scholarly journals A Comparative Study on Meta-Heuristic Algorithms For Solving the RNP Problem

2019 ◽  
pp. 1639-1648
Author(s):  
Abeer Sufyan Khalil ◽  
Rawaa Dawoud Al-Dabbagh

The continuous increases in the size of current telecommunication infrastructures have led to the many challenges that existing algorithms face in underlying optimization. The unrealistic assumptions and low efficiency of the traditional algorithms make them unable to solve large real-life problems at reasonable times.The use of approximate optimization techniques, such as adaptive metaheuristic algorithms, has become more prevalent in a diverse research area. In this paper, we proposed the use of a self-adaptive differential evolution (jDE) algorithm to solve the radio network planning (RNP) problem in the context of the upcoming generation 5G. The experimental results prove the jDE with best vector mutation surpassed the other metaheuristic variants, such as DE/rand/1 and classical GA, in term of deployment cost, coverage rate and quality of service (QoS).

Mathematics ◽  
2021 ◽  
Vol 9 (13) ◽  
pp. 1456
Author(s):  
Stefka Fidanova ◽  
Krassimir Todorov Atanassov

Some of industrial and real life problems are difficult to be solved by traditional methods, because they need exponential number of calculations. As an example, we can mention decision-making problems. They can be defined as optimization problems. Ant Colony Optimization (ACO) is between the best methods, that solves combinatorial optimization problems. The method mimics behavior of the ants in the nature, when they look for a food. One of the algorithm parameters is called pheromone, and it is updated every iteration according quality of the achieved solutions. The intuitionistic fuzzy (propositional) logic was introduced as an extension of Zadeh’s fuzzy logic. In it, each proposition is estimated by two values: degree of validity and degree of non-validity. In this paper, we propose two variants of intuitionistic fuzzy pheromone updating. We apply our ideas on Multiple-Constraint Knapsack Problem (MKP) and compare achieved results with traditional ACO.


EDUSAINS ◽  
2019 ◽  
Vol 11 (1) ◽  
pp. 70-77
Author(s):  
Kristiyanto Kristiyanto

STUDI LAPANGAN DAMPAK EKOLOGI: PERAN DAN KONTRIBUSINYA TERHADAP PENGEMBANGAN KUALITAS MODEL PENDIDIKAN BERDASARKAN PARADIGMA PENELITIAN AbstrakMengembangkan model pendidikan yang baik dan dinamis dalam prosesnya, seharusnya dapat meningkatkan kualitas induvidu maupun kelompok mahasiswa atau peserta didik di perguruan tinggi (PT), agar dapat menyesuaikan diri terhadap dinamika perubahan zaman, sehingga studi lapang salah satu langkah yang perlu mendapat perhatian, dimana secara tidak langsung kegiatan ini mampu meningkatkan kualitas (SDM) dalam rangka menghadapi permasalahan dimasa mendatang yang semakin kompleks, disamping sebagai modal utama dalam mempersiapkan SDM yang berkualitas, baik sebagai pendidik (guru) maupun seorang peneliti yang professional dan kompeten dalam bidangnya. Tujuan dari kegiatan studi lapang tersebut, masih dihadapkan dengan minimnya SDM, sehingga tidak mudah untuk mengimplementasikannya secara dinamis dan berkelanjutan, sehingga tujuan dari penelitian ini, akan mengeksplore atau mengkaji lebih detail tentang peran dan kontribusi studi lapang di kalangan PT, yang tentunya membutuhkan proses pembelajaran yang lebih baik, dalam membentuk kualitas SDM yang berkualitas. Metode yang digunakan dalam penelitian ini, lebih melihat pada dinamika persepsi dan interpretasi mahasiswa, yang berkaitan dengan pengalamannya selama di lapang, dan sejauh mana keberhasilan yang diperoleh atau dicapainya, setelah melakukan studi lapang yang berupa produk ilmiah, seperti naskah ilmiah, baik berupa bentuk laporan penelitian maupun jurnal, kemudian proses diskusi panel di dalam kelas. Hasil penelitian menunjukkan bahwa metode studi lapang salah satu kegiatan yang tidak mudah dilakukan, ketika menyusun sebuah laporan yang ilmiah, hal ini dapat dilihat dari aspek lemahnya argumentasi ilmiah yang dibangun, sehingga permasalahan ini, menjadi memberi gambarkan kepada semua pihak, bahwa model pendidikan ini perlu di ubah, dengan memodifikasi sebuah kurikulum yang lebih dinamis, dan tentunya juga disesuaikan dengan perkembangan zaman. AbstractDeveloping quality of education model in learning process was ought to increase skills of both individual and group of students in order to pave their readiness for today’s competitive era. Field study is an approach in learning that may develop to increase the quality of student, particularly in confronting with real life problems. This research was aimed to study the role and contribution of the field study to increase the quality of students. Using students’ perception and interpretations on the study field learning approach, this study tried to answers queries on the extent of study field approach for their learning success. Results revealed that the current field study approach was one of difficult approaches to be implemented in learning. During report development, for example, it was found that there are writing skills that need to be developed. It is suggested from this study, therefore, that field study approach needs to be more dynamic and its curriculum needs to be adjusted with the current development.


