دانلود رایکان مقاله انگلیسی ISI با موضوع روش مدل سازی نیروی نرم افزار در سطح معماری مبتنی بر شبکه های پیچیده
عنوان فارسی مقاله:
روش مدل سازی نیروی نرم افزار در سطح معماری مبتنی بر شبکه های پیچیده
عنوان انگلیسی مقاله:
Software power modeling method at architecture level based on complex networks
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Abstract
The architecture of software systems can be naturally represented in the form of complex networks, especially for object-oriented software. Software as a kind of artificial complex networks, where entities of the software are nodes and interactions between entities are edges. These interactions are data-flows, instruction-flows and control-flows of the software, and these flows driving hardware circuit is the internal cause of power consumption of software. In this paper, we model software systems as complex networks at architecture level, assuming that the relation between the network characteristics of software and its power consumption is nonlinear. Based on this assumption, we propose a software power modeling method at architecture level. The model first measures network characteristics of software and then fit the nonlinear relation between the network characteristics of software and its power consumption by BP neural network. Experimental results show that our model could accurately estimate power consumption of the software, and the error is less than 11.2% compared to the measured value, which indicates our assumption is reasonable and our model is effective.
چکیده
معماری سیستم های نرم افزار می تواند به طور طبیعی در فرم شبکه های پیچیده بویژه برای نرم افزار شی گرا ارائه شود. نرم افزار به عنوان نوعی شبکه ی پیچیده ی مصنوعی که موجودیت نرم افزار، گره و تعامل بین موجودیت هستند، لبه (یال) نامیده می شوند. این تعاملات جریان های داده، جریان دستورالعمل و جریان کنترل نرم افزار می باشند و این جریان ها که مدار سخت افزار را هدایت می کنند علت داخلی مصرف نیروی نرم افزار است. در این مقاله، سیستم های نرم افزار را به عنوان شبکه های پیچیده در سطح معماری مدل سازی می کنیم با فرض اینکه رابطه بین ویژگی های شبکه ی نرم افزار و مصرف نیرو غیر خطی می باشد. بر اساس این فرضیه، روش مدل سازی نیروی نرم افزاری را در سطح معماری پیشنهاد کرده ایم. این مدل در ابتدا ویژگی های شبکه ی نرم افزار را اندازه گیری می کند و سپس با رابطه ی غیرخطی بین ویژگی های شکبه ی نرم افزار و مصرف نیرویش توسط شبکه ی عصبی BP متناسب می گردد. نتایج تجربی نشان می دهد که مدل ما می تواند به صورت دقیق مصرف نیروی نرم افزار را برآورد کند، و خطا در مقایسه با مقدار اندازه گیری شده کمتر از 11.2% است که حاکی از آن است که فرضیه ما معقولانه است و مدلمان موثر می باشد.
کلمات کلیدی
Software Systems as Complex Networks - CiteSeerX citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.1023.4214&rep=rep1... by L Wen - Cited by 40 - Related articles a dynamic approach [8] based on the runtime method call, the proposed approach ... A simple method to software systems adhere to complex network principles. [PDF]Modeling, Simulation and Analysis of Complex Networked Systems https://science.energy.gov/.../program.../Complex_networked_systems_program_final... administrative data must travel, the electric power grid, social networks whose behavior can ... modeling and simulation software infrastructure, operating summer schools, ... the analysis and design of physics-based systems, such as those describing the .... Can simulation methods be scaled to performance levels allowing. Missing: architecture | Must include: architecture Network Security Analysis Method Based on Complex Network Theory ... dl.acm.org/citation.cfm?id=2550781.2551125 by Z Liu - 2013 The proposed method is based on complex network theory and defense topology graph model. Defense topology graph model is one of the most important tools for ...... of the threshold pump power of the fiber laser with three-energy level do pants from the ...... The BIM in Green Architectural Design Software Investigation. [PDF]Applying Complex Network Theory to Software Structure ... - waset https://waset.org/.../applying-complex-network-theory-to-software-structure-analysis using complex network theory in software structure analysis, with focus on the .... the degree of nodes obeys the power-law degree distribution. At the same time, they .... software network at class and method level with classes and methods are nodes ... proposed a simple model for evolving software systems, based on a few ... Complex network characters in object-oriented software desigh - IEEE ... https://ieeexplore.ieee.org/document/5657937/ by X Song - 2010 - Related articles In order to picture the complexity of software architecture, class collaboration network is ... is defined to abstract the architecture of object-oriented software on class level. ... So based on complex network theory, degree-degree correlation, ... and its degree are power law correlative; The right of the node in Eclipse network ... Design level quality analysis using fuzzy UML models and weighted ... https://zapdf.com/design-level-quality-analysis-using-fuzzy-uml-models-and-wei.html Analyzing the quality of software architecture is an important task in the software development. ... System-level design models and implementation techniques ... Identifying Influential Nodes in Complex Networks Based on Weighted Formal .... The degree distribution of a software complex network follows power law of the ...
