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431 results for “evolutionary algorithm, particle swarm algorithm, optimization, heuristic method”

Research Article Open Access CNN Hyperparameters Optimization Using Random Search For Image Classification
Dala KRAYEM, KRAYEM D, Asmaallah FALLAHA, FALLAHA A, Mohamad Taj Eddin ASHOUR, ASHOUR M, Saed ALQARALEH, ALQARALEH S
Proceedings of the 6th International Symposium on Innovative Approaches in Smart Technologies 2022 https://doi.org/10.36287/setsci.5.2.007

In the last decade, deep learning in general and Convolutional Neural Networks (CNN) have achieved a human level and outstanding performance in almost all computer-based systems such as classification(text, images, and videos). Building an efficient CNN archit…

Research Article Open Access Karbon Nanotüp Nanoakışkanının Geriye Dönük Adım Akışında Isı Transferi ve Akış Karakteristiğinin Araştırılması
Doğan Engin Alnak, Alnak D, Koray Karabulut, Karabulut K
4th International Symposium on Innovative Approaches in Engineering and Natural Sciences 2019 https://doi.org/10.36287/setsci.4.6.091

Geriye dönük adım akışı, ısı depolama kaplarının iç ve dış akışında veya güç dönüştürme sistemlerinin toplayıcıları gibi birçok cihazda önemli olup akışın karmaşık yapısı nedeniyle önemli geometrik modellerden biri olarak göze çarpmaktadır. Bu çalışmada, dikey…

Research Article Open Access Geriye Dönük Adım Akışında Adım Geometrisinin Isı Transferi ve Akış Yapısı Üzerindeki Etkisinin İncelenmesi
Koray Karabulut, Karabulut K, Doğan Engin Alnak, Alnak D
4th International Symposium on Innovative Approaches in Engineering and Natural Sciences 2019 https://doi.org/10.36287/setsci.4.6.092

Gaz türbini motorları, yakıcılar, ısıtma ve soğutma sistemleri gibi birçok mühendislik uygulamasında geriye dönük adım akışı nedeniyle ayrılma ve yeniden birleşme bölgeleri meydana gelmektedir. Bu bölgelerin kontrolü, ısı ve kütle transferi miktarını artırmak …

Research Article Open Access High performance cement composites with nano-SiO2 and nano-Al2O3 powders
Tuğba Mutuk, Mutuk T, Sinem Çevik, Çevik S, Başak Mesci Oktay, Mesci Oktay B
4th International Symposium on Innovative Approaches in Engineering and Natural Sciences 2019 https://doi.org/10.36287/setsci.4.6.099

In this study, the effects nano-SiO2 and nano-Al2O3 on cement mortars were experimentally studied. The percentage of nano-powders were used as 1%, 3% and 5% into the material. Different types of analysis were used to nano-powder’s impact on the cement mortars.…

Research Article Open Access Effect of Powder Size on Titanium Mechanical Properties
Tuğba Mutuk, Mutuk T, Mevlüt Gürbüz, Gürbüz M
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

Titanium and its alloys are increasingly used in aerospace, automotive and biomedical industries because of their high strength, excellent corrosion, wear resistance and a wide range of mechanical properties. Materials with superior properties are needed in …

Research Article Open Access Experimental Investigation of the Effect of Using Passive Cooler and Reflective at Solar Heating Thermoelectric Generator System
Engin Özbaş, Özbaş E
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

In this study, a thermoelectric generator (TEG) system is designed for the generation of electricity from solar energy. A temperature difference between surfaces of TEG must be achieved for electricity generation. Heating is provided by a solar-powered two-p…

Research Article Open Access Alüminyum-Grafen Kompozit Yapılarda Çekme Dayanımının, Aşınma Direncinin ve Mikroyapının İncelenmesi
Mahmutcan Şenel, Şenel M, Mevlüt Gürbüz, Gürbüz M, Erdem Koç, Koç E
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

Bu çalışmada, ağırlıkça %0.1, %0.3 ve %0.5 oranında grafen nanotabaka (GNT) takviyeli alüminyum (Al) matrisli kompozitler toz metalurjisi metoduyla üretilmiştir. Üretilen kompozitlerin deneysel yoğunluğu, çekme dayanımı, aşınma oranısırasıyla; Arşimet yoğunl…

Research Article Open Access Odun-Kömür Karışımlarından Üretilen Pelet Yakıtların Özelliklerinin İncelenmesi/ Investigation of Properties of Pellet Fuels Produced from Wood-Coal Mixtures
Bilal Sungur, Sungur B, Bahattin Topaloğlu, Topaloğlu B
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

Gelişen teknoloji ve artan nüfusun etkisiyle enerji tüketimi giderek artmaktadır ve bu durum tüm dünyada olduğu gibi ülkemizde de önemli bir problem olarak karşımıza çıkmaktadır. Fosil enerji kaynakları gün geçtikçe azalmaktadır ve bu nedenle araştırmacılar …

Research Article Open Access Environmental and Sustainable Biocomposite Materials Applications and Properties
Gökhan   Açıkbaş  , Açıkbaş   G, Selçuk Özcan, Özcan S
Ist International Symposium on Innovative Approaches in Scientific Studies 2018

Many well-known material structures, such as metals, ceramics or polymers, cannot meet all the technological demands. For this reason, there is ongoing research into new materials with advanced features. A composite material is consisting of at least two phase…

