Search results for: applications of advanced computational techniques - Bridge of Knowledge

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Search results for: applications of advanced computational techniques

Search results for: applications of advanced computational techniques

  • Justyna Szostak dr inż.

    I Gdańsk University of Technology: Chair of the Rector’s Internationalization Committee (October 2020 - Present) Erasmus + Coordinator for students and staff members, Faculty of Applied Physics and Mathematics (Mar 2017 - Present) Dean's Proxy for Internationalization, Faculty of Applied Physics and Mathematics (October 2020 - Present) Coordinator of the International Relations Office of the Faculty of Applied Physics and...

  • Advanced Potential Energy Surfaces for Molecular Simulation

    Publication
    • A. Albaugh
    • H. Boateng
    • R. Bradshaw
    • O. Demerdash
    • J. Dziedzic
    • Y. Mao
    • D. Margul
    • J. Swails
    • Q. Zeng
    • D. Case... and 10 others

    - JOURNAL OF PHYSICAL CHEMISTRY B - Year 2016

    Advanced potential energy surfaces are defined as theoretical models that explicitly include many-body effects that transcend the standard fixed-charge, pairwise-additive paradigm typically used in molecular simulation. However, several factors relating to their software implementation have precluded their widespread use in condensed-phase simulations: the computational cost of the theoretical models, a paucity of approximate models...

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  • Fractional Spectral and Fractional Finite Element Methods: A Comprehensive Review and Future Prospects

    In this article, we will discuss the applications of the Spectral element method (SEM) and Finite element Method (FEM) for fractional calculusThe so-called fractional Spectral element method (f-SEM) and fractional Finite element method (f-FEM) are crucial in various branches of science and play a significant role. In this review, we discuss the advantages and adaptability of FEM and SEM, which provide the simulations of fractional...

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  • Multi-objective optimization of the cavitation generation unit structure of an advanced rotational hydrodynamic cavitation reactor

    Publication
    • X. Sun
    • Z. Yang
    • X. Wei
    • Y. Tao
    • G. Boczkaj
    • J. Y. Yoon
    • X. Xuan
    • S. Chen

    - ULTRASONICS SONOCHEMISTRY - Year 2021

    Hydrodynamic cavitation (HC) has been widely considered a promising technique for industrial-scale process intensifications. The effectiveness of HC is determined by the performance of hydrodynamic cavitation reactors (HCRs). The advanced rotational HCRs (ARHCRs) proposed recently have shown superior performance in various applications, while the research on the structural optimization is still absent. The present study, for the...

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  • Malware - a survey on threats and mitigation techniques

    Publication

    - Year 2015

    This paper presents up-to-date knowledge related to malware – malicious software. Firstly the definitions are presented and discussed briefly. Next, the paper presents a bit of motivation along with the malware fighting objectives. Malware poses an emerging threat in accordance to smart grids in general and advanced metering infrastructure in particular. The discussion is then directed towards known taxonomy along with a new proposal...

  • Computational Methods for Liver Vessel Segmentation in Medical Imaging: A Review

    Publication

    The segmentation of liver blood vessels is of major importance as it is essential for formulating diagnoses, planning and delivering treatments, as well as evaluating the results of clinical procedures. Different imaging techniques are available for application in clinical practice, so the segmentation methods should take into account the characteristics of the imaging technique. Based on the literature, this review paper presents...

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  • Improvement of the load capacity of the road overpass as a result of repairs after breakage caused by vehicle impacts

    Damage of spans of the overpass caused by impact of underpassing vehicles are a frequent case. Objects that use prefabricated load-bearing elements that are not designed for such impacts are particularly exposed. After impact, such parts suffer extensive damage that need repair. Taking advantages of this recovery actions it is worth to perform strengthening that will protect object against possible future impacts. In this study...

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  • Investigation of optical properties of Infitec and Active Stereo stereoscopic techniques for CAVE-type virtual reality systems

    In recent years, many scientific and industrial centres in the world developed virtual reality systems or laboratories. At present, among the most advanced virtual reality systems are CAVE-type (Cave Automatic Virtual Environment) installations. Such systems usually consist of four, five, or six projection screens arranged in the form of a closed or hemi-closed space. The basic task of such systems is to ensure the effect of user...

