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Wyszukujesz frazę "Bielecki, Tomasz." wg kryterium: Autor


Tytuł:
Genetically modified organisms – benefits and hazards for Poland
Autorzy:
Anioł, Andrzej
Bielecki, Stanisław
Twardowski, Tomasz
Powiązania:
https://bibliotekanauki.pl/articles/703438.pdf
Data publikacji:
2008
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
Polska
biotechnology
bioeconomy
Opis:
In his paper perspective and conditions for the development of biotechnology is presented within the context of legislation, public opinion as well as present situation in Poland, EU and in the Word. Formation of bioeconomy in Poland Leeds industrial biotechnology in all sectors: agriculture, industry and medicine.
Źródło:
Nauka; 2008, 1
1231-8515
Pojawia się w:
Nauka
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Predicting length of fatigue cracks by means of machine learning algorithms in the small-data regime
Autorzy:
Badora, Maciej
Sepe, Marzia
Bielecki, Marcin
Graziano, Antonino
Szolc, Tomasz
Powiązania:
https://bibliotekanauki.pl/articles/2038115.pdf
Data publikacji:
2021
Wydawca:
Polska Akademia Nauk. Polskie Naukowo-Techniczne Towarzystwo Eksploatacyjne PAN
Tematy:
empirical models
fatigue cracks
predictive maintenance
regression analysis
small data
statistical learning
turbomachinery
Opis:
In this paper several statistical learning algorithms are used to predict the maximal length of fatigue cracks based on a sample composed of 31 observations. The small-data regime is still a problem for many professionals, especially in the areas where failures occur rarely. The analyzed object is a high-pressure Nozzle of a heavy-duty gas turbine. Operating parameters of the engines are used for the regression analysis. The following algorithms are used in this work: multiple linear and polynomial regression, random forest, kernel-based methods, AdaBoost and extreme gradient boosting and artificial neural networks. A substantial part of the paper provides advice on the effective selection of features. The paper explains how to process the dataset in order to reduce uncertainty; thus, simplifying the analysis of the results. The proposed loss and cost functions are custom and promote solutions accurately predicting the longest cracks. The obtained results confirm that some of the algorithms can accurately predict maximal lengths of the fatigue cracks, even if the sample is small.
Źródło:
Eksploatacja i Niezawodność; 2021, 23, 3; 575-585
1507-2711
Pojawia się w:
Eksploatacja i Niezawodność
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Approximations of dynamic Nash games with general state and action spaces and ergodic costs for the players
Autorzy:
Bielecki, Tomasz
Powiązania:
https://bibliotekanauki.pl/articles/1339277.pdf
Data publikacji:
1997
Wydawca:
Polska Akademia Nauk. Instytut Matematyczny PAN
Tematy:
two-person game
ε-Nash equilibrium
sequential game
long-run average criterion
Opis:
The purpose of this paper is to prove existence of an ε -equilib- rium point in a dynamic Nash game with Borel state space and long-run time average cost criteria for the players. The idea of the proof is first to convert the initial game with ergodic costs to an ``equivalent" game endowed with discounted costs for some appropriately chosen value of the discount factor, and then to approximate the discounted Nash game obtained in the first step with a countable state space game for which existence of a Nash equilibrium can be established. From the results of Whitt we know that if for any ε > 0 the approximation scheme is selected in an appropriate way, then Nash equilibrium strategies for the approximating game are also ε -equilibrium strategies for the discounted game constructed in the first step. It is then shown that these strategies constitute an ε -equilibrium point for the initial game with ergodic costs as well. The idea of canonical triples, introduced by Dynkin and Yushkevich in the control setting, is adapted here to the game situation.
Źródło:
Applicationes Mathematicae; 1996-1997, 24, 2; 195-202
1233-7234
Pojawia się w:
Applicationes Mathematicae
Dostawca treści:
Biblioteka Nauki
Artykuł

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