Modeling Human Resource Experience Evolution for Multiobjective Project Scheduling in Large Scale Software Projects

نویسندگان

چکیده

The software project scheduling (SPS) is a project-scheduling problem where limited human resources are assigned to the tasks in multi-team settings. Besides other dynamic events, employees experience evolution has direct influence completing large-scale projects within budget and time. In this paper, new SPS model developed as multi-objective optimization problem, which incorporates with their learning ability over experimental results on 24 instances (including six real-world instances) show that reduces duration by 40% while being budget. provide evidence consideration of reallocation under events significantly optimizes schedules. Moreover, evaluated state-of-the-art algorithms bi-criterion (BCE), NSGA-II, NSGA-III, Two_Arch2, OMOPSO, speed-constrained particle swarm (SMPSO) BCE demonstrated distinct superiority for 63% data instances.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود 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

Coordinated resource scheduling in a large scale virtual power plant considering demand response and energy storages

Virtual power plant (VPP) is an effective approach to aggregate distributed generation resources under a central control. This paper introduces a mixed-integer linear programming model for optimal scheduling of the internal resources of a large scale VPP in order to maximize its profit. The proposed model studies the effect of a demand response (DR) program on the scheduling of the VPP. The pro...

متن کامل

Modeling and solving multi-skilled resource-constrained project scheduling problem with calendars in fuzzy condition

In this study, we aim to present a new model for the resource-constrained project scheduling problem (RCPSP) considering a working calendar for project members and determined the skill factor of any member using the efficiency concept. For this purpose, the recyclable resources are staff resources where any person with multiple skills can meet the required skills of activities in a given time. ...

متن کامل

A partition-based algorithm for clustering large-scale software systems

Clustering techniques are used to extract the structure of software for understanding, maintaining, and refactoring. In the literature, most of the proposed approaches for software clustering are divided into hierarchical algorithms and search-based techniques. In the former, clustering is a process of merging (splitting) similar (non-similar) clusters. These techniques suffered from the drawba...

متن کامل

Modeling and Solution Procedure for a Preemptive Multi-Objective Multi-Mode Project Scheduling Model in Resource Investment Problems

In this paper, a preemptive multi-objective multi-mode project scheduling model for resource investment problem is proposed. The first objective function is to minimize the completion time of project (makespan);the second objective function is to minimize the cost of using renewable resources. Non-renewable resources are also considered as parameters in this model. The preemption of activities ...

متن کامل

Towards Measuring the Project Management Process During Large Scale Software System Implementation Phase

Project management is an important factor to accomplish the decision to implement large-scale software systems (LSS) in a successful manner. The effective project management comes into play to plan, coordinate and control such a complex project. Project management factor has been argued as one of the important Critical Success Factor (CSF), which need to be measured and monitored carefully duri...

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: IEEE Access

سال: 2022

ISSN: ['2169-3536']

DOI: https://doi.org/10.1109/access.2022.3169596