Informacja

Drogi użytkowniku, aplikacja do prawidłowego działania wymaga obsługi JavaScript. Proszę włącz obsługę JavaScript w Twojej przeglądarce.

English (EN)·Polski (PL)·Yкраїнський (UK)
Przejdź do strony domowej biblioteki Centralna Biblioteka Wojskowa Link otwiera się w nowym oknie Logo biblioteki Prolib Integro - strona głównaCentralna Biblioteka Wojskowa

Wyszukujesz frazę "cyber-physical systems" wg kryterium: Temat

  Lista filtrów
Wyrównaj
Wyświetlanie 1-25 z 28
Tytuł:
Role of ontologies for CPS implementation in manufacturing
Autorzy:
Garetti, M.
Fumagalli, L.
Negri, E.
Powiązania:
https://bibliotekanauki.pl/articles/406924.pdf
Data publikacji:
2015
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
cyber-physical systems
CPS
ontology
advanced manufacturing
Opis:
Cyber Physical Systems are an evolution of embedded systems featuring a tight combination of collaborating computational elements that control physical entities. CPSs promise a great potential of innovation in many areas including manufacturing and production. This is because we obtain a very powerful, flexible, modular infrastructure allowing easy (re) configurability and fast ramp-up of manufacturing applications by building a manufacturing system with modular mechatronic components (for machining, transportation and storage) and embedded intelligence, by integrating them into a system, through a network connection. However, when building such kind of architectures, the way to supply the needed domain knowledge to real manufacturing applications arises as a problem to solve. In fact, a CPS based architecture for manufacturing is made of smart but independent manufacturing components without any knowledge of the role they have to play together in the real world of manufacturing applications. Ontologies can supply such kind of knowledge, playing a very important role in CPS for manufacturing. The paper deals with this intriguing theme, also presenting an implementation of this approach in a research project for the open automation of manufacturing systems, in which the power of CPS is complemented by the support of an ontology of the manufacturing domain.
Źródło:
Management and Production Engineering Review; 2015, 6, 4; 26-32
2080-8208
2082-1344
Pojawia się w:
Management and Production Engineering Review
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Hypotheses concerning complexity surges in modern and future industrial information systems
Autorzy:
Freund, Lucas
Al-Majeed, Salah
Powiązania:
https://bibliotekanauki.pl/articles/1835489.pdf
Data publikacji:
2021
Wydawca:
Wyższa Szkoła Logistyki
Tematy:
complexity
complex systems
industrial systems
information
cyber-physical systems
Big Data
Opis:
This paper has the central aim to provide an analysis of increases of system complexity in the context of modern industrial information systems. An investigation and exploration of relevant theoretical frameworks is conducted and accumulates in the proposition of a set of hypotheses as an explanatory approach for a possible definition of system complexity based on information growth in industrial information systems. Several interconnected sources of technological information are investigated and explored in the given context in their functionality as information transferring agents, and their practical relevance is underlined by the application of the concepts of Big Data and cyber-physical, cyber-human and cyber-physical-cyber-human systems. Methods: A systematic review of relevant literature was conducted for this paper and in total 85 sources matching the scope of this article, in the form of academic journals and academic books of the mentioned academic fields, published between 2012 and 2019, were selected, individually read and reviewed by the authors and reduced by careful author selection to 17 key sources which served as the basis for theory synthesis. Results: Four hypotheses (H1-H4) concerning exponential surges of system complexity in industrial information systems are introduced. Furthermore, first foundational ideas for a possible approach to potentially describe, model and simulate complex industrial information systems based on network, agent-based approaches and the concept of Shannon entropy are introduced. Conclusion: Based on the introduced hypotheses it can be theoretically indicated that the amount information aggregated and transferred in a system can serve as an indicator for the development of system complexity and as a possible explanatory concept for the exponential surges of system complexity in industrial information systems.
Źródło:
LogForum; 2021, 17, 3; 321-329
1734-459X
Pojawia się w:
LogForum
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
An assessment of RFID applications in manufacturing companies
Autorzy:
Gładysz, B.
Powiązania:
https://bibliotekanauki.pl/articles/406856.pdf
Data publikacji:
2015
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
cyber-physical systems
RFID
decision making
Assessment of RFID Technology
Opis:
The meaning of Cyber Physical Systems and an Internet of Things with indication of RFID position in those concepts was outlined. Research program related to assessment of RFID technology was presented. Author deducted on problems related to RFID implementations and RFID essentially for logistics of manufacturing companies. Research goals and problems were formulated. Tools, techniques, models and methods that could be utilized were proposed and discussed. Research was focused on design of a new method to support early decision making phases for RFID application in logistics of manufacturing companies. Author stated that literature and practice lacks of complex method to answer if RFID is strategically important for the company, which processes should be RFID-supported, how RFID-supported processes should be designed and if RFID-support is rational. Framework for assessment of RFID technology with illustrative example was discussed.
Źródło:
Management and Production Engineering Review; 2015, 6, 4; 33-42
2080-8208
2082-1344
Pojawia się w:
Management and Production Engineering Review
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Integration of Advanced Monitoring in Manufacturing Systems
Autorzy:
Oborski, P.
Powiązania:
https://bibliotekanauki.pl/articles/99709.pdf
Data publikacji:
2015
Wydawca:
Wrocławska Rada Federacji Stowarzyszeń Naukowo-Technicznych
Tematy:
integrated monitoring system
manufacturing
multiagent systems
cyber-physical systems
shop floor control
Opis:
Novel concept of monitoring systems integration, reference models and test application for manufacturing are presented in the paper. Research results are an answer for industry needs for development of IT solutions that will allow to integrate information flow in production systems. The idea of standalone advanced monitoring devices connection with Shop Floor Control, MRP/ERP and machine operators is discussed. The concept of monitoring systems integration has been formally described by reference models. They corresponds with original multilayer data structure proposed on the base of data tree. Data model allows to describe orders, products, processes and to save monitoring results. Both kind of models has been the base for implementation of the integrated monitoring system demonstrator. The demonstrator developed in the frame of research was built on the base of multiagent technology. It allows to keep high flexibility and openness of the system, as well as easy implementation of various intelligent algorithms for data processing. Currently, an application of integrated monitoring system for real production system is developed. The main problems and future development of monitoring integration in discrete production are presented and discussed in the article.