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  • Self-healing and shape memory polymers

    e-Learning Courses
    • J. T. Haponiuk

    The course "Self-Healing and Shape Memory Polymers" is a specialized elective designed for Chemical Engineering PhD students. This advanced course delves into the innovative realms of self-healing materials and shape memory polymers (SMPs), representing a significant breakthrough in material science and engineering. Throughout the course, students learn about the problems of failure of polymeric materials and explore the fundamental...

  • BETWEEN IDEA AND INTERPRETATION - DESIGN PROCESS AUGMENTATION

    Publication

    - Year 2018

    The following paper investigates the idea of reducing the human digital intervention to a minimum during the advanced design process. Augmenting the outcome attributes beyond the designer's capabilities by computational design methods, data collection, data computing and digital fabrication, altogether imitating the human design process. The primary technical goal of the research was verification of restrictions and abilities used...

  • Quality 5.0: A Paradigm Shift Towards Proactive Quality Control in Industry 5.0

    Industry 5.0, the latest wave of industrial revolution, is redefining the traditional manufacturing and production landscapes by leveraging advanced technologies, promoting sustainability, and fostering a human-centric approach. An inevitable consequence of this progression is Quality 5.0, the next phase of quality control and assurance. Quality 5.0 aims to transcend the limitations of conventional quality control techniques, which...

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  • Multiple jets impingement – numerical analysis by the ζ-f and hybrid VLES turbulence models

    Publication
    • T. Kura
    • E. Fornalik-Wajs
    • J. Wajs
    • S. Kenjeres

    - Year 2022

    Presented paper summarizes the Authors findings referring to the numerical analyses of the jet impinging phenomena in the case of complex jets configurations in various applications e.g. in the heat exchangers. Multiple jets interference resulting in the cross-flow and the surface curvature are the factors which impose the need of advanced turbulence models utilization. The outcome of the research based on the ζ-f turbulence model...

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  • Moving object detection and tracking for the purpose of multimodal surveillance system in urban areas

    Publication

    - Year 2008

    Background subtraction method based on mixture of Gaussians was employed to detect all regions in a video frame denoting moving objects. Kalman filters were used for establishing relations between the regions and real moving objects in a scene and for tracking them continuously. The objects were represented by rectangles. The objects coupling with adequate regions including the relation of many-to-many was studied experimentally...

  • Internet photogrammetry as a tool for e-learning

    Publication

    - Year 2015

    Along with Internet development, there were interactive applications which allow for remote sensing and photogrammetric analysis. An example of an application that can provide Earth images and make it possible to measure distances in these images is Google Earth. The authors, who have experience from 2001-2015 argue that it is possible and it is important to create more advanced photogrammetric network applications. In this there...

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  • Modeling of Passive and Forced Convection Heat Transfer in Channels with Rib Turbulators

    Publication

    - ENERGIES - Year 2021

    The main goal of the research presented in this paper was the experimental and numerical analysis of heat enhancement and aerodynamic phenomena during air flow in a channel equipped with flow turbulators in the form of properly configured ribs. The use of ribs intensifies the heat transfer and at the same time increases not only the flow resistance but also the energy costs. Therefore, designing modern heat exchangers with optimal...

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  • Intelligent Autonomous Vehicles

    Publication

    Advanced mobile vehicles and robots have long been one of the main issues in engineering. They have various applications in emergency, lifeguarding and entertainment as well as in various industrial, civil and military systems. Among them, you can distinguish robots that can move in an open environment or operate only in predetermined confined spaces. Open world robots are very demanding because they have...

  • Portable Raman spectrometer - design rules and applications

    Raman spectroscopy has become more popular due to its new prospective field applications in forensic sciences, war against terrorism, environment protection and other field chemical analysis. Raman spectrometers can be miniaturised to portable devices and their price is decreasing due to development of optoelectronics components. Unfortunately, this technology has still numerous limitations that influence their design and limit...

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  • Molecular Imaging and Nanotechnology—Emerging Tools in Diagnostics and Therapy

    Publication
    • M. Woźniak
    • A. Płoska
    • A. Siekierzycka
    • L. W. Dobrucki
    • L. Kalinowski
    • I. T. Dobrucki

    - INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES - Year 2022

    Personalized medicine is emerging as a new goal in the diagnosis and treatment of diseases. This approach aims to establish differences between patients suffering from the same disease, which allows to choose the most effective treatment. Molecular imaging (MI) enables advanced insight into molecule interactions and disease pathology, improving the process of diagnosis and therapy and, for that reason, plays a crucial role in personalized...

