Design of a new compact multiplier-less memtranstor emulator and its application in neuromorphic and chaos generation

IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Manoj Kumar , Shireesh Kumar Rai , Bhawna Aggarwal , Maneesha Gupta
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引用次数: 0

Abstract

This paper presents a compact configuration of memtranstor (MT), a new memory element having direct relation between magnetic flux (φ) and charge (q). The proposed configuration offers a simple architecture as it is designed without the need of any multiplier or any other complex component. This emulator has been realized by employing one operational transconductance amplifier (OTA), one current differencing transconductance amplifier (CDTA), and one voltage differencing current conveyor (VDCC) along with a few passive components. The emulator captures the fundamental relationship between φ and q, enabling the realization of distinctive pinched hysteresis loops under sinusoidal excitation, a hallmark of memtranstive behavior. It is designed to operate at a supply voltage of ±1.25 V. The circuit offers tunability through the variation in biasing voltages ensuring flexibility for a wide range of applications. The accuracy and dynamic characteristics of the proposed architecture are verified through mathematical analysis and LTSpice simulations with a 180 nm CMOS model. To assess the behavior of the proposed emulator in real environment, process-voltage-temperature analysis has been carried out followed by the designing of full custom layout in an area of 4464.88 μm2. Furthermore, non-ideal analysis has been carried out considering the parasitic elements at various terminals of the blocks employed in the circuit design. Additionally, to prove the practical feasibility of the proposed circuit, its operation has been confirmed by macro-models of the designated ICs followed by the bread-board implementation using commercial ICs under ±12 V supply voltage. To demonstrate practical utility, the emulator is employed in two key applications: an artificial synapse for neuromorphic systems and a nonlinear chaotic oscillator, both showcasing its relevance for next-generation memory-driven analog computing. The proposed design stands out due to its low component count, compact design, and ease of integration, making it a promising candidate for emerging fields like neuromorphic engineering and chaos-based systems. Furthermore, it provides valuable insights for future research in MT-based nonlinear dynamics and holds significant potential for advancing MT driven applications in neuromorphic computing and beyond.
一种新型紧凑型无乘法器忆阻晶体管仿真器的设计及其在神经形态与混沌生成中的应用
本文提出了一种磁通φ与电荷q有直接关系的新型存储元件——memtransistor (MT)的结构。建议的配置提供了一个简单的体系结构,因为它的设计不需要任何乘法器或任何其他复杂的组件。该仿真器采用一个运算跨导放大器(OTA)、一个差动跨导放大器(CDTA)和一个差动电流传送带(VDCC)以及一些无源元件来实现。该仿真器捕获了φ和q之间的基本关系,使其能够在正弦激励下实现独特的压缩滞回环,这是超传递行为的标志。它被设计在±1.25 V的电源电压下工作。该电路通过偏置电压的变化提供可调性,确保了广泛应用的灵活性。通过数学分析和180nm CMOS模型的LTSpice仿真,验证了该架构的精度和动态特性。为了评估仿真器在实际环境中的性能,进行了过程电压温度分析,并在4464.88 μm2的面积上设计了全定制布局。此外,考虑到电路设计中所采用的各个模块端子的寄生元件,进行了非理想分析。此外,为了证明所提出电路的实际可行性,通过指定ic的宏观模型验证了其运行,然后在±12 V电源电压下使用商用ic实现面包板。为了演示实际用途,仿真器被用于两个关键应用:神经形态系统的人工突触和非线性混沌振荡器,两者都展示了它与下一代内存驱动的模拟计算的相关性。该设计因其组件数量少、设计紧凑、易于集成而脱颖而出,使其成为神经形态工程和基于混沌的系统等新兴领域的有希望的候选者。此外,它为未来基于机器翻译的非线性动力学研究提供了有价值的见解,并在神经形态计算等领域推进机器翻译驱动的应用具有重要潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Integration-The Vlsi Journal
Integration-The Vlsi Journal 工程技术-工程:电子与电气
CiteScore
3.80
自引率
5.30%
发文量
107
审稿时长
6 months
期刊介绍: Integration''s aim is to cover every aspect of the VLSI area, with an emphasis on cross-fertilization between various fields of science, and the design, verification, test and applications of integrated circuits and systems, as well as closely related topics in process and device technologies. Individual issues will feature peer-reviewed tutorials and articles as well as reviews of recent publications. The intended coverage of the journal can be assessed by examining the following (non-exclusive) list of topics: Specification methods and languages; Analog/Digital Integrated Circuits and Systems; VLSI architectures; Algorithms, methods and tools for modeling, simulation, synthesis and verification of integrated circuits and systems of any complexity; Embedded systems; High-level synthesis for VLSI systems; Logic synthesis and finite automata; Testing, design-for-test and test generation algorithms; Physical design; Formal verification; Algorithms implemented in VLSI systems; Systems engineering; Heterogeneous systems.
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