Źródło:
Journal of Machine Engineering; 2015, 15, 2; 55-68
1895-7595
2391-8071
Pojawia się w:
Journal of Machine Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Self-Adaptation Driven by SysML and Goal Models – A Literature Review
Autorzy:
Andaa, Amal Ahmed
Amyot, Daniel
Powiązania:
https://bibliotekanauki.pl/articles/2060912.pdf
Data publikacji:
2022
Wydawca:
Politechnika Wrocławska. Oficyna Wydawnicza Politechniki Wrocławskiej
Tematy:
adaptation
cyber-physical systems
goal modeling
sociotechnical system
SysML
traceability
uncertainty
Opis:
Background: Socio-cyber-physical systems (SCPSs) are a type of cyber-physical systems with social concerns. Many SCPSs, such as smart homes, must be able to adapt to reach an optimal symbiosis with users and their contexts. The Systems Modeling Language (SysML) is frequently used to specify ordinary CPSs, whereas goal modeling is a requirements engineering approach used to describe and reason about social concerns. Objective: This paper aims to assess existing modeling techniques that support adaptation in SCPSs, and in particular those that integrate SysML with goal modeling. Method: A systematic literature review presents the main contributions of 52 English articles selected from five databases that use both SysML and goal models (17 techniques), SysML models only (11 techniques), or goal models only (8 techniques) for analysis and self-adaptation. Result: Existing techniques have provided increasingly better modeling support for adaptation in a SCPS context, but overall analysis support remains weak. The techniques that combine SysML and goal modeling offer interesting benefits by tracing goals to SysML (requirements) diagrams and influencing the generation of predefined adaptation strategies for expected contexts, but few target adaptation explicitly and most still suffer from a partial coverage of important goal modeling concepts and of traceability management issues.
Źródło:
e-Informatica Software Engineering Journal; 2022, 16, 1; art. no. 220101
1897-7979
Pojawia się w:
e-Informatica Software Engineering Journal
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Design a robust quantitative feedback theory controller for cyber-physical systems: ship course control problem
Autorzy:
Abadi, Ali Soltani Sharif
Hosseinabadi, Pooyan Alinaghi
Ordys, Andrew
Grimble, Michael
Powiązania:
https://bibliotekanauki.pl/articles/2175111.pdf
Data publikacji:
2022
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
quantitative feedback theory
Denial-of-Service
robust control
cyber-physical systems
Opis:
One of the most critical problems in all practical systems is the presence of uncertainties, internal and external disturbances, as well as disturbing noise, which makes the control of the system a challenging task. Another challenge with the physical systems is the possibility of cyber-attacks that the system’s cyber security against them is a critical issue. The systems related to oil and gas industries may also be subjected to cyber-attacks. The subsets of these industries can be mentioned to the oil and gas transmission industry, where ships have a critical role. This paper uses the Quantitative Feedback Theory (QFT) method to design a robust controller for the ship course system, aiming towards desired trajectory tracking. The proposed controller is robust against all uncertainties, internal and external disturbances, noise, and various possible Deception, Stealth, and Denial-of-Service (DOS) attacks. The robust controller for the ship system is designed using the QFT method and the QFTCT toolbox in MATLAB software. Numerical simulations are performed in MATLAB/Simulink for two case studies with disturbances and attacks involving intermittent sinusoidal and random behavior to demonstrate the proposed controller.
Źródło:
Archives of Control Sciences; 2022, 32, 3; 589--605
1230-2384
Pojawia się w:
Archives of Control Sciences
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
The role of knowledge in cyber-physical systems of systems
Autorzy:
Sanz, Ricardo
Bermejo, Julita
Rodrigez, Manuel
Aguado, Esther
Powiązania:
https://bibliotekanauki.pl/articles/1954570.pdf
Data publikacji:
2021
Wydawca:
Politechnika Gdańska
Tematy:
cyber-physical systems
systems-of-systems
knowledge
integration
engineering
autonomy
cyber-fizyczne systemy
systemy-systemy
wiedza
integracja
inżynieria
autonomia
Opis:
Characterinsing the nature of cybephysical systems is not easy task. What are core aspects and what are not? This is especially tricky in systems-of-systems aggregates. Some EU-funded cyberphysical systems projects have performed a roadmapping exercise over the domain of Cyber-Physical Systems-of-Systems. In particlular, the EU-CPSoS project roadmap has identified three major challenges and eleven research and innovation policies that shall be addressed to solve the three challenges. The third core challenge addresses Cognitive Cyber-physical Systems of Systems. In this article we address the role that knowledge and cognition are to play in future cyber-physical systems of systems from a life-cycle perspective of high autonomy systems.