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  • Nanoparticles and nanofiltration for wastewater treatment: From polluted to fresh water

    Publication

    - ENVIRONMENTAL RESEARCH - Year 2023

    Water pollution poses significant threats to both ecosystems and human health. Mitigating this issue requires effective treatment of domestic wastewater to convert waste into bio-fertilizers and gas. Neglecting liquid waste treatment carries severe consequences for health and the environment. This review focuses on intelligent technologies for water and wastewater treatment, targeting waterborne diseases. It covers pollution prevention...

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  • Mechanics of Micro- and Nano-Size Materials and Structures

    Publication

    - Year 2022

    Nanotechnology knowledge is always looking to expand its boundaries to achieve the mostsignificant benefit to human life and meet the growing needs of today. In this case, we can refer tomicro- and nanosensors in micro/nano-electromechanical systems (MEMS/NEMS). These electricaldevices can detect minimal physical stimuli up to one nanometer in size. Today, micro/nano-sensordevices are widely used in the...

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  • Social media for e-learning of citizens in smart city

    Publication

    - Year 2018

    The rapid development of social media can be applied for citizens’ e-learning in a smart city. Big cities have to cope with several open issues like a growing population or a traffic congestion. Especially, a home and public space is supposed to be used in more efficient way. Sustainable homes and buildings can be planned with using some modern techniques. Even currently, there is a huge problem with a lack of key resources like...

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  • Development of a new generation of unmanned surface and underwater vehicles using the advanced technologies and achievements towards the application of control systems by the artificial intelligence AI.

    Publication

    The operation of offshore structures at sea requires implementation of the advanced systems of permanent monitoring of work of such the installations. Novel solutions concerning such the systems should be associated with application of unmanned maritime surface and underwater platforms. The unmanned maritime platforms are and will be based on application of the newest achievements of some important technologies. Between these technologies...

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  • Lightweight structures in architecture: scenarios for the future

    Publication

    - Year 2016

    Lightweight structures - structures with a reduced weight, which otherwise retain the qualities necessary for the building performance, ensuring a proper durability and strength, safety, indoor environmental quality and energy efficiency; stuctures which strive for the optimization of structural systems - are in tune with current trends and socio-economic, environmental and technological factors. The growing interest in the lightweight...

  • Recent applications and future prospects of magnetic biocatalysts

    Publication
    • R. L. F. Melo
    • M. B. Sales
    • V. d. C. Bizerra
    • P. G. d. S. Junior
    • A. L. G. Cavalcante
    • T. M. Freire
    • F. S. Neto
    • M. Bilal
    • T. Jesionowski
    • J. M. Soares... and 2 others

    - INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES - Year 2023

    Magnetic biocatalysts combine magnetic properties with the catalytic activity of enzymes, achieving easy recovery and reuse in biotechnological processes. Lipases immobilized by magnetic nanoparticles dominate. This review covers an advanced bibliometric analysis and an overview of the area, elucidating research advances. Using WoS, 34,949 publications were analyzed and refined to 450. The prominent journals, countries, institutions, and...

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  • Wiktoria Wojnicz dr hab. inż.

    DSc in Mechanics (in the field of Biomechanics)  - Lodz Univeristy of Technology, 2019 PhD in Mechanics (in the field of Biomechanics)  - Lodz Univeristy of Technology, 2009 (with distinction)   List of papers (2009 - ) Wojnicz W., Wittbrodt E., Analysis of muscles' behaviour. Part I. The computational model of muscle. Acta of Bioengineering and Biomechanics, Vol. 11, No.4, 2009, p. 15-21 Wojnicz W., Wittbrodt E., Analysis of...

  • Fundamentals of Communication Networks Resilience to Disasters and Massive Disruptions

    Publication
    • J. Rak
    • D. Hutchison
    • J. Tapolcai
    • R. Bruzgiene
    • M. Tornatore
    • C. Mas-Machuca
    • M. Furdek
    • P. Smith

    - Year 2020

    Communication networks are exposed to a variety of massive failure events following from activities of nature, weather-induced disruptions, technology-implied problems, and malicious human activities. In this chapter, we first highlight the characteristics of these scenarios and discuss example failure events reported during the last three decades. Next, we explain the concept of network resilience and present an overview of major...

