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Wyniki wyszukiwania dla: LOTNY START

  • A Novel IoT-Perceptive Human Activity Recognition (HAR) Approach Using Multi-Head Convolutional Attention

    Publikacja

    - IEEE Internet of Things Journal - Rok 2019

    Together with fast advancement of the Internet of Things (IoT), smart healthcare applications and systems are equipped with increasingly more wearable sensors and mobile devices. These sensors are used not only to collect data, but also, and more importantly, to assist in daily activity tracking and analyzing of their users. Various human activity recognition (HAR) approaches are used to enhance such tracking. Most of the existing...

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  • Formation of Protein Networks between Mucins: Molecular Dynamics Study Based on the Interaction Energy of the System

    Publikacja
    • N. Kruszewska
    • P. Bełdowski
    • P. Weber
    • S. Yuvan
    • M. Drechny
    • M. Kośmieja

    - ENERGIES - Rok 2019

    Molecular dynamics simulations have been performed for a model aqueous solution of mucin. As mucin is a central part of lubricin, a key component of synovial fluid, we investigate its ability to form cross-linked networks. Such network formation could be of major importance for the viscoelastic properties of the soft-matter system and crucial for understanding the lubrication mechanism in articular cartilage. Thus,the inter- and...

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  • Experience Based Decisional DNA (DDNA) to Support Sustainable Product Design

    Publikacja

    - Rok 2018

    This paper presents the idea of providing engineering design knowledge to designers working on sustainable product design and development process. The new product development process often requires significant amount of design knowledge which can be saved and recalled by designers during the design process. This knowledge is very important for successful sustainable product development as it can include material selection, product...

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  • Modelization of Nutrient Removal Processes at a Large WWTP Using a Modified ASM2d Model

    The biodegradation of particulate substrates starts by a hydrolytic stage. Hydrolysis is a slow reaction and usually becomes the rate limiting step of the organic substrates biodegradation. The objective of this work was to evaluate a novel hydrolysis concept based on a modification of the activated sludge model (ASM2d) and to compare it with the original ASM2d model. The hydrolysis concept was developed in order to accurately...

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  • EVALUATION OF THE USE OF M2M-TYPE NB-IoT AND LTE TECHNOLOGIES FOR MARITIME COMMUNICATION SYSTEMS

    The development of IoT (the Internet of Things) wireless transmission opens a new era in communication systems. In the next years, the development and implementation of IoT systems will be very dynamic. It can be seen that the solutions of LTE – NB-IoT (Long Term Evolution – Narrowband IoT) transmission devices are implemented in a wide range of terrestrial solutions, e.g. smart grids. This paper aims to analyse the possibility...

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  • Highly efficient rutile TiO2 photocatalysts with single Cu(ii) and Fe(iii) surface catalytic sites

    Publikacja
    • S. Neubert
    • D. Mitoraj
    • S. Shevlin
    • P. Pulisova
    • M. Heimann
    • Y. Du
    • G. Goh
    • M. Pacia
    • K. Kruczała
    • S. Turner... i 4 innych

    - Journal of Materials Chemistry A - Rok 2016

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  • Noncentrosymmetric Triangular Magnet CaMnTeO6: Strong Quantum Fluctuations and Role of s0 versus s2 Electronic States in Competing Exchange Interactions

    Publikacja
    • X. Huai
    • E. Acheampong
    • E. Delles
    • M. J. Winiarski
    • M. Sorolla II
    • L. Nassar
    • M. Liang
    • C. Ramette
    • H. Ji
    • A. Scheie... i 3 innych

    - ADVANCED MATERIALS - Rok 2024

    Noncentrosymmetric triangular magnets offer a unique platform for realizing strong quantum fluctuations. However, designing these quantum materials remains an open challenge attributable to a knowledge gap in the tunability of competing exchange interactions at the atomic level. Here, a new noncentrosymmetric triangular S = 3/2 magnet CaMnTeO6 is created based on careful chemical and physical considerations. The model material...

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  • Developing a methodology for model tests of floating platforms in a towing tank of low depth

    Publikacja

    The paper presents two ways to mooring model of semi-submersible platform for research in the small depth towing pool. The tested model was made in the likeness of 1:100 Thunder Horse platform moored in the Gulf of Mexico at a depth of 1,920 m. Its mooring system consisted of 16 semi-taut mooring lines (chain-wire-chain) spaced Star-shape and attached at the bottom to the suction piles. The tests were performed in the towing pool...