Źródło:
TASK Quarterly. Scientific Bulletin of Academic Computer Centre in Gdansk; 2021, 25, 3; 355-373
1428-6394
Pojawia się w:
TASK Quarterly. Scientific Bulletin of Academic Computer Centre in Gdansk
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Managing Industry 4.0 integration - the Industry 4.0 knowledge & technology framework
Autorzy:
Freund, Lucas
Al-Majeed, Salah
Powiązania:
https://bibliotekanauki.pl/articles/2021498.pdf
Data publikacji:
2021
Wydawca:
Wyższa Szkoła Logistyki
Tematy:
Industry 4.0
smart factory
exponential technological change
cyber-human systems
cyber-physical systems
zmiana technologiczna
systemy cyberfizyczne
Opis:
Background: This paper has the aim to address the key area of managing complex Industry 4.0 production systems to support a successful adoption and integration of Industry 4.0. This is achieved by approaching methodological research challenges of Industry 4.0 in the form of lacking reference models and the need to establish common definitions of fundamental concepts. The general underlying challenge this paper aims to contribute to solve can therefore be defined as how the technological advances, like CPS, IoT, Big Data or CC can be best linked with each other on different levels of perspective and how they can be used by decision-makers to generate economic value and to improve existing processes. This is achieved through the introduction of the Industry 4.0 Knowledge & Technology Framework (IKTF). Methods: The Industry 4.0 Knowledge Framework (IKTF) is based on the concept of the micro-meso-macro analysis framework and consequently is representative for the approach of micro-meso-macro analysis in managerial practice. It proposes three categories of factors and places them in three basic levels layering them on top of each other. The macrolevel includes the financial, political and sociocultural factors that influence Industry 4.0. The meso-level includes the technical and organizational factors. The micro-level refers to individual factors, particularly individual companies’ intention to use Industry 4.0 in practical economic contexts. Results: The Industry 4.0 Knowledge & Technology Framework (IKTF) provides guidance to corporate decision makers by providing a comprehensive, multi-level sequential integration framework for Industry 4.0 based on a sequential micro, meso and macro perspective analysis of the individual corporate context. The aim of the IKTF is to support an informed and successful managerial decision-making process and therefore enable the integration of Industry 4.0 in a corporate context. Conclusion: As a first step, the structure, and contents of the IKTF are sequentially introduced and described. In a second and final step the functionality and applicability of the IKTF are demonstrated and discussed on a theoretical and practical level with the help of a case study.
Źródło:
LogForum; 2021, 17, 4; 569--586
1734-459X
Pojawia się w:
LogForum
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Fast attack detection method for imbalanced data in industrial cyber-physical systems
Autorzy:
Huang, Meng
Li, Tao
Li, Beibei
Zhang, Nian
Huang, Hanyuan
Powiązania:
https://bibliotekanauki.pl/articles/23944834.pdf
Data publikacji:
2023
Wydawca:
Społeczna Akademia Nauk w Łodzi. Polskie Towarzystwo Sieci Neuronowych
Tematy:
intrusion detection system
industrial cyber-physical Systems
imbalanced data
all k-nearest neighbor
LightGBM
Opis:
Integrating industrial cyber-physical systems (ICPSs) with modern information technologies (5G, artificial intelligence, and big data analytics) has led to the development of industrial intelligence. Still, it has increased the vulnerability of such systems regarding cybersecurity. Traditional network intrusion detection methods for ICPSs are limited in identifying minority attack categories and suffer from high time complexity. To address these issues, this paper proposes a network intrusion detection scheme, which includes an information-theoretic hybrid feature selection method to reduce data dimensionality and the ALLKNN-LightGBM intrusion detection framework. Experimental results on three industrial datasets demonstrate that the proposed method outperforms four mainstream machine learning methods and other advanced intrusion detection techniques regarding accuracy, F-score, and run time complexity.
Źródło:
Journal of Artificial Intelligence and Soft Computing Research; 2023, 13, 4; 229--245
2083-2567
2449-6499
Pojawia się w:
Journal of Artificial Intelligence and Soft Computing Research
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Models and collaboration in medical cyber-physical systems design
Autorzy:
Pawlak, A.
Powiązania:
https://bibliotekanauki.pl/articles/334044.pdf
Data publikacji:
2014
Wydawca:
Uniwersytet Śląski. Wydział Informatyki i Nauki o Materiałach. Instytut Informatyki. Zakład Systemów Komputerowych
Tematy:
Medical Cyber Physical Systems
design challenges
holistic design
systemy medyczne aparatu cyber-fizycznego
wyzwania projektowe
projektowanie holistyczne
Opis:
The presentation introduces recent advances in networked embedded computing, namely cyber-physical systems (CPSs). CPS is characterized by a tight integration of embedded computing with physical processes, as well as use of advanced networking technologies. Cyber-physical systems demonstrate an extremely broad potential for new applications in general. Those in medicine can dramatically change numerous healthcare procedures and medical workflows. At the same time, designing of a cyber-physical system comprises many challenges. These challenges are related to required dependability, heterogeneity, multidisciplinary design team, and multirole human-machine interfaces among others. The main design strategies for cyber-physical systems are design model-based. They need however to be extended with knowledge modeling and support for distributed multidisciplinary collaboration.
Źródło:
Journal of Medical Informatics & Technologies; 2014, 23; 11-16
1642-6037
Pojawia się w:
Journal of Medical Informatics & Technologies
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
A new generation of production with Cyber-Physical Systems – enabling the biological transformation in manufacturing
Autorzy:
Neugebauer, Reimund
Ihlenfeldt, Steffen
Schließmann, Ursula
Hellmich, Arvid
Noack, Marian
Powiązania:
https://bibliotekanauki.pl/articles/99713.pdf
Data publikacji:
2019
Wydawca:
Wrocławska Rada Federacji Stowarzyszeń Naukowo-Technicznych
Tematy:
biological transformation
Cyber-Physical Production Systems
future manufacturing systems
machine tools
Opis:
Within 200 years since the industrial revolution manufacturing systems have often changed their faces. Emerging nations, new markets, new inventions and the changing needs of the society forced them to adapt. Until today, the arising challenges are immensely diverse: highly individualized products, decreasing manufacturing time, limited resources and critical ecological footprints are only a few of them. Oftentimes solutions for these issues and other future requirements can be found by interrogating nature. Applying knowledge of biological principles to industrial manufacturing processes is recently referred to as "biological transformation of manufacturing systems". Hereby three levels of a biological transformation are introduced, starting from inspiration over integration to the interaction of biological and technical systems. The paper illustrates the idea of biological transformation with specific examples for each level. On the inspiration-level the design of manufacturing systems with elements of natural ecosystems is described. Thus flexibility is increased, material cycles are closed and waste will be reduced. Furthermore the integration-level is illustrated by the use of microorganisms in cutting fluids. Finally, evolutionary computing within an automatic joining cell is shown as an example for the interaction-level.
