Search results for: kasami codes

• Machine learning-based seismic fragility and seismic vulnerability assessment of reinforced concrete structures

  Publication

  • F. Kazemi
  • N. Asgarkhani
  • R. Jankowski

  - SOIL DYNAMICS AND EARTHQUAKE ENGINEERING - Year 2023

  Many studies have been performed to put quantifying uncertainties into the seismic risk assessment of reinforced concrete (RC) buildings. This paper provides a risk-assessment support tool for purpose of retrofitting and potential design strategies of RC buildings. Machine Learning (ML) algorithms were developed in Python software by innovative methods of hyperparameter optimization, such as halving search, grid search, random...

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• Machine learning-based seismic response and performance assessment of reinforced concrete buildings

  Publication

  • F. Kazemi
  • N. Asgarkhani
  • R. Jankowski

  - Archives of Civil and Mechanical Engineering - Year 2023

  Complexity and unpredictability nature of earthquakes makes them unique external loads that there is no unique formula used for the prediction of seismic responses. Hence, this research aims to implement the most well-known Machine Learning (ML) methods in Python software to propose a prediction model for seismic response and performance assessment of Reinforced Concrete Moment-Resisting Frames (RC MRFs). To prepare 92,400 data...

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• Investigating the effects of structural pounding on the seismic performance of adjacent RC and steel MRFs

  Publication

  • F. Kazemi
  • M. Miari
  • R. Jankowski

  - Bulletin of Earthquake Engineering - Year 2021

  An insufficient separation distance between adjacent buildings is the main reason for structural pounding during severe earthquakes. The lateral load resistance system, fundamental natural period, mass, and stiffness are important factors having the influence on collisions between two adjacent structures. In this study, 3-, 5- and 9-story adjacent reinforced concrete and steel Moment Resisting Frames (MRFs) were considered to investigate...

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• Optimal retrofit strategy using viscous dampers between adjacent RC and SMRFs prone to earthquake‑induced pounding

  Publication

  • N. Asgarkhani
  • F. Kazemi
  • R. Jankowski

  - Archives of Civil and Mechanical Engineering - Year 2023

  Nowadays, retrofitting-damaged buildings is an important challenge for engineers. Finding the optimal placement of Viscous Dampers (VDs) between adjacent structures prone to earthquake-induced pounding can help designers to implement VDs with optimizing the cost of construction and achieving higher performance levels for both structures. In this research, the optimal placement of linear and nonlinear VDs between the 3-story, 5-story,...

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• Predicting the seismic collapse capacity of adjacent structures prone to pounding

  Publication

  • F. Kazemi
  • B. Mohebi
  • M. Yakhchalian

  - CANADIAN JOURNAL OF CIVIL ENGINEERING - Year 2020

  In crowded cities, many structures are often constructed in a very close vicinity; ‎therefore, during severe earthquakes, pounding phenomenon occurs due to out-of-phase ‎vibrations of adjacent structures. In this study, pounding of adjacent structures is investigated ‎up to the occurrence of total collapse. The novelty of this study is performing incremental ‎dynamic analyses to compute the seismic collapse capacities of both pounding...

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• Evaluation the P-Delta Effect on Collapse Capacity of Adjacent Structures Subjected to Far-field Ground Motions

  Publication

  • F. Kazemi
  • B. Mohebi
  • M. Yakhchalian

  - Civil Engineering Journal-Tehran - Year 2018

  In urban areas, adjacent structures can be seen in any insufficient distance from each other, because of economic reasons ‎and refusal of acquired minimum separation distance according to seismic previsions. Collapse capacity assessment of ‎structures is one of the important objectives of performance-based seismic engineering. The purpose of this study is to ‎consider the pounding phenomenon and P-Delta effect in seismic collapse...

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• Predicting the seismic collapse capacity of adjacent SMRFs retrofitted with fluid viscous dampers in pounding condition

  Publication

  • F. Kazemi
  • B. Mohebi
  • R. Jankowski

  - MECHANICAL SYSTEMS AND SIGNAL PROCESSING - Year 2021

  Severe damages of adjacent structures due to structural pounding during earthquakes have emphasized the need to use some seismic retrofit strategy ‎to enhance the structural performance. ‎The purpose of this paper is to study the influence of using linear and nonlinear Fluid Viscous Dampers (FVDs) on the seismic collapse capacities of adjacent structures prone to pounding and proposing modification factors to modify the ‎median...

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• Probabilistic assessment of SMRFs with infill masonry walls incorporating nonlinear soil-structure interaction

  Publication

  • F. Kazemi
  • N. Asgarkhani
  • R. Jankowski

  - Bulletin of Earthquake Engineering - Year 2023

  Infill Masonry Walls (IMWs) are used in the perimeter of a building to separate the inner and outer space. IMWs may affect the lateral behavior of buildings, while they are different from those partition walls that separate two inner spaces. This study focused on the seismic vulnerability assessment of Steel Moment-Resisting Frames (SMRFs) assuming different placement of IMWs incorporating nonlinear Soil-Structure Interaction (SSI)....