  • TIME-DOMAIN NUMERICAL EVALUATION OF SHIP RESISTANCE AND MOTION IN REGULAR WAVES BY USING THE CFD URANS METHOD

    Publikacja

    - Rok 2023

    Taking into account the International Maritime Organisation’s (IMO) strategy to radically reduce the GHG emitted by the shipping industry towards zero emission operation, today's assessment of ship behaviour in waves, its seakeeping characteristics and resistance and their interrelation with fuel consumption and emissions are one of the most attended research subject. There are three methods to conduct this analysis, which are...

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  • Wybrane metody sterowania statkiem

    Publikacja

    W rozdziale przedstawiono dwa główne nurty badań w zakresie sterowania stat-kiem na morzu: dynamiczne pozycjonowanie (DP) statku i wspomaganie decyzji w sytuacji kolizyjnej na morzu. Dla systemu DP określono strukturę sterowania i podstawowe wymagania. Omówiono wybrane problemy sterowania automatycz-nego statkiem dynamicznie pozycjonowanym. Dokonano przeglądu zaawanso-wanych metod sterowania statkiem DP z uwzględnieniem zadań poszczególnych...

  • Pobieranie próbek analitów z grupy BTEX z powietrza atmosferycznego w celu uzyskania informacji analitycznych niezbędnych do ich mapowania na terenach zurbanizowanych

    Działalność człowieka związana z realizacją jego potrzeb stała się przyczyną zwiększenia emisji do powietrza atmosferycznego substancji szkodliwych, jakimi są związki z grupy BTEX (benzen, toluen, etylobenzen, ksyleny), uznane za markery narażenia organizmu ludzkiego na lotne związki organiczne. W ostatnich latach szerokie zastosowanie w monitoringu jakości powietrza atmosferycznego na obszarach zurbanizowanych znalazła technika...

  • Problems of PAH quantification by GC-MS method using isotope-labelled standards.

    Chromatografia gazowa w połączeniu ze spektromerią mas (GC-MS) jest obecnie rutynowo stosowaną metodą w analityce środowiskowej do oznaczania śladowych ilości zanieczyszczeń organicznych. Stosowanie detektora mas sprawia, że wygodnym wzorcem wewnętrznym są stabilne izotopowo analogi oznaczanych związków. Związki te są wykorzystywane do śledzenia i kompensacji strat analitów podczas wykonywania określonych operacji związanych z...

  • Analysis of Signalized Intersections in the Context of Pedestrian Traffic

    Gdynia is a city in the Pomeranian Voivod e ship of Poland with a population of about 250,000. It faces a growing motorization rate th at needs to be addressed. Car ownership in Gdynia now exceed s 500 vehicles per 1000 residents. Travel by public transport is decreasing and the rate of walking and cycling remains low. It is necessary to reverse these negative trends by implementing solu tions based...

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  • Bibliometric approach to tracking the concept of international competitiveness

    The main aim of paper is to identify the growth pattern in the international competitiveness literature, its core publications and key research domains on the basis of bibliometric data from the years 1945–2015. Citation data is collected from the ISI Web of Science Website, Scopus and Google Scholar, and analysed using HistCite, Pajek and VOSviewer software. Bibliometric indicators, network citation, key-route path methods and...

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  • Możliwości wykorzystania modeli sieci ulicznej do weryfikacji ustawień brzegowych systemu sterowania ruchem

    Celem referatu było sprawdzenie czy metoda zaimplementowana w programie TRANSYT będzie możliwa do wykorzystania przy ustalaniu ustawień brzegowych dla sygnalizacji świetlnej w systemie sterowania ruchem TRISTAR. Wykorzystano przy tym zaawansowane modele matematyczne na których bazują narzędzia do prognozowania i analiz ruchu na poziomie makro i mikroskopowym: SATURN, PTV VISUM i PTV VISSIM oraz narzędzia do optymalizacji sygnalizacji...

  • Metoda f-chart w zastosowaniu do projektu instalacji solarnej w budownictwie jednorodzinnym

    Publikacja

    - Instal - Rok 2014

    W artykule przedstawiono algorytm obliczeń cieplnych związanych z konwersją promieniowania cieplnego oraz analizę efektów pracy instalacji solarnej przy użyciu metody korelacyjnej f-chart. Zaprezentowany algorytm obliczeń cieplnych oraz omówiona w artykule podstawowa odmiana metody f-chart zostały poparte przykładem obliczeniowym dla instalacji solarnej, która wykorzystywana jest do wspomagania układu przygotowania c.w. dla potrzeb...