Źródło:
Journal of Machine Engineering; 2019, 19, 1; 5-15
1895-7595
2391-8071
Pojawia się w:
Journal of Machine Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Sensor platform of industrial tomography for diagnosticsand control of technological processes
Platforma sensorowa tomografii przemysłowej do diagnostyki i sterowania procesami technologicznymi
Autorzy:
Król, Krzysztof
Rymarczyk, Tomasz
Niderla, Konrad
Kozłowski, Edward
Powiązania:
https://bibliotekanauki.pl/articles/27315361.pdf
Data publikacji:
2023
Wydawca:
Politechnika Lubelska. Wydawnictwo Politechniki Lubelskiej
Tematy:
electrical capacitance tomography
cyber-physical systems
sensors
electrical impedance tomography
tomografia pojemnościowa
systemy cyber-fizyczne
sensory
tomografia impedancyjna
Opis:
This article presents an industrial tomography platform for diagnosing and controlling technological processes. The system has been prepared in such a way that it is possible to add individual sensors that cooperate with the system of an intelligent cyber-physical platform with an open architecture. In addition, it is possible to configure and cooperate with external systems freely. As part of the experimental work, a platform has been developed that allows individual subsystems and external customer systems to work together. The cyber-physical system, a new generation of digital systems, focuses mainly on the complex interaction and integration between cyberspace and the physical world. A cyber-physical system consists of highly integrated computing, communication, control and physical elements. It focuses mainly on the complex interaction and integration between cyberspace and the physical world.
W artykule przedstawiono przemysłową platformę tomograficzną wykorzystywaną do diagnostyki i sterowania procesami technologicznymi. Aplikacja pozwala na dodawanie poszczególnych czujników współpracujących z systemem inteligentnej platformy cyber-fizycznej o otwartej architekturze, a dodatkowo możliwa była dowolna konfiguracja i współpraca z systemami zewnętrznymi. W ramach prac eksperymentalnych opracowano platformę, która umożliwia współpracę poszczególnych podsystemów i zewnętrznych systemów klienta. System cyberfizyczny, koncentruje się głównie na złożonej interakcji i integracji między cyberprzestrzenią a światem fizycznym. System cyberfizyczny składa się z wysoce zintegrowanych elementów obliczeniowych, komunikacyjnych, kontrolnych i fizycznych. Rozwiązanie koncentruje się głównie na złożonej interakcji i integracji między cyberprzestrzenią a światem fizycznym.
Źródło:
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska; 2023, 13, 1; 33--37
2083-0157
2391-6761
Pojawia się w:
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Design challenges for home telemonitoring of pregnancy as a medical cyber-physical system
Autorzy:
Horoba, K.
Jeżewski, J.
Wróbel, J.
Pawlak, A.
Czabański, R.
Porwik, P.
Penkala, P.
Powiązania:
https://bibliotekanauki.pl/articles/333007.pdf
Data publikacji:
2014
Wydawca:
Uniwersytet Śląski. Wydział Informatyki i Nauki o Materiałach. Instytut Informatyki. Zakład Systemów Komputerowych
Tematy:
pregnancy monitoring
telemonitoring at home
Medical Cyber Physical Systems
monitorowanie ciąży
telemonitoring w domu
systemy medyczne
Opis:
The paper introduces the problem of designing a telemedical system for pregnancy monitoring at home. It focuses on design challenges concerning embedded computing and networking, requirements modelling, and presents the architecture and solutions when based on new class Medical Cyber-Physical Systems (MCPS). The proposed system consists of a Body Area Network (BAN) of advanced sensors that are interconnected on a body of a pregnant woman, a Personal Area Network (PAN) that is responsible for embedded processing of physical signals, smart alarms, data transmission and communication with the Surveillance Centre located in hospital. It is expected that this dependable telemedical system will provide a high societal value to women with high-risk pregnancy.
Źródło:
Journal of Medical Informatics & Technologies; 2014, 23; 59-66
1642-6037
Pojawia się w:
Journal of Medical Informatics & Technologies
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Intelligent production systems in the era of Industrie 4.0 – changing mindsets and business models
Autorzy:
Uhlmann, E.
Hohwieler, E.
Geisert, C.
Powiązania:
https://bibliotekanauki.pl/articles/99773.pdf
Data publikacji:
2017
Wydawca:
Wrocławska Rada Federacji Stowarzyszeń Naukowo-Technicznych
Tematy:
Industrie 4.0
internet of things (IoT)
cyber-physical systems
Industrial Product-Service Systems
condition monitoring
predictive maintenance
Opis:
Industrie 4.0 has been becoming one of the most challenging topic areas in industrial production engineering within the last decade. The increasing and comprehensive digitization of industrial production processes allows the introduction of innovative data-driven business models using cyber-physical systems (CPS) and Internet of Things (IoT). Efficient and flexible manufacturing of goods assumes that all involved production systems are capable of fulfilling all necessary machining operations in the desired quality. To ensure this, production systems must be able to communicate and interact with machines and humans in a distributed environment, to monitor the wear condition of functionally relevant components, and to self-adapt their behaviour to a given situation. This article gives an overview about the historical development of intelligent production systems in the context of value-adding business models. The focus is on condition monitoring and predictive maintenance in an availability oriented business model. Technical as well as organizational prerequisites for an implementation in the production industry are critically analysed and discussed on the basis of best practice examples. The paper concludes with a summary and an outlook on future research topics that should be addressed.
Źródło:
Journal of Machine Engineering; 2017, 17, 2; 5-24
1895-7595
2391-8071
Pojawia się w:
Journal of Machine Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Integrated monitoring system of production processes
Autorzy:
Oborski, P.