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  • Are deep eutectic solvents useful in chromatography? A short review

    Publication

    A literature update has been done concerning Deep Eutectic Solvents (DES) use in chromatography applications. The literature survey was based on the period from 2010 till 2020 and manuscripts reported in the data bases Web of Science and Scopus. The use of DES as mobile phase and mobile phase additives, stationary phases and solid phase modifiers and the use of DES as reaction solvents for chromatography use, were evaluated. Emphasis...

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  • Full scale CFD seakeeping simulations for case study ship redesigned from V-shaped bulbous bow to X-bow hull form

    Publication

    Increasing propulsion efficiency, safety, comfort and operability are of the great importance, especially for small ships operating on windy sites like the North Sea and the Baltic Sea. Seakeeping performance of ships and offshore structures can be analysed by different methods and the one that is becoming increasingly important is CFD RANS. The recent development of simulation techniques together with rising HPC accessibility...

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  • Application of persulfate-based oxidation processes to address diverse sustainability challenges: A critical review

    Publication
    • D. Lin
    • Y. Fu
    • X. Li
    • L. Wang
    • M. Hou
    • D. Hu
    • Q. Li
    • Z. Zhang
    • C. Xu
    • S. Qiu... and 2 others

    - JOURNAL OF HAZARDOUS MATERIALS - Year 2022

    Over the past years, persulfate (PS) is widely applied due to their high versatility and efficacy in decontamination and sterilization. While treatment of organic chemicals, remediation of soil and groundwater, sludge treatment, disinfection on pathogen microorganisms have been covered by most published reviews, there are no comprehensive and specific reviews on its application to address diverse sustainability challenges, including...

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  • Mussel‐inspired biomaterials: From chemistry to clinic

    Publication
    • A. Taghizadeh
    • M. Taghizadeh
    • M. K. Yazdi
    • P. Zarrintaj
    • J. D. Ramsey
    • F. Seidi
    • F. J. Stadler
    • H. Lee
    • M. Saeb
    • M. Mozafari

    - Bioengineering & Translational Medicine - Year 2022

    After several billions of years, nature still makes decisions on its own to identify, develop, and direct the most effective material for phenomena/challenges faced. Likewise, and inspired by the nature, we learned how to take steps in developing new technologies and materials innovations. Wet and strong adhesion by Mytilidae mussels (among which Mytilus edulis—blue mussel and Mytilus californianus—California mussel are the most...

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  • THE INFLUENCE OF THE URBAN DESIGN ON THE AIR EXCHANGE IN CITIES. SELECTED PROBLEMS IN POLISH REALITY

    Publication

    - Year 2018

    The progress of the architecture and urbanism raises problems requiring interdisciplinary research conducted with the use of advanced experimental techniques and computer simulation. The fields of this research include aerodynamics, especially in intensively developed area of Environmental Wind Engineering (EWE). Aerodynamic phenomena occurring around buildings have a significant impact on the quality of the climate in the cities....

  • Review and Indication of Key Activities for Energy Management Improvement in DC Microgrids

    Publication

    DC MicroGrids (MG) must have Energy Management Systems (EMS) to guarantee efficient, dependable, and environmentally friendly electricity. The application of Model Predictive Control (MPC), proved to be helpful due to its adaptability and capacity to use non-linear models. This paper, based on an extensive literature review, identifies and discusses the three key activities to improve the characteristics of DC microgrids, i.e.:...

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  • A Perspective on Fast-SPICE Simulation Technology

    Publication

    - Year 2009

    This chapter presents an introduction to the area of accelerated transistor-level (‘fast-SPICE’) simulation for automated verification and characterization of integrated circuits (ICs) from technologist’s perspective. It starts with outlining goals, expectations and typical usage models for fast-SPICE simulators, stressing how they differ from regular SPICE tools. It continues with presenting and classifying core technologies typically...

  • Teaching civil engineering in English at Gdansk University of Technology

    The effects of globalization, as well as many possibilities of easy and cheap ways of travelling, have led to the increase in number of different types of university studies conducted in English. This paper describes advantages and disadvantages after seven years of experience of conducting three-semester MSc Studies in Civil Engineering in English at Gdansk University of Technology, Poland. The studies started in 2009 after a...

