Software development effort estimation modeling using a combination of fuzzy-neural network and differential evolution algorithm

نویسندگان

چکیده

Software cost estimation has always been a serious challenge lying ahead of software teams that should be seriously considered in the early stages project. Lack sufficient information on final requirements, as well existence inaccurate and vague are among main reasons for unreliable estimations this area. Though several effort models have proposed over recent decade, an increase their accuracy controversial issue, researchers' efforts area still ongoing. This study presents new model based hybrid adaptive network-based fuzzy inference system (ANFIS) differential evolution (DE) algorithm. tries to obtain more accurate development is capable presenting better estimate within wide range projects compared previous works. The method outperformed other optimization algorithms adopted from genetic algorithm, evolutionary algorithms, meta-heuristic neuro-fuzzy could improve using MMRE PRED (0.25) criteria up 7%.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A New Architecture Based on Artificial Neural Network and PSO Algorithm for Estimating Software Development Effort

Software project management has always faced challenges that have often had a great impact on the outcome of projects in future. For this, Managers of software projects always seek solutions against challenges. The implementation of unguaranteed approaches or mere personal experiences by managers does not necessarily suffice for solving the problems. Therefore, the management area of software p...

متن کامل

scour modeling piles of kambuzia industrial city bridge using hec-ras and artificial neural network

today, scouring is one of the important topics in the river and coastal engineering so that the most destruction in the bridges is occurred due to this phenomenon. whereas the bridges are assumed as the most important connecting structures in the communications roads in the country and their importance is doubled while floodwater, thus exact design and maintenance thereof is very crucial. f...

Software Development Effort Estimation Using Fuzzy Logic: A Review

Accurate effort prediction is an ongoing challenge to software engineers. It is an important task in the management of software projects. Effort estimation is the challenging and is an important area in the software project management research field. The development of software has always been characterized by the parameters that contain certain level of fuzziness. This requires some degree of ...

متن کامل

Software Maintenance Effort Estimation – Neural Network Vs Regression Modeling Approach

The global IT industry has now matured. As more and more systems grow old and enter into the maintenance stage, software maintenance (SM) is becoming one of the most carried out and challenging tasks. Besides, the industry is also facing a shift in traditional technical environment by way of use of newer tools and approaches of software development, migration from legacy software to current sof...

متن کامل

A Differential Evolution and Spatial Distribution based Local Search for Training Fuzzy Wavelet Neural Network

Abstract   Many parameter-tuning algorithms have been proposed for training Fuzzy Wavelet Neural Networks (FWNNs). Absence of appropriate structure, convergence to local optima and low speed in learning algorithms are deficiencies of FWNNs in previous studies. In this paper, a Memetic Algorithm (MA) is introduced to train FWNN for addressing aforementioned learning lacks. Differential Evolution...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: International Journal of Power Electronics and Drive Systems

سال: 2021

ISSN: ['2722-2578', '2722-256X']

DOI: https://doi.org/10.11591/ijece.v11i1.pp707-715