Powiązania:
https://bibliotekanauki.pl/articles/407303.pdf
Data publikacji:
2016
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
production process
integrated monitoring system
Cyber-Physical-Systems
management systems
process monitoring
shop floor control
company IT systems
multiagent systems
Opis:
Integrated monitoring system for discrete manufacturing processes is presented in the paper. The multilayer hardware and software reference model was developed. Original research are an answer for industry needs of the integration of information flow in production process. Reference model corresponds with proposed data model based on multilayer data tree allowing to describe orders, products, processes and save monitoring data. Elaborated models were implemented in the integrated monitoring system demonstrator developed in the project. It was built on the base of multiagent technology to assure high flexibility and openness on applying intelligent algorithms for data processing. Currently on the base of achieved experience an application integrated monitoring system for real production system is developed. In the article the main problems of monitoring integration are presented, including specificity of discrete production, data processing and future application of Cyber-Physical-Systems. Development of manufacturing systems is based more and more on taking an advantage of applying intelligent solutions into machine and production process control and monitoring. Connection of technical systems, machine tools and manufacturing processes monitoring with advanced information processing seems to be one of the most important areas of near future development. It will play important role in efficient operation and competitiveness of the whole production system. It is also important area of applying in the future CyberPhysical-Systems that can radically improve functionally of monitoring systems and reduce the cost of its implementation.
Źródło:
Management and Production Engineering Review; 2016, 7, 4; 86-96
2080-8208
2082-1344
Pojawia się w:
Management and Production Engineering Review
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
E-commerce w dobie rozwoju koncepcji Przemysł 4.0
E-commerce in the era of Industry 4.0 concept development
Autorzy:
Zagajewski, A.
Saniuk, S.
Powiązania:
https://bibliotekanauki.pl/articles/113632.pdf
Data publikacji:
2018
Wydawca:
STE GROUP
Tematy:
Przemysł 4.0
handel elektroniczny
e-commerce
produkcja
cyber-fizyczne systemy
Industry 4.0
electronic commerce
manufacturing
Cyber-Physical Systems
Opis:
Dynamika rozwoju e-commerce jest generatorem zmian w podejściu do obsługi klienta i produkcji towarów. W artykule wymieniono główne kierunki rozwoju handlu elektronicznego oraz przedstawiono możliwości ich wykorzystania w koncepcji przemysłu 4.0. W artykule przedstawiono główne kierunki rozwoju e-commerce oraz możliwości ich wykorzystania w koncepcji przemysłu 4.0. Artykuł zawiera szczegółową dyskusję na temat problemów związanych z połączeniem koncepcji ecommerce i Industry 4.0. Głównym celem badań jest wyjaśnienie, w jaki sposób cyfrowy proces sprzedaży może w przyszłości wspierać przemysł wytwórczy. Przedstawiono najważniejsze czynniki i stymulatory wpływające na rynek e-commerce. Ponadto, opisano te, które mają na niego największy wpływ oraz możliwości wykorzystania ich w e-commerce.
The dynamics of e-commerce development is a generator of changes in the approach to customer service and production of goods. In the article the main directions of development of ecommerce and the possibilities of their using in the concept of Industry 4.0 are presented. The paper is providing a detailed discussion of the issues surrounding a join of e-commerce and the Industry 4.0 concept. The main aim of the research is to explain how the digital sales process can support the manufacturing industry in the future. The most important factors and stimulators affecting the ecommerce market were listed. In addition, those that have the most impact on it and the possibilities of using them in e-commerce are described.
Źródło:
Systemy Wspomagania w Inżynierii Produkcji; 2018, 7, 2; 83-88
2391-9361
Pojawia się w:
Systemy Wspomagania w Inżynierii Produkcji
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Struktura zarządzania nowatorskimi technologiami informacyjnymi, komunikacyjnymi i automatyką
A framework for management of novel ICT and automation technologies
Autorzy:
Chyba, Z.
Powiązania:
https://bibliotekanauki.pl/articles/325570.pdf
Data publikacji:
2015
Wydawca:
Politechnika Śląska. Wydawnictwo Politechniki Śląskiej
Tematy:
nowoczesne technologie
technologie semantyczne
ontologia zarządzania
systemy cyberfizyczne
advanced technology
semantic technology
ontology management
cyber-physical systems
Opis:
Celem tego artykułu jest przedstawienie koncepcji struktury zarządzania nowoczesnymi technologiami informacyjnymi, komunikacyjnymi oraz stosowanymi w automatyce. Koncepcja ta opiera się na nowoczesnych trendach w zarządzaniu, takich jak: technologie semantyczne, ontologia zarządzania oraz systemy cyberfizyczne. Współcześnie technologie informacyjne odgrywają kluczowe znaczenie dla rozwoju i efektywności przedsiębiorstw. Istniej również istotna zależność pomiędzy systemem informacyjnym przedsiębiorstwa a jego strategią i strukturą organizacyjną. Zarządzanie nowoczesnymi technologiami informacyjnymi i komunikacyjnymi jest ściśle powiązane z przemianami społecznymi. Zrozumienie systemów informacyjnych ma zasadnicze znaczenie dla zrozumienia procesów zmiany technologicznej w przedsiębiorstwach.
The aim of this article is giving the idea of management framework for the novel ICT and information technologies. This concept is based on modern trends in management, such as semantic technologies, ontology management and cyber physical systems. Nowadays Information Technologies (IT) has absolutely fundament importance for the growth and effectiveness of enterprises investments. There is a relationship between Information System, Organization and Strategy. The management of novel ICT/AT technologies is connected with social change. Understanding the emergence of innovation systems is recently put central in research analyzing the process of technological change.