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• Generation of chirality in 4,4'-azopyridine by co-crystallization with optically active dicarboxylic acids

  Publication

  • A. Wasilewska
  • M. J. Milewska
  • M. Gdaniec
  • T. Połoński

  - TETRAHEDRON-ASYMMETRY - Year 2009

  Otrzymano kokryształy anti-4,4'-azopirydyny z optycznie czynnymi kwasai: 9,10-dihydro-9,10-etanoantraceno-11,12-dikarboksylowym i trans-1,2-cykloheksnodikarboksylowym. Następnie pomierzono dichroizm kołowy otrzymanych kryształów. Dodatni znak efektu Cottona, odpowiadający niskoenergetycznemu wzbudzeniu elektronowemu n-pi*, został skorelowany z M helikalnością skręconego chromoforu Ar-N=N. Absolutna konfiguracja skręconej cząsteczki...

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• Charakterystyka podatku od dochodów z kapitałów pieniężnych w Polsce

  Publication

  • K. Zawadzki
  • A. Laszuk

  - Year 2007

  W opracowaniu scharateryzowany został podatek od dochodów z kapitałów pieniężnych w POlsce. Autorzy przybliżają genezę poboru podatku i jego podstawowe funkcje, odnosząc się przy tym do porównań z innymi krajami Unii Europejskiej. Zwracają przy tym uwagę na fakt,iż pomimo małego prawdopodobieństwa całkowitego zniesienia poboru tego podatku w Polsce, warto wziąć pod uwagę możliwość jego częściowego ograniczenia, po spełnieniu określonych...

• Identyfikacja i diagnostyka procesu oczyszczania ścieków przy użyciu metody MS-PCA

  Publication

  • A. Borowa
  • K. Mazur
  • M. Brdyś

  - Year 2005

  Połączenie algorytmu PCA z dekompozycją falkową pozwala na wiarygodną identyfikację i diagnostykę procesu z wieloma skalami czasu. Niniejszy artykuł pokazuje jak przy pomocy wspomianego narzedzia określić stan pracy obiektu oraz odpowiednio szybko wykryć uszkodzenia (np. czujników pomiarowych) lub stany awaryjne obiektu jakim jest oczyszczalnia ścieków. Przedstawiony jest przykład detekcji błędów pomiarowych (stężenie tlenu w komorze...

• On the mechanism of oscillations in three-phase system containing coationc surfactant and nitrobenzene liquid membrane

  Publication

  • M. Szpakowska

  - Year 2005

  Obserwuje się oscylacje różnicy potencjału elektochemicznego między fazami wodnymi oscylatora zawierającego bromek heksadecylotrimetyloamoniowy. Ta różnica potencjału składa sie z potencjałów na granicach faz między membraną a fazą wodną donorową oraz membraną a fazą wodną akceptorową. Wykazano, że oscylacje zachodzą na granicy fazy akceptorowej i membrany. Są one spowodowane procesami adsorpcji/desorpcji pary jonowej surfaktantu...

• Detection of defects in PMMA beam using shear waves - numerical simulation and experiment

  Publication

  • P. Żółtowski
  • K. Wilde

  - Year 2005

  Test doświadczalny falami sprężystymi jest częścią systemu diagnostycznego belek. Autorzy badają pole przyspieszeń wywołane przepływem fal ultradźwiękowych i jego modyfikacje wynikające z wprowadzonych uszkodzeń belki. Artykuł porównuje wyniki eksperymentalne z symulacjami numerycznymi MES. The experimental test introduced in the paper is the part of the diagnostic system utilizing the elastic waves. The authors investigate the...

• Przedstawiciele krajów i narodów zamieszkujących w Gdańsku po 1989 roku

  Publication

  • J. Ślęzak

  - Year 2011

  Szacuje się, że obecnie w Polsce jest od 1,2 do 1,6 miliona przedstawicieli mniejszości narodowych, co stanowi 3-4 procent wszystkich obywateli. Niemałe ich skupiska zamieszkują w Gdańsku. Wśród nich są Białorusini, Cyganie(Romowie), Grecy, Karaimi, Litwini, Macedończycy, Niemcy, Ormianie, Rosjanie, Tatarzy, Ukraińcy, Żydzi. Obecni są też przedstawiciele niemal wszystkich narodów i kontynentów świata, a w ostatnich latach wyraźnie...

• Degradacja i uszkodzenia podbudowy jako przyczyny awarii betonowych posadzek przemysłowych

  Publication

  • S. Świątek-Żołyńska
  • M. Niedostatkiewicz
  • W. Ryżyński

  - Year 2024

  Posadzki i nawierzchnie betonowe doznają podczas użytkowania zróżnicowanych w swojej skali i czasie degradacji takich jak spękania, zarysowania i klawiszowanie płyt. Część z tych uszkodzeń jest spowodowana wadami wykonania, niską jakością betonu lub błędami projektowymi płyty konstrukcyjnej, ale w znacznej części jest to związane z wadliwą podbudową. Podbudowa jest bowiem istotnym elementem składowym posadzki, zapewniającym wymaganą...