2020 ◽  
Vol 2 (1) ◽  
Author(s):  
Ita Chairun Nissa ◽  
I Ketut Sukarma ◽  
Sanapiah Sanapiah ◽  
Ade Kurniawan ◽  
Sabrun Sabrun

The West Lombok Mathematics’ Teacher Community needs to be improved because of the government's demands on the quality of teaching mathematics in schools. Having good mathematical knowledge and being able to solve real-life problems is an important key for teachers to be able to develop innovative mathematics teaching. But in fact, teacher training that emphasizes aspects of mathematical content is still not widely implemented. This is an important reason for this training. The training is carried out in one day through video screening and rich task modeling. The assessment of this training is measured using a closed questionnaire that asks the teacher's attitude towards statements related to the training material, training methods, the ability of the speakers, and the motivation of the trainees. The training that was carried out succeeded in getting a positive response that most of the teachers gave a very agreeing attitude. The teachers also feel motivated and have good expectations for applying the knowledge and skills gained from training into teaching mathematics in the classroom


Author(s):  
Anita Moum

The objective of this chapter is to identify the role of BIMs in the architectural design process from the practitioners’ point of view. The chapter investigates the main factors affecting the practitioners’ use of BIM, and how BIM impacts their work and interactions. The chapter presents a holistic research approach as well as the findings from its application in four real-life projects. In these projects, much of the practitioners’ focus was on upgrading skills and improving technology. Nevertheless, a number of their challenges were linked to the nature of the architectural design process, particularly to its “hardto- grasp” iterative and intuitive features. A conclusion of this research indicates that the role of BIM is affected by the many interdependencies, relations and interfaces embedded in the highly complex and partly unpredictable real world practice. A future challenge would be to understand, master and balance these relationships - upstream and downstream across multiple levels, processes and activities. The presented holistic research approach and the related findings contributed to research which aimed to embrace the complexity of real-life problems and gain a more comprehensive understanding of what is happening in practice.


2010 ◽  
Vol 26 (01) ◽  
pp. 29-35
Author(s):  
Alok K. Verma ◽  
Ray Ferrari ◽  
Manorama Talaiver ◽  
Sueanne E. McKinney ◽  
Daniel Dickerson ◽  
...  

Low enrollment and high attrition rates in science, technology, engineering, and math (STEM) based degree programs have created a shortage of workforce in industries such as shipbuilding and repair that are important for national security. Part of this problem can be attributed to pedagogical issues such as lack of engaging hands-on activities used for math and science instruction in middle and high schools. Another reason for this is that the teachers are not trained in taking an integrated approach to teaching math and science. This has led to large-scale flight and attrition from STEM-based career tracks. Consequently, engineering and engineering technology programs throughout the nation have observed declining graduation rates and quality of incoming students. To engage students' interest in STEM-based careers, it is important that students establish a link between the math and science instruction and its application to solve real-life problems early in their learning experience. Project-based activities have a proven record as a pedagogical method. Effectiveness of this pedagogy has been supported by research in the acquisition and retention of knowledge. The MarineTech Project funded by the State Council of Higher Education of Virginia and supported by the shipbuilding and repair industry has attempted to address the quality of STEM education in Virginia by developing project-based learning kits and providing professional development training in the use of these kits. The project also provided teacher training in 21st century skills and integrated math and science education while increasing awareness of teachers about the shipbuilding and repair industry. The paper presents the motivation behind developing these project-based learning (PBL) modules, issues related to implementation, and results from student and teacher workshops.


2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Ugochukwu Chinonso Okolie ◽  
Elisha Nwonu Elom ◽  
Paul Agu Igwe ◽  
Michael Olayinka Binuomote ◽  
Chinyere Augusta Nwajiuba ◽  
...  

PurposeThis study explores how the implementation of problem-based learning (PBL) in technical and vocational education training (TVET) systems of Nigerian higher education (HE) can enhance quality graduate outcomes. The study also explores the issues and challenges of PBL implementation in the TVET system of Nigerian HE.Design/methodology/approachThis study follows the assumptions of qualitative research. The authors interviewed 55 participants and had a focus group with 7 TVET postgraduate students. The 55 interviewees were drawn from TVET teachers (n = 33; 24 males and 9 females), Directors at National Board for Technical Education (n = 4; 3 males and 1 female), Directors of National Directorate of Employment (n = 5; 3 males and 2 females), Directors at the Federal Ministry of Education (n = 3 males), and industry executives (n = 10; 7 males and 3 females). Data were collected through a semistructured interview approach, transcribed and coded using NVivo 12 plus and analyzed through thematic analysis.FindingsThe results show that PBL in the Nigerian TVET system has positive implications for quality TVET graduate outcomes in that it can enable integrating theory and practice, motivate learning, improve students' self-efficacy, allow students to construct learning on their own, enhance graduate competencies and graduate employability. It also revealed six perceived possible major challenges to effective implementation of PBL in the Nigerian TVET system, which includes inadequacy of teaching and learning facilities; corruption in Nigerian education sector; recruitment of unqualified incompetent TVET teachers; difficulties in identifying real-life problems, among others. Participants offered benchmarks and actions and standards for improving the identified challenges, which formed a framework for coping with issues, challenges, and barriers to effective implementation of PBL in the TVET system of Nigerian HE (Table 1).Originality/valueThe results of this study are original and serve as an advocacy for Nigerian HE authorities to explore how PBL can be implemented in the TVET system to improve graduate outcomes. The study serves as a starting point for more research in the domain of improving the quality of TVET programs in Nigerian HE. Industry leaders and policymakers in Nigeria and other developing countries could use the findings from this study to increase HE and industry participation and partnership for quality of TVET program.