Źródło:
Zeszyty Naukowe. Organizacja i Zarządzanie / Politechnika Śląska; 2015, 83; 83-91
1641-3466
Pojawia się w:
Zeszyty Naukowe. Organizacja i Zarządzanie / Politechnika Śląska
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Factory technologies of the future—automation and digitalization of production in the aspect of Industry 4.0 concept
Technologie fabryki przyszłości – automatyzacja i cyfryzacja produkcji w aspekcie koncepcji Przemysłu 4.0
Autorzy:
Racek, Elżbieta
Kosmowska, Sylwia
Powiązania:
https://bibliotekanauki.pl/articles/415782.pdf
Data publikacji:
2018-12
Wydawca:
Małopolska Wyższa Szkoła Ekonomiczna w Tarnowie
Tematy:
Industry 4.0
smart factory
cyber-physical systems
the Internet of things
Przemysł 4.0
systemy cyber-fizyczne
internet rzeczy
Opis:
The purpose of this article is to present the reader the concept of Industry 4.0 as a modern idea introducing the company into a new era of computerization and robotics. This concept applies to different areas of the organization as a whole, supported by intelligent systems facilitating decision making and automation that improves productivity and quality of work. The idea of Industry 4.0 is an emerging concept, which is why there are many concerns about whether it is an opportunity for businesses or maybe it is rather a threat. The following paper presents the assumptions of the Industry 4.0 concept, and the results of a questionnaire regarding the state of awareness and preparation of the enterprise for the implementation of the Industry 4.0 concept were developed. The purpose of the survey was to recognize the approach to the new concept in enterprises located in Wielkopolska. The survey indicated the size of companies participating in the survey and the type of industry to which they belong. Next, according to these companies, the factors that influence the development of innovations and the ways of their implementation in enterprises were presented. It is also very important to identify barriers to growth in the company. Based on the results of the survey, it can be stated that the motivating factor for actions towards development are above all customer expectations. However, the most important resource in which enterprises want to invest are people whose knowledge and experience is irreplaceable.
Celem niniejszego artykułu jest zaprezentowanie czytelnikowi koncepcji Przemysłu 4.0 jako nowoczesnej idei wprowadzającej przedsiębiorstwa w nową erę informatyzacji i robotyzacji. Koncepcja ta dotyczy różnych obszarów funkcjonowania organizacji jako całości, wspomaganych inteligentnymi systemami ułatwiającymi podejmowanie decyzji oraz automatyzacją poprawiającą wydajność i jakość pracy. Idea Przemysłu 4.0 jest koncepcją wyłaniającą się, dlatego istnieje wiele obaw dotyczących tego, czy stanowi ona szansę dla przedsiębiorstw, czy być może jest raczej zagrożeniem. W poniższej pracy przedstawiono założenia koncepcji Przemysłu 4.0 oraz opracowano wyniki badania ankietowego odnośnie do stanu świadomości i przygotowania przedsiębiorstwa do wdrożenia koncepcji Przemysłu 4.0. Celem badania ankietowego było rozpoznanie podejścia do nowej koncepcji w przedsiębiorstwach zlokalizowanych na terenie Wielkopolski. W ankiecie wskazano wielkość firm biorących udział w badaniu oraz rodzaj przemysłu, do którego one należą. Następnie zaprezentowano, jakie zdaniem tych firm istnieją czynniki wpływające na rozwój innowacji oraz sposoby ich wdrożenia w przedsiębiorstwach. Bardzo istotne jest również wskazanie realnych barier hamujących rozwój w firmie oraz wielkość ich wpływu. Na podstawie uzyskanych wyników badania ankietowego można stwierdzić, że czynnikiem motywującym do działań w kierunku rozwoju są przede wszystkim oczekiwania klientów oraz chęć dalszego istnienia na rynku. Natomiast najważniejszym zasobem, w który przedsiębiorstwa chcą inwestować, są ludzie, których wiedza i doświadczenie są niezastąpione przez maszyny.
Źródło:
Zeszyty Naukowe Małopolskiej Wyższej Szkoły Ekonomicznej w Tarnowie; 2018, 4 (40); 51-61
1506-2635
Pojawia się w:
Zeszyty Naukowe Małopolskiej Wyższej Szkoły Ekonomicznej w Tarnowie
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
An integrated approach to development and simulation manufacturing processes of optical products
Autorzy:
Yablochnikov, E. I.
Vasilkov, S. D.
Andreev, Y. S.
Pirogov, A. V.
Tretyakov, S. D.
Powiązania:
https://bibliotekanauki.pl/articles/406888.pdf
Data publikacji:
2015
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
optical products
polymer lens
simulation
CAD/CAM/CAE
technological process
injection molding
additive technologies
cyber-physical systems
Opis:
The engineering management process and automation method for making pilot set of optical polymer parts used in LED systems are considered. Optical system and lens geometry development are realized in Zemax. 3D model and molding tools with further generating of NC coded data are developed in Cimatron E. Pre simulation of injection molding process is realized in Moldex3D and thermo-mechanical analysis is provided by OOFELIE. 3D printer Objet is used for parts prototyping on different stages of the process. Data and process management are realized with a help of PDM system SmarTeam.
Źródło:
Management and Production Engineering Review; 2015, 6, 4; 94-103
2080-8208
2082-1344
Pojawia się w:
Management and Production Engineering Review
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Machine Learning in Cyber-Physical Systems and manufacturing singularity – it does not mean total automation, human is still in the centre: Part II – In-CPS and a view from community on Industry 4.0 impact on society
Autorzy:
Putnik, Goran D.
