考虑环境约束的两级运算放大器萤火虫算法优化

IF 0.4 Q4 ENVIRONMENTAL SCIENCES
K. Archana, Ram Kumar, S. Nath, P. Srivastava
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引用次数: 0

摘要

受自然启发的算法是一种简单、高效、组织良好的进化计算技术,用于优化模拟电子电路的设计过程。由于存在几个有竞争力的设计目标,如果不分析性能规范之间的权衡,模拟电路的尺寸是不够的。因此,所提出的工作采用了萤火虫优化,通过优化设计中涉及的各种设计规范,如增益、Slew Rate等,来优化运算放大器的设计,以实现设计中所需最小晶体管的综合目标。所设计的两级运算放大器采用UMC 0.18μ。针对不同范围的设计变量,在考虑设计约束的情况下进行了实验,并通过与CADENCE的模拟结果进行了比较验证。基于这些结果,可以说萤火虫算法可以与理论和模拟结果相匹配,萤火虫算法能够在增益、Slew Rate等设计规范的最佳值方面获得更好的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization of Two-Stage Operational Amplifier Using Firefly Algorithm Considering Environmental Constraints
Nature inspired algorithms are simple, efficient, and well-organized evolutionary computational techniques to optimize the design process of Analog electronic circuits. Due to the presence of several competitive design objectives, analog circuit sizing is inadequate without the analysis of trade-offs between the performance specifications. Therefore proposed work adopted firefly optimization, to optimize the design of the Operational Amplifier by optimising the various design specifications like Gain, Slew Rate, etc., involved in the design to achieve the comprehensive goal of minimum transistor required in the design. The designed two-stage operational amplifier is implemented in UMC 0.18 μm CMOS technology using CADENCE software. Experiments were carried out taking into consideration the design constraints, for different ranges of design variables and were also verified by comparing with simulated results from CADENCE. Based on these results, it can be said that firefly algorithms can match up to theoretical and simulated results, with the firefly algorithm being able to achieve better results in terms of better optimum values of design specification such as Gain, Slew Rate, etc.
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来源期刊
CiteScore
1.00
自引率
20.00%
发文量
80
期刊介绍: Asia, as a whole region, faces severe stress on water availability, primarily due to high population density. Many regions of the continent face severe problems of water pollution on local as well as regional scale and these have to be tackled with a pan-Asian approach. However, the available literature on the subject is generally based on research done in Europe and North America. Therefore, there is an urgent and strong need for an Asian journal with its focus on the region and wherein the region specific problems are addressed in an intelligent manner. In Asia, besides water, there are several other issues related to environment, such as; global warming and its impact; intense land/use and shifting pattern of agriculture; issues related to fertilizer applications and pesticide residues in soil and water; and solid and liquid waste management particularly in industrial and urban areas. Asia is also a region with intense mining activities whereby serious environmental problems related to land/use, loss of top soil, water pollution and acid mine drainage are faced by various communities. Essentially, Asians are confronted with environmental problems on many fronts. Many pressing issues in the region interlink various aspects of environmental problems faced by population in this densely habited region in the world. Pollution is one such serious issue for many countries since there are many transnational water bodies that spread the pollutants across the entire region. Water, environment and pollution together constitute a three axial problem that all concerned people in the region would like to focus on.
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