  • WPŁYW PARAMETRÓW PROCESU SBM NA DYSTRYBUCJĘ TWORZYWA W BUTELKACH PET – PRZEGLĄD LITERATURY

    Publikacja

    - Rok 2015

    Z mechanicznego punktu widzenia profil grubości butelek PET jest uwarunkowany mechaniczno-cieplną odpowiedzią tworzywa rozdmuchiwanej preformy na zadane parametry procesu SBM. Z mikroskopowego punktu widzenia na mechaniczne i termiczne właściwości butelek CSD z PET największy wpływ mają procesy orientowania i krystalizowania tworzywa. Z technologicznego punkty widzenia profil grubości butelek PET po procesie produkcji metodą SBM...

  • Experience oriented enhancement of smartness for Internet of Things

    Publikacja

    - Rok 2015

    In this paper, we propose a novel approach, the Experience-Oriented Smart Things that allows experiential knowledge discovery, storage, involving, and sharing for Internet of Things. The main features, architecture, and initial experiments of this approach are introduced. Rather than take all the data produced by Internet of Things, this approach focuses on acquiring only interesting data for its knowledge discovery process. By...

  • Evaluation of a Novel Approach to Virtual Bass Synthesis Strategy

    Publikacja

    - Rok 2015

    The aim of this paper is to present a novel approach to the Virtual Bass Synthesis (VBS) strategy applied to portable computers. The developed algorithms involve intelligent, rule-based settings of bass synthesis parameters with regard to music genre of an audio excerpt and the type of a portable device in use. The Smart VBS algorithm performs the synthesis based on a nonlinear device (NLD) with artificial controlling synthesis...

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  • STABILIZACJA POKRYWY LODOWEJ POPRZEZ REDUKCJĘ ODPŁYWU ZE ZBIORNIKA WŁOCŁAWEK

    Elektrownie i zbiorniki wodne położone w rejonach, gdzie mamy do czynienia ze zjawiskami lodowymi, wymagają specyficznego działania w celu efektywnego zarządzania nimi w sezonie zimowym. Pokrywa lodowa prowadzi do nieuniknionych strat w produkcji energii elektrycznej, jednak strata ta może być zminimalizowana poprzez utworzenie stosunkowo gładkiej pokrywy. Można to uzyskać poprzez odpowiednią eksploatację budowli piętrzącej. Aby...

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  • Zastosowanie redundancji w siłowniach okrętowych statków oceanotechnicznych

    Publikacja

    Systemy wytwarzania energii i napędu statków oceanotechnicznych muszą mieć bardzo wysoki poziom niezawodności. Utrata zdolności do wykonywania funkcji przez ich elementy strukturalne z reguły powoduje bardzo wysokie straty ekonomiczne. Straty te mogą być zwiększone przez niemożność wykorzystania tzw. okna pogodowego, skutkującego odłożeniem w czasie zaplanowanych operacji oceanotechnicznych. W celu zapewnienia niezawodnej realizacji...

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  • Wzrost gospodarczy a rola przemysłów niskiej, średniej i wysokiej technologii

    Publikacja

    W literaturze można spotkać się ze stwierdzeniem, że produkcja w sektorze wysokich technologii jest motorem wzrostu produkcji, zatrudnienia i wydajności wielu gospodarek. Co więcej, uważa się, że rozwój przemysłu wysokiej technologii oznacza nie tylko wzrost gospodarczy, ale także zmiany w strukturze gospodarki. Stare przemysły tracą na znaczeniu a nowe gałęzie przemysłu, bazujące na wysokiej technologii, stają się krajowymi gazelami...

  • Chitosan-based electrospun nanofibers for encapsulating food bioactive ingredients: A review

    Publikacja

    - INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES - Rok 2023

    Today, society has been more aware of healthy food products and related items containing bioactive compounds, which potentially contribute to human health. Unfortunately, the long-term stability and bioactivity of biologically active compounds against environmental factors compromise their target and effective action. In this way, lab-designed vehicles, such as nanoparticles and nanofibers, provide enough properties for their preservation...