Research Article Open Access Kartepe Test and Research Center (KARTEAM) Project for the Development of University Industry Cooperation in Kocaeli Province
Ersoy Kelebekler, Kelebekler E, Murat Ayaz, Ayaz M, Serkan Aktaş, Aktaş S, Mustafa Tümer, Tümer M, Ahmet Çalışkan, Çalışkan A, Erdem Yeğin, Yeğin E, Engin Özdemir, Özdemir E
Ist International Symposium on Innovative Approaches in Scientific Studies 2018

In our country, industrial investments and manufacturing capacity increase day by day. It is possible to enhance standard and quality of product, increase manufacturing capacity, constitute production line with less energy consumption by adapting developing te…

Research Article Open Access SOLVING A CLASS OF TRANSMISSION PROBLEMS BY THE DIFFERENTIAL TRANSFORM METHOD
Merve Yücel, Yücel M, Kadriye Aydemir, Aydemir K, O. Sh.  MUKHTAROV , MUKHTAROV  O
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

There are various numerical methods for solving many problems in mathematical physics. The differential transform method (DTM) is one of the numerical methods for solving ordinary and partial differential equations. The concept of the differential transform…

Research Article Open Access Operative-predictive control of a reactor plant based on fuzzy models
Malika Doshanova, Doshanova M, Ortiq Ruzibayev, Ruzibayev O, Sherzod Sabirov, Sabirov S, Oybek Begimov, Begimov O
Proceeding of the Cognitive Models and Artificial Intelligence Conference 2024 https://doi.org/10.36287/setsci.17.1.0034

This article discusses an algorithm for fuzzy control of the technological mode of a reactor unit using fuzzy production models of logical inference and fuzzified measurement information from the control object, discusses the methodology of a computational exp…

Research Article Open Access Comparison of Inverse Distance Weighting and Ordinary Kriging Methods for Meteorological Maps
Mustafa Hüsrevoğlu, Hüsrevoğlu M, İsmail Bülent Gündoğdu, Gündoğdu İ
Ist International Symposium on Innovative Approaches in Scientific Studies 2018

Generally, it is limited to obtain all kinds of data for determining of variables which distributed points in any area. Estimates are made from this data for unsampled locations. Thus, the spatial properties of an examined variable are defined all over the are…

Review Open Access Comparative Review of Machine Learning Methods in Revenue Forecasting
Ali Taghiyev, Taghiyev A, Özkan İnik, İnik Ö
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.54.001

In this study, a classification problem is discussed to predict whether individuals' annual income levels are above $50,000. The UCI Adult Income Dataset, which is derived from the 1994 US Census (Census) data and is widely used in the field of machine learnin…

Research Article Open Access XAI-Powered Comparative Diabetes Prediction with XGBoost, SVM and Artificial Neural Networks
Furkan Sefa Demirci, Demirci F, Remzi Yıldırım, Yıldırım R
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.30.001

In this study, diabetes prediction was conducted using XGBoost, Support Vector Machines (SVM), and a Multilayer Artificial Neural Network (ANN). Attributes that cannot be biologically ‘0’ (e.g. glucose, BMI) were first marked as NaN. After filling the missing …

Research Article Open Access Deneysel Tasarım Yöntemlerinin Yol Üstyapı Uygulamalarında Kullanılabilirliğinin İncelenmesi
Zeynep Baran Yıldırım, Yıldırım Z, Ezgi Eren, Eren E, Burak Yiğit Katanalp, Katanalp B, Murat Karacasu, Karacasu M
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

Experimental design methods used in optimization of engineering problems and processes in many industrial fields have been shown to be applicable in road superstructures within this study. Using the special purpose statistical experiment design program, opti…

Research Article Open Access Optimization of Gluten Free Cookie Flour by Using Response Surface Methodology
Fatma Hayıt, Hayıt F, Hülya Gül, Gül H
Ist International Symposium on Innovative Approaches in Scientific Studies 2018

Soft wheat flour is the most important raw material in the production of cookies. But because of gluten intolerance of celiac patients they should not consume gluten containing cookies made from wheat flour. Therefore in this study it was aimed to form a suita…

Research Article Open Access New Trends in Thermal Interface Materials for High-Power LED Packaging Systems
Suna Avcıoğlu, Avcıoğlu S, Sinem Çevik, Çevik S
International Symposium on Multidisciplinary Studies and Innovative Technologies 2017

For a successful thermal performance, the right choice and design of the thermal management materials used in LED die-moulding, cooler and soldered parts is a critical engineering problem. Because they are affected by heat emitted from the pn junction in the L…

Research Article Open Access The Random Forest with Hybrid Principal Component Analysis for detecting Healthy and Insomnia individuals in three subtypes of Cyclic Alternating Pattern Sleep Study
Nadhim Azeez Sayel, Sayel N, Mohammad Fayaz, Fayaz M
Proceeding of the Cognitive Models and Artificial Intelligence Conference 2024 https://doi.org/10.36287/setsci.17.1.001

Sleep disorders such as insomnia, sleep bruxism, narcolepsy, and sleep-disordered breathing have different sleep quality parameters such as cyclic alternating pattern phases and A subtype phases. This study aims to analyze and predict the A phase subtypes from…

Research Article Open Access Variable Step-Size Modified P&O-based MPPT Algorithm for the Photovoltaic Systems
Onur Tarık Özdemir, Özdemir O, Emre Hasan Dursun, Dursun E
Proceedings of the 6th International Symposium on Innovative Approaches in Smart Technologies 2022 https://doi.org/10.36287/setsci.5.2.012

The utilization of renewable energy sources is being enlarged daily to meet the escalating energy needs around the world. Solar energy, like other renewable energy sources, occupies an important place in the energy generation sector. Since it is important to i…

Research Contributions (2019+)Peer reviewed by at least two reviewers
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