Shah, Vaibhav
Putnik, Zlata
Ferreira, Luis
Powiązania:
https://bibliotekanauki.pl/articles/1428709.pdf
Data publikacji:
2021
Wydawca:
Wrocławska Rada Federacji Stowarzyszeń Naukowo-Technicznych
Tematy:
human role
artificial intelligence
machine learning
manufacturing singularity
intelligent machine architecture
cyber-physical systems
Industry 4.0
Opis:
In many discourses, popular as well as scientific, it is suggested that the "massive" use of Artificial Intelligence (AI), including Machine Learning (ML), and reaching the point of "singularity" through so-called Artificial General Intelligence (AGI), and Artificial Super-Intelligence (ASI), will completely exclude humans from decision making, resulting in total dominance of machines over human race. Speaking in terms of manufacturing systems, it would mean that the intelligence and total automation would be achieved (once the humans are excluded). The hypothesis presented in this paper is that there is a limit of AI/ML autonomy capacity, and more concretely, the ML algorithms will be not able to become totally autonomous and, consequently, the human role will be indispensable. In the context of the question, the authors of this paper introduce the notion of the manufacturing singularity and present an intelligent machine architecture towards the manufacturing singularity, arguing that the intelligent machine will always be human dependent. In addition, concerning the manufacturing, the human will remain in the centre of Cyber-Physical Systems (CPS) and in Industry 4.0. The methodology to support this argument is inductive, similarly to the methodology applied in a number of texts found in literature, and based on computational requirements of inductive inference based machine learning. The argumentation is supported by several experiments that demonstrate the role of human within the process of machine learning. Based on the exposed considerations, a generic architecture of intelligent CPS, with embedded ML functional modules in multiple learning loops, is proposed in order to evaluate way of use of ML functionality in the context of CPS. Similar to other papers found in literature, due to the (informal) inductive methodology applied, considering that this methodology does not provide an absolute proof in favour of, or against, the hypothesis defined, the paper represents a kind of position paper. The paper is divided into two parts. In the first part a review of argumentation from literature in favour of and against the thesis on the human role in future was presented, as well as the concept of the manufacturing singularity was introduced. Furthermore, an intelligent machine architecture towards the manufacturing singularity was proposed, arguing that the intelligent machine will be always human dependent and, concerning the manufacturing, the human will remain in the centre. The argumentation is based on the phenomenon related to computational machine learning paradigm, as intrinsic feature of the AI/ML1, through the inductive inference based ML algorithms, whose effectiveness is conditioned by the human participation. In the second part, an architecture of the Cyber-Physical (Production) Systems (CPPS) with multiple learning loops is presented, together with a set of experiments demonstrating the indispensable human role. Finally, a discussion of the problem from the manufacturing community point of view on future of human role in Industry 4.0 as the environment for advanced AI/ML applications is registered.
Źródło:
Journal of Machine Engineering; 2021, 21, 1; 133-153
1895-7595
2391-8071
Pojawia się w:
Journal of Machine Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Integration of machine operators with shop floor control system for Industry 4.0
Autorzy:
Oborski, P.
Powiązania:
https://bibliotekanauki.pl/articles/407313.pdf
Data publikacji:
2018
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
manufacturing
Industry 4.0
man-machine interaction
integration
process monitoring
shop floor control
integrated IT systems
integration of monitoring systems
Cyber-Physical-Systems
Opis:
Research focused on integration of machine operators with information flow in manufacturing process according to Industry 4.0 requirements are presented in this paper. A special IT system connecting together machine operators, machine control, process and machine monitoring with companywide IT systems is developed. It is an answer on manufacture of airplane industry requirements. The main aim of the system presented in the article is full automation of information flow between a management level represented by Integrated Management IT System and manufacturing process level. From the management level an information about particular orders are taken, back an on-line information about manufacturing process and manufactured parts are given. System allows automatic identification of tasks for machine operator and particular currently machined part. Operator can verify information about process and tasks. System allows on-line analyzing process data. It is based on information from machining acquired: machine operator, process and machine monitoring systems and measurement devices handled by operator. Process data is integrated with related order as a history of particular manufactured part. System allows for measurement data analysis based on Statistical Process Control algorithm dedicated for short batches. It supports operator in process control. Measurement data are integrated with order data as a part of history of manufactured product. Finally a conception of Cyber-Physical Systems applying in integrated Shop Floor Control and Monitoring systems is presented and discussed.
Źródło:
Management and Production Engineering Review; 2018, 9, 4; 48-55
2080-8208
2082-1344
Pojawia się w:
Management and Production Engineering Review
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Present state and future application of smart technologies in manufacturing processes
Autorzy:
Chmielarz, Grzegorz
Powiązania:
https://bibliotekanauki.pl/articles/112086.pdf
Data publikacji:
2019
Wydawca:
Stowarzyszenie Menedżerów Jakości i Produkcji
Tematy:
Artificial Intelligence
intelligent automation
Cyber-Physical Systems
Internet of Things
Robotic Process Automation
inteligentne technologie
sztuczna inteligencja
Internet przedmiotów
automatyzacja
Opis:
The paper concentrates on the issues of applying smart technologies in the manufacturing processes. The author includes in it brief descriptions of the smart technologies that contributed to the emergence of Industry 4.0 concept. Additionally, based on reports and surveys conducted on a global scale re-garding the application of intelligent technologies, the author analyses the current state of implementing these technologies in manufacturing processes and provides forecasts regarding the adoption of the solutions based on Artificial Intelligence in global enterprises in the near future.
Źródło:
Production Engineering Archives; 2019, 24; 14-19
2353-5156
2353-7779
Pojawia się w:
Production Engineering Archives
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Scenarios of machine operation and maintenance in the cyber-physical production systems in Industry 4.0
Scenariusze eksploatacji i obsługi maszyn w cyber-fizycznych systemach produkcji w Przemyśle 4.0
Autorzy:
Gajdzik, Bożena
Powiązania:
https://bibliotekanauki.pl/articles/949792.pdf
Data publikacji:
2020-04-30
Wydawca:
Polskie Wydawnictwo Ekonomiczne
Tematy:
machine
maintenance
cyber-physical production systems
Industry 4.0
maszyny przemysłowe
eksploatacja maszyn
cyber-fizyczne systemy produkcji
Przemysł 4.0
Opis:
The article presents scenarios of machine operation and maintenance in the cyber-physical production systems in Industry 4.0. The inspiration for the publication is the growing popularity of the concept of Industry 4.0. The integration of different technologies: electronics, computer technology, industrial robotics, artificial intelligence etc., have contributed to the change in the ways of machine operation and maintenance (we say about machine we think about robots). Cyber-physical production systems are built with different units, objects, and they are the fundamental pillars of Industry 4.0, completely change the robots service. Traditional technology required continuous supervision, maintenance and operation of machines. Employees were required both during the start-up of the machines and during their operation. Cyber-physical production systems, unlike homogeneous systems, are systems with different elements (components) and characteristics, and the participation of the operators (employees) in these systems is kept to a minimum or completely eliminated. Intangible components of the production system, e.g. computer programmes, data processing and transmission, controls the operation of devices. The goal of this publication is to initiate a discussion about scenarios of changes in the technical exploitation of machines in cyber-physical production systems in Industry 4.0.