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  • Society 4.0: Issues, Challenges, Approaches, and Enabling Technologies

    Publikacja

    - CYBERNETICS AND SYSTEMS - Rok 2024

    This guest edition of Cybernetics and Systems is a broadening continuation of our last year edition titled “Intelligence Augmentation and Amplification: Approaches, Tools, and Case Studies”. This time we cover research perspective extending towards what is known as Society 4.0. Bob de Vit brought the concept of Society 4.0 to life in his book “Society 4.0 – resolving eight key issues to build a citizens society”. From the Systems...

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  • Layered Morphology of Gdansk: Past, Present and Future.

    This study aims to analyze the urban fabric and form of the city of Gdańsk based on the Muratorian and Italian school of urban morphology, to deepen the understanding of the morphological process of the urban fabric. It can be seen that the urban fabric of the city is a juxtaposition of all these layers, and based on Muratori’s approach these are indicative of not just the past, present but also the future. The study sample is...

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  • Magnetic nanocomposites for biomedical applications

    Publikacja
    • M. Naghdi
    • M. Ghovvati
    • N. Rabiee
    • S. Ahmadi
    • N. Abbariki
    • S. Sojdeh
    • A. Ojaghi
    • M. Bagherzadeh
    • O. Akhavan
    • E. Sharifi... i 6 innych

    - ADVANCES IN COLLOID AND INTERFACE SCIENCE - Rok 2022

    Tissue engineering and regenerative medicine have solved numerous problems related to the repair and regeneration of damaged organs and tissues arising from aging, illnesses, and injuries. Nanotechnology has further aided tissue regeneration science and has provided outstanding opportunities to help disease diagnosis as well as treat damaged tissues. Based on the most recent findings, magnetic nanostructures (MNSs), in particular,...

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  • In search of a new relationship between nature and society

    Publikacja

    - Rok 2011

    We live in an era of breakthrough- not only in the literal sense of the word, but the breakthrough of the century or the millennium. New discoveries and the crisis present in the economy, society, religion and ecology forces a review of all universally accepted theories. Nature, ecology and environment are the key words used in every area of human activity. It has led to the development of a new scientific field- the philosophy...

  • Sensors and System for Vehicle Navigation

    Publikacja

    - SENSORS - Rok 2022

    In recent years, vehicle navigation, in particular autonomous navigation, has been at the center of several major developments, both in civilian and defense applications. New technologies, such as multisensory data fusion, big data processing, or deep learning, are changing the quality of areas of applications, improving the sensors and systems used. Recently, the influence of artificial intelligence on sensor data processing and...

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  • Experience-Oriented Intelligence for Internet of Things

    Publikacja

    - CYBERNETICS AND SYSTEMS - Rok 2017

    The Internet of Things (IoT) has gained significant attention from industry as well as academia during the past decade. The main reason behind this interest is the capabilities of the IoT for seamlessly integrating classical networks and networked objects, and hence allows people to create an intelligent environment based on this powerful integration. However, how to extract useful information from data produced by IoT and facilitate...

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  • Building a Nest by an Automaton

    Publikacja

    - Rok 2019

    A robot modeled as a deterministic finite automaton has to build a structure from material available to it. The robot navigates in the infinite oriented grid $Z x Z$. Some cells of the grid are full (contain a brick) and others are empty. The subgraph of the grid induced by full cells, called the {\em field}, is initially connected. The (Manhattan) distance between the farthest cells of the field is called its {\em span}. The robot...

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  • Media architecture for post-modern society - new forms of participation

    Publikacja

    - Rok 2018

    The article shows the relationship between the characteristics of the post-modern society, and the development of media architecture with the function of interactivity. In this context, the duality of the features of post-modern society was emphasized: taking into account its location between creativity and consumerism, as well as on the border between the real and virtual word. The development of media architecture has been linked...

  • Investigation of Microbes in the Stratosphere – Stardust Project

    The stratospheric microbiota has been investigated many times using the methods of classical microbiology. In this research a few modern methods, including NGS sequencing and multiple displacement amplification of DNA, were in use. The analysis of metagenome helped to determine the content of various species of bacteria in the sample collected in the stratosphere by a hydrogen-filled balloon holding...

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  • Looking for New Ideas of Public Space – Public Space Projects in Gdansk Reinforced by Art Activities

    Publikacja

    - Rok 2012

    Revitalization of public open spaces is a complex enterprise in Poland in terms of the art, cultural andinformation aspects of this process. Simultaneously the public space should play an important role whenbuilding the quality of revitalization programs and the quality of city development. The new art and culturalactivities are the revitalization tools, which are also the good examples of bottom up ideas helping to start aprocess...