• Reconstruction of 3D structure of positive corona streamer by local methods

  Publication

  • M. Kocik
  • M. Tański
  • J. Mizeraczyk
  • R. Ichiki
  • S. Kanazawa
  • J. Dembski

  - Year 2009

  The computer algorithms were used for reconstruction of streamer 3D structure. We propose the 3D tree structure model of corona discharge streamer composed with nodes and edges between chosen couples of nodes, which enables easy computation of some important parameters ofstreamers. The 3D model can be derived directly from two projection images by global methods like evolutionary searching or particle simulations. In this paper...

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• A Comparison of Directional Beamforming Capabilities: High-Order Ambisonic Microphone vs. Shotgun Microphones

  Publication

  • P. Perkowski
  • P. Pławczyk
  • B. Mróz
  • J. Kotus
  • E. Kujawska
  • K. Klonowski
  • R. Wierzbicki
  • P. Kosior

  - Year 2024

  This article presents the practical implications of the directional beamforming capability of a higher-order ambisonic microphone compared with popular shotgun microphones. Five different microphones were used in the study: Sennheiser MKH 416, Rode NTG2, Panasonic AG-MC200, Zoom SGH-6, and Zylia ZM-1 (ambisonic microphone). The results highlight the versatility of higher-order ambisonics for non-immersive use, which allows for...

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• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024671391]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 50 - Tissue image [531073001583571]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: VS200 Olympus slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024676511]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [9020730024818401]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [9020730024819081]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [322063002467521]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024678601]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [3300730069467461]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024673531]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024675741]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024673501]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [322063002467321]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024679081]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [322063002467181]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024679761]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024677541]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024679561]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024674621]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024676361]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 50 - Tissue image [5310730015832581]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: VS200 Olympus slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024673551]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 50 - Tissue image [5310730015838081]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: VS200 Olympus slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [90207300248191]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024676221]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [9020730024819121]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024679541]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 62 - Tissue image [902073002481211]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Lymph node axilla, arm - Female, 50 - Tissue image [7040247104944131]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: VS200 Olympus slide scanner (20x magnification) and saved to DICOM format.

• LYMPH NODES, Para-aortic lymph node - Female, 62 - Tissue image [3220630024671071]

  Open Research Data

  open access

  • Gdański Uniwersytet Medyczny

  This is the histopathological image of LYMPH NODES tissue sample obtained in Medical University Gdańsk and deposited in ZMDL-GUMED. The sample image was taken using: Pannoramic 250 3DHistech slide scanner (20x magnification) and saved to DICOM format.

• Forced vibrations in a dynamic system that is damped by a mechanism that trans-pass through its singular position

  Publication

  • K. Lipiński

  - Year 2017

  In the paper, vibrations of a hybrid multibody-continuous system are investigated. For all the mechanical devices, effective damping methods are crucial in the design process. To obtain it, installation of viscous dampers or elasto-viscous elements is dominant. In the paper, an alternative method is investigated. It is based on modal disparity. To describe the method briefly, when structural damping is present in continuous systems,...

• Badanie jakości transmisji w interfejsie radiowym MC-CDMA

  Publication

  • A. Marczak

  - Zeszyty Naukowe Wydziału ETI Politechniki Gdańskiej. Technologie Informacyjne - Year 2010

  Technika MC-CDMA (ang. Multi-Carrier Code Division Multiple Access) powstała z połączenia dwóch wcześniej stosowanych technik dostępu radiowego: CDMA (ang. Code Division Multiple Access) i OFDM (ang. Orthogonal Frequency-Division Multiplexing) i posiada zalety obu tych technologii. W referacie przedstawiona została budowa nadajnika i odbiornika dla tego interfejsu radiowego oraz wyniki badań symulacyjnych jakości transmisji w tym...

• Podstawy Informatyki (IŚ sII, stacj., 22/23)

  e-Learning Courses

  • D. Kalinowska
  • W. Gorczewska-Langner
  • P. Wielgat
  • W. Artichowicz

  Nauka podstaw programowania i pracy z danymi związanymi z inżynierią środowiska. Zaawansowana obsługa arkusza kalkulacyjnego, programowanie obliczeń w języku Python, praca z bazami danych SQL.

• Podstawy Informatyki I (sem. IV IŚ, stacj. 22/23)

  e-Learning Courses

  • D. Kalinowska
  • W. Gorczewska-Langner
  • P. Wielgat
  • W. Artichowicz

  Nauka podstaw programowania i pracy z danymi związanymi z inżynierią środowiska. Zaawansowana obsługa arkusza kalkulacyjnego, programowanie obliczeń w języku Python, praca z bazami danych SQL.