Artykuł przedstawia scenariusze technicznej eksploatacji maszyn (obiektów technicznych) w perspektywie rozwoju cyber- fizycznych systemów produkcji w Przemyśle 4.0. Inspiracją do powstania pracy jest rosnąca popularność koncepcji Przemysłu 4.0. Integracja różnych technologii, m.in. elektroniki, techniki komputerowej, robotyki, sztucznej czy inteligencji, przyczyniła się do zmiany sposobów eksploatacji maszyn (robotów). Cyber-fizyczne systemy produkcji, będące podstawowym filarem Przemysłu 4.0, całkowicie zmieniają pracę służb utrzymania ruchu. Tradycyjna technologia wymagała ciągłego nadzoru, konserwacji i obsługi maszyn, a pracownicy potrzebni byli zarówno w trakcie uruchomienia maszyn, jak i podczas ich eksploatacji. Cyber-fizyczne systemy produkcji, w przeciwieństwie do układów jednorodnych, są układami o różnych charakterystykach i właściwościach, a uczestnictwo operatorów (pracowników) w tych systemach jest ograniczone do minimum lub całkowicie wyeliminowane. Niematerialne elementy systemu produkcyjnego, np. oprogramowanie, komputerowe przetwarzanie i przesyłanie danych, samodzielnie sterują pracą urządzeń. Celem niniejszej publikacji jest zainicjowanie dyskusji o scenariuszach zmian w technicznej obsłudze i eksploatacji maszyn (obiektów technicznych) w cyber-fizycznych systemach produkcji w Przemyśle 4.0.
Źródło:
Gospodarka Materiałowa i Logistyka; 2020, 4; 2-8
1231-2037
Pojawia się w:
Gospodarka Materiałowa i Logistyka
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
A development methodology for cyber-physical systems based on deterministic theatre with hybrid actors
Autorzy:
Cicirello, Franco
Nigro, Libero
Powiązania:
https://bibliotekanauki.pl/articles/1954580.pdf
Data publikacji:
2021
Wydawca:
Politechnika Gdańska
Tematy:
cyber-physical systems
model-driven development
timing models reconciliation
hybrid actors
model continuity
determinism
theatre actor system
Uppaal
Java
systemy cyber-fizyczne
rozwój sterowany
model czasowy
aktorzy hybrydowi
ciągłość modelu
determinizm
Opis:
The goal of the work described in this paper is to propose a development approach for cyber-physical systems (CPS) which relies on actors as the fundamental modelling blocks. The approach is characterized by its capability to deal with the discrete aspects of the cyber part of a CPS, as well as the continuous behaviour of the physical part. More in particular, the approach is based on the Theatre actor system which fosters determinism in model behaviour, and favours model continuity when switching from system modelling and analysis down to prototype and synthesis phases. A key factor of Theatre is the possibility to combine both discrete-event actors, which operate on a discrete timeline, with continuous-time actors which reproduce, in general by using Ordinary Differential Equations (ODEs), the dynamical evolution of physical components. For formal property assessment, Theatre actors (both discrete and continuous) can be reduced to Timed Automata (TA) in the context of the Uppaal toolbox, where the exhaustive andór the statistical model checkers can be exploited. This paper first describes the proposed approach, then it demonstrates its suitability to CPS modelling and analysis through examples. The paper also discusses how abstract and formal modelling actor concepts can be naturally transitioned to implementation concepts in Java.
Źródło:
TASK Quarterly. Scientific Bulletin of Academic Computer Centre in Gdansk; 2021, 25, 2; 233-260
1428-6394
Pojawia się w:
TASK Quarterly. Scientific Bulletin of Academic Computer Centre in Gdansk
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Operator maszyn i urządzeń w Przemyśle 4.0 — wprowadzenie do tematu
Machine and equipment operator in Industry 4.0 — introduction to the topic
Autorzy:
Gajdzik, Bożena
Powiązania:
https://bibliotekanauki.pl/articles/2085924.pdf
Data publikacji:
2021-05-31
Wydawca:
Polskie Wydawnictwo Ekonomiczne
Tematy:
przemysł 4.0
operator maszyn i urządzeń
cyberfizyczne systemy produkcji
industry 4.0
machines and equipment operator
cyber-physical production systems
Opis:
W artykule przedstawiono obraz operatora maszyn i urządzeń w kontekście rozwoju przemysłowych systemów cyberfizycznych i adaptacyjnej automatyzacji w przedsiębiorstwach produkcyjnych. Rozwój technologii sprawia, że pojawiają się nowe wyzwania wobec operatorów maszyn i urządzeń. Lansowana od dekady koncepcja Przemysłu 4.0 kształtuje nowe środowisko pracy operatorów obsługujących maszyny i urządzenia. Przemysł 4.0 jest pojęciem używanym do opisu technologii w czwartej rewolucji przemysłowej. Zastosowanie do sterowania produkcją nowoczesnych technologii informatycznych i komunikacyjnych, wspartych pełną automatyzacją i robotyzacją czynności, Internetem Rzeczy i przetwarzaniem danych w chmurze, zmienia dotychczasowe sposoby obsługi maszyn i urządzeń. W literaturze przedmiotu toczą się dyskusje wokół roli operatorów maszyn i urządzeń w nowoczesnych fabrykach. Wtórne źródła informacji były podstawą do nakreślenia ogólnych (ramowych) warunków pracy i cech operatora maszyn i urządzeń w Przemyśle 4.0. Celem niniejszego artykułu jest wprowadzenie do szerokiej tematyki zagadnień o roli operatorów maszyn i urządzeń w cyberfizycznych systemach produkcji.
This paper presents an image of the machine and equipment operator in the context of the development of industrial cyberphysical systems and adaptive automation in manufacturing companies. The development of technology makes new challenges for machine and equipment operators. The concept of Industry 4.0, which has been lashed for a decade, is shaping a new work environment for operators who operate machinery and equipment. Industry 4.0 is the term used for technological advances in the fourth industrial revolution