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  • THE CIRCUS SITE

    Publikacja

    - Rok 2016

    The location of project is a site of over 1,2 ha, situated on the southern fringes of Gdynia formerly used as an area to host a Circus. Here artists were performing for the public, newcomers were meeting the locals, the temporality of the event was enhancing the experience of exchange. Circus used to be the place where people live, work and create art. Currently the site stays empty but surely not for long. Its potential, attractive...

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  • SHAPING PLACES THROUGH ART. THE ROLE OF CREATIVE PLACEMAKING IN PHILADELPHIA

    Publikacja

    - Rok 2016

    The aim of a paper is to examine the role of creative placemaking in shaping urban environment. Art and artists have a long history of contributing and changing cities. Nowadays art and cultural activities become the revitalization tools, helping to start and sustain the process of change in the areas in crisis. The process of creative placemaking brings art to people and people to art, enhancing creativity in lives to transform...

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  • Effect of Coating Material Properties on Tilting-pad Thrust Bearing Performance

    Publikacja

    - Rok 2013

    Polymer lined tilting-pad bearings demonstrate many advantages over traditional bearing systems. Bearings with a polymer layer in comparison with a babbitted layer show, for example: lower value of friction coefficient (important during start/stops), higher fatigue strength of the coating, better distribution of the load on individual pads due to lower elasticity of the polymers, wider range of operational temperatures or the ability...

  • New insights into modeling two-step nitrification in activated sludge systems – The effects of initial biomass concentrations, comammox and heterotrophic activities

    In this study, the conventional two-step nitrification model was extended with complete ammonia oxidation (comammox) and heterotrophic denitrification on soluble microbial products. The data for model calibration/validation were collected at four long-term washout experiments when the solid retention time (SRT) and hydraulic retention time (HRT) were progressively reduced from 4 d to 1 d, with mixed liquor suspended solids (MLSS)...

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  • Globalized Knowledge-Based Simulation-Driven Antenna Miniaturization Using Domain-Confined Surrogates and Dimensionality Reduction

    Design of contemporary antenna systems encounters multifold challenges, one of which is a limited size. Compact antennas are indispensable for the new fields of application such as inter-net of things or 5G/6G mobile communication. Still, miniaturization generally undermines elec-trical and field performance. When attempted through numerical optimization, it turns into a constrained problem with costly constraints requiring electromagnetic...

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  • Governmental supported space internship programmes in new ESA member states - Polish perspective

    Publikacja

    - Rok 2018

    Over last 10 years ve new countries - Czech Republic, Romania, Poland, Hungary and Estonia - have joined the European Space Agency. These countries are currently experiencing a considerable increase of space activities aiming to take part in the European and Global space market. New companies, start-ups and consortiums have been created alongside oces of foreign entities have opened their premises in these countries. All of them...

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  • Experimental Investigation of the Thermal Performance of a Wickless Heat Pipe Operating with Different Fluids: Water, Ethanol, and SES36. Analysis of Influences of Instability Processes at Working Operation Parameters

    Publikacja

    - ENERGIES - Rok 2018

    In this study, the influences of different parameters on performance of a wickless heat pipe have been presented. Experiments have been carried out for an input power range from 50 W to 300 W, constant cooling water mass flow rate of 0.01 kg/s, and constant temperature at the inlet to condenser of 10 C. Three working fluids have been tested: water, ethanol, and SES36 (1,1,1,3,3-Pentafluorobutane) with different filling ratios (0.32,...

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  • The significance of proximity in cluster initiatives

    Publikacja

    Purpose – The main aim of this paper is to analyse relations between geographical and competence proximity and development of cooperation in cluster initiatives. Design/methodology/approach – The research was based on an original theoretical concept referring to the trajectory of development of cooperative relations in cluster initiatives. The research was carried out in mid-2017, in four purposefully selected clusterinitiatives....

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  • Gossiping by energy-constrained mobile agents in tree networks

    Publikacja

    - THEORETICAL COMPUTER SCIENCE - Rok 2021

    Every node of an edge-weighted tree network contains a data packet. At some nodes are placed mobile agents, each one possessing an amount of energy (not necessarily the same for all agents). While walking along the network, the agents spend the energy proportionally to the distance traveled and collect copies of the data packets present at the visited network nodes. An agent visiting a node deposits there copies of all currently...

