测试中取得成果,在最近的技术节点中,保持可靠性是一个主要关注点。具体而言,电池供电的应用使用低电源电压,这使SRAM单元的稳定性面临风险。在现代设备中,晶体管的关态电流正变得与开态电流相当。另一方面,工艺变化会改变晶体管的设计参数,并最终损害设计完整性。此外,敏感信息处理、环境条件以及IC封装材料的电荷发射都会破坏SRAM单元的可靠性。具有激进缩放比例的鳍式场效应晶体管SRAM(FinFET-SRAM)已将操作推向极限,在这种情况下,一个微小的异常都可能导致故障。本文在将SRAM单元设计面临的突出挑战分为五个不同类别后,对其进行了全面综述。每个类别都解释了潜在的数学关系,并给出了可行的解决方案。