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  • Advanced methods in biosensing: fundamentals and applications

    e-Learning Courses
    • R. Bogdanowicz
    • J. Ryl

    This course provides instruction in the basic science and engineering conceptsrequired to understand the design and application of biosensors. Different biosensorsystems are explored, ranging from electrochemical devices, through to optical orthermal systems. Instruction is also given in the general principles of sampling andanalysis, statistical presentation and manipulation of data. The primary focus will bethe physics of biomolecule...

  • Distributed Architectures for Intensive Urban Computing: A Case Study on Smart Lighting for Sustainable Cities

    Publication

    - IEEE Access - Year 2019

    New information and communication technologies have contributed to the development of the smart city concept. On a physical level, this paradigm is characterised by deploying a substantial number of different devices that can sense their surroundings and generate a large amount of data. The most typical case is image and video acquisition sensors. Recently, these types of sensors are found in abundance in urban spaces and are responsible...

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  • Basic evaluation of limb exercises based on electromyography and classification methods

    Symptoms caused by cerebral palsy or stroke deprive a person partially or even completely of his ability to move. Nowadays we can observe more technologically advanced rehabilitation devices which incorporate biofeedback into the process of rehabilitation of such people. However, there is still a lack of devices that would analyse, assess, and control (independently or with limited support) specialised movement exercises. Here...

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  • Evaluating the Use of Edge Devices for Detection and Tracking of Vehicles in Smart City Environment

    Publication

    - Year 2024

    This paper introduces a Smart City solution designed to run on edge devices, leveraging NVIDIA's DeepStream SDK for efficient urban surveillance. We evaluate five object-tracking approaches, using YOLO as the baseline detector and integrating three Nvidia DeepStream trackers: IOU, NvSORT, and NvDCF. Additionally, we propose a custom tracker based on Optical Flow and Kalman filtering. The presented approach combines advanced machine...

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  • Mainstream shortcut N removal modeling current status and perspectives

    Publication
    • G. Kirim
    • K. Mccullough
    • T. Bressani-ribeiro
    • C. Domingo-félez
    • H. Duan
    • A. Al-omari
    • H. Clippeleir De
    • J. Jimenez
    • S. Klaus
    • M. Ladipo-obasa... and 5 others

    - WATER SCIENCE AND TECHNOLOGY - Year 2022

    This work gives an overview of the state-of-the-art in modelling of short-cut processes for nitrogen removal in mainstream wastewater treatment and presents future perspectives for directing research efforts in line with the needs of practice. The modelling status for deammonification (i.e., anammox-based) and nitrite-shunt processes is presented with its challenges and limitations. The importance of mathematical models for considering...

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  • Electrocatalytic performance of oxygen-activated carbon fibre felt anodes mediating degradation mechanism of acetaminophen in aqueous environments

    Publication

    - CHEMOSPHERE - Year 2022

    Carbon felts are flexible and scalable, have high specific areas, and are highly conductive materials that fit the requirements for both anodes and cathodes in advanced electrocatalytic processes. Advanced oxidative modi- fication processes (thermal, chemical, and plasma-chemical) were applied to carbon felt anodes to enhance their efficiency towards electro-oxidation. The modification of the porous anodes results in increased...

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  • Self-assembly of vertically oriented graphene nanostructures: multivariate characterisation by Minkowski functionals and fractal geometry

    The enormous self-assembly potential that graphene and its derived layered materials offer for responding to the contemporary environmental challenges has made it one of the most investigated materials. Hence, tuning its extraordinary properties and understanding the effect at all scales is crucial to tailoring highly customised electrodes. Vertically oriented graphene nanostructures, also known as carbon nanowalls (CNWs), due...

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  • A Review: Structural Shape and Stress Control Techniques and their Applications

    This review article presents prior studies on controlling shape and stress in flexible structures. The study offers a comprehensive survey of literature concerning the adjustment and regulation of shape, stress, or both in structures and emphasizes such control’s importance. The control of systems is classified into three primary classes: nodal movement control, axial force control, and controlling the two classes concurrently....