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  • Code development of a DSP-FPGA based control platform for power electronics applications

    Publikacja
    • V. Minambres-Marcos
    • I. Roasto
    • P. Szczepankowski
    • E. Romero-Cadaval
    • D. Vinnikov
    • F. Barrero-Gonzalez

    - Rok 2015

    This paper focuses on the implementation of power electronics algorithms in control platforms based on DSP-FPGA. Today’s power electronics technology demands high power computation with high speed interfacing at the same time. The most popular configuration is a DSP for the former and a FPGA for the latter. The main goal of this work was to develop a generic control system for power electronics application, but it is explained...

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  • Digital Public Service Innovation: Framework Proposal

    Publikacja

    - Rok 2016

    This paper proposes the Digital Public Service Innovation Framework that extends the "standard" provision of digital public services according to the emerging, enhanced, transactional and connected stages underpinning the United Nations Global e-Government Survey, with seven example "innovations" in digital public service delivery -- transparent, participatory, anticipatory, personalized, co-created, context-aware and context-smart....

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  • Analiza odcinków generujących straty czasu w transporcie tramwajowym

    Publikacja

    W czasie analiz i studiów przedwykonawczych dotyczących budowy nowych i modernizacji istniejących tras tramwajowych, bardzo często zakładane są nierealne czasy przejazdów, które weryfikuje się już po oddaniu linii do eksploatacji i przeprowadzeniu badań obserwacyjnych. Problematyczne wydaje się określenie, przed zakończeniem inwestycji, rzeczywistej prędkości jazdy, jak również strat czasu powstających w miejscach potencjalnych...

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  • Autoencoder application for anomaly detection in power consumption of lighting systems

    Publikacja

    - IEEE Access - Rok 2023

    Detecting energy consumption anomalies is a popular topic of industrial research, but there is a noticeable lack of research reported in the literature on energy consumption anomalies for road lighting systems. However, there is a need for such research because the lighting system, a key element of the Smart City concept, creates new monitoring opportunities and challenges. This paper examines algorithms based on the deep learning...

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  • Metoda diagnostyki łożysk na podstawie analizy przebiegów prądu i napięcia zasilającego silnik indukcyjny.

    Publikacja

    - Rok 2018

    W niniejszej monografii przedstawiono oryginalne podejście i realizację diagnostyki łożysk silników indukcyjnych przy użyciu metody opartej na pomiarach i analizie iloczynu wartości chwilowych prądu i napięcia zasilającego maszyny. Uzyskane wyniki badań eksperymentalnych na obiektach rzeczywistych okazały się zbieżne z wynikami badań symulacyjnych i potwierdziły, że powstanie uszkodzeń łożysk w silniku skutkuje pojawieniem się...

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  • Channel State Estimation in LTE-Based Heterogenous Networks Using Deep Learning

    Following the continuous development of the information technology, the concept of dense urban networks has evolved as well. The powerful tools, like machine learning, break new ground in smart network and interface design. In this paper the concept of using deep learning for estimating the radio channel parameters of the LTE (Long Term Evolution) radio interface is presented. It was proved that the deep learning approach provides...

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  • Study of Slip Effects in Reverse Roll Coating Process Using Non-Isothermal Couple Stress Fluid

    Publikacja

    - Coatings - Rok 2021

    The non-isothermal couple stress fluid inside a reverse roll coating geometry is considered. The slip condition is considered at the surfaces of the rolls. To develop the flow equations, the mathematical modelling is performed using conservation of momentum, mass, and energy. The LAT (lubrication approximation theory) is employed to simplify the equations. The closed form solution for velocity, temperature, and pressure gradient...

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  • Sieci neuronowe oparte na prawach fizyki

    Wiele fizycznie nieuzasadnionych sieci neuronowych, mimo zadowalają- cej wydajności, generuje sprzeczności z logiką i prowadzi do rozbieżno- ści wyników z rzeczywistością. Jedną z metod poprawy funkcjonowania typowego modelu typu “black-box” na etapie uczenia, jest rozszerzenie jego funkcji kosztu o zależność bezpośrednio inspirowaną wzorem fizycz- nym. Niniejszy rozdział wyjaśnia koncepcję budowy sieci neuronowych opartych na...