Transportation problem is considered a vitally important aspect that has been studied in a wide range of operations including research domains. As such, it has been used in simulation of several real life problems. The transportation model is for the optimization of routes, cost and travelling of peoples with the help of public transport buses from the source to the destination by road. The data is collected which includes number of trips per day, cost of trips per trip ,distance between source and destination etc. manually through the questionery interview with the conductors drivers and the regular travelling peoples travelling on that route as well as data collection from PMPML office and calculation for minimizing the transportation cost have been done. The result of the research with proper scheduling, proper routing of buses can save Rs. 48865.875 in a 1 day. The saving of the transportation cost increases the profit of the PMPML. The total saving amount profit percentage is about 18.15% increase from saving transportation cost. The parameters as discussed above are considered and collected manually with the help of survey sheet and transportation model is prepared and after that calculation for minimizing the transportation cost have been done. The methods used for minimization of transportation of cost are Northwest corner method, Least count method etc. The result of the research gives with proper scheduling, routing of buses can save generate so much of revenue with saving of cost.. The amount saved from the transportation cost is utilized for increase the facilities in bus such as A.C, Automatic door system, Air suspension, Good quality of seats etc.


2021 ◽  
pp. 1-20
Author(s):  
Lionel Espinasse ◽  
Vincent Le Palud ◽  
Julie Prévot ◽  
Gwenna ël Solard ◽  
Lucile Vanotti

The French population census method evolved in the early 2000s. Few studies have been published on the quality of the population estimates produced by this new method, apart from a few observing sample variance resulting from the introduction of a survey in large municipalities. However, the French census is subject to numerous quality controls throughout the process: development of a housing register, preparation of the collection, the collection itself and the post-collection, adjustment and estimation operations. The extensive involvement of stakeholders (municipalities and INSEE) in the preparation and conduct of the census leads to a very good understanding of the process. The many checks carried out throughout the process guarantee that the estimates produced are of a high quality. In addition, the census benefits from a very low non-response rate (3.9% in 2019). However, some features are not yet well known. Although many instructions are included in questionnaires, the answers given by enumerated persons are imperfect due to misunderstandings, an inability to adapt questions to real-life situations, or deliberately incorrect answers.


2020 ◽  
Vol 13 (3) ◽  
pp. 427-443 ◽  
Author(s):  
Tareq M. AL-shami ◽  
E. A. Abo-Tabl ◽  
Baravan Assad ◽  
Mohamed Arahet

Sometimes we need to minimize the conditions of topology for different reasons such as obtaining more convenient structures to describe some real-life problems, or constructing some counterexamples whom show the interrelations between certain topological concepts, or preserving some properties under fewer conditions of those on topology. To contribute this research area, in this paper, we establish some new concepts on supra topological spaces using supra semi-open sets and give some characterizations of them. First, we introduce a concept of supra semi limit points of a set and study main properties, in particular, on the spaces that possess the difference property. Second, we define and investigate new separation axioms, namely supra semi Ti-spaces (i = 0, 1, 2, 3, 4) and give complete descriptions for each one of them. We provide some examples to show the relationships between them as well as with STi-space.


Author(s):  
Wazir Muhammad ◽  
Irfan Ullah ◽  
Mohammad Ashfaq

Deep learning (DL) is the new buzzword for researchers in the research area of computer vision that unlocked the doors to solving complex problems. With the assistance of Keras library, machine learning (ML)-based DL and various complicated or unresolved issues such as face recognition and voice recognition might be resolved easily. This chapter focuses on the basic concept of Keras-based framework DL library to handle the different real-life problems. The authors discuss the codes of previous libraries and same code run on Keras library and assess the performance on Google Colab Cloud Graphics Processing Units (GPUs). The goal of this chapter is to provide you with the newer concept, algorithm, and technology to solve the real-life problems with the help of Keras framework. Moreover, they discuss how to write the code of standard convolutional neural network (CNN) architectures using Keras libraries. Finally, the codes of validation and training data set to start the training procedure are explored.


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