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  • Customizing nano-chitosan for sustainable drug delivery

    Publication
    • M. Saeedi
    • O. Vahidi
    • M. R. Moghbeli
    • S. Ahmadi
    • M. Asadnia
    • O. Akhavan
    • F. Seidi
    • M. Rabiee
    • M. Saeb
    • T. J. Webster... and 4 others

    - JOURNAL OF CONTROLLED RELEASE - Year 2022

    Chitosan is a natural polymer with acceptable biocompatibility, biodegradability, and mechanical stability; hence, it has been widely appraised for drug and gene delivery applications. However, there has been no comprehensive assessment to tailor-make chitosan cross-linkers of various types and functionalities as well as complex chitosan-based semi- and full-interpenetrating networks for drug delivery systems (DDSs). Herein, various...

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  • Creating a Remote Choir Performance Recording Based on an Ambisonic Approach

    Publication

    The aim of this paper is three-fold. First, the basics of binaural and ambisonic techniques are briefly presented. Then, details related to audio-visual recordings of a remote performance of the Academic Choir of the Gdańsk University of Technology are shown. Due to the COVID-19 pandemic, artists had a choice, namely, to stay at home and not perform or stay at home and perform. In fact, staying at home brought in the possibility...

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  • Applications of computational intelligence techqniues to acoustics

    Publication

    Celem artykułu jest przegląd wybranych zastosowań metod inteligentnych w akustyce, a w szczególności w szeroko rozumianej inżynierii dźwięku. Przedstawione badania i eksperymenty były prowadzone w oparciu o sztuczne sieci neuronowe, metodę zbiorów przybliżonych, logiką rozmytą, grafy przepływowe Pawlaka oraz algorytmy genetyczne. Rozwiązywane problemy dotyczyły klasyfikacji dźwięków muzycznych, rozpoznawania fraz muzycznych, przetwarzania...

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  • Employing a biofeedback method based on hemispheric synchronization in effective learning

    In this paper an approach to build a brain computer-based hemispheric synchronization system is presented. The concept utilizes the wireless EEG signal registration and acquisition as well as advanced pre-processing methods. The influence of various filtration techniques of EOG artifacts on brain state recognition is examined. The emphasis is put on brain state recognition using band pass filtration for separation of individual...

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  • Integrated controller for ultra high frequency technique laboratory

    Publication

    Department of Microwave and Antenna Engineering decided to modernize the laboratory of Ultra High Frequency Techniques. The main change was to replace measurement of the field distribution inside rectangular waveguides by analysing the fields around striplines. This involved the need to overcome several technical and conceptual problems. Precise positioning of the probe and reading the field distribution near the stripline is important...

  • Comparison of Deep Neural Network Learning Algorithms for Mars Terrain Image Segmentation

    Publication

    This paper is dedicated to the topic of terrain recognition on Mars using advanced techniques based on the convolutional neural networks (CNN). The work on the project was conducted based on the set of 18K images collected by the Curiosity, Opportunity and Spirit rovers. The data were later processed by the model operating in a Python environment, utilizing Keras and Tensorflow repositories. The model benefits from the pretrained...

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  • Adsorption onto zeolites: molecular perspective

    Publication
    • A. Salmankhani
    • F. Seidi
    • A. Hamed Mashhadzadeh
    • P. Zarrintaj
    • S. Habibzadeh
    • A. Mohaddespour
    • N. Rabiee
    • E. C. Lima
    • M. Shokouhimehr
    • R. S. Varma
    • M. Saeb

    - CHEMICAL PAPERS - Year 2021

    2D minerals are among key elements of advanced systems, but the need for understanding their interactions/reactions with materials and systems in which they are involved necessitates tracking their molecular and atomic monitoring. Zeolitic structures are microporous materials formed in the nature through volcanic activities or synthesis. Because of their outstanding physicochemical properties like cation exchange capacity and excellent...

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  • Identification of acoustic event of selected noise sources in a long-term environmental monitoring systems

    Publication
    • M. Kłaczyński
    • W. Cioch
    • T. Wszołek
    • W. Wszołek
    • D. Mleczko
    • P. Pawlik
    • A. Grzeczka

    - Year 2014

    ABSTRACT Undertaking long-term acoustic measurements on sites located near an airport is related to a problem of large quantities of recorded data, which very often represents information not related to flight operations. In such areas, usually defined as zone of limited use, often other sources of noise exist, such as roads or railway lines treated is such context as acoustic background. Manual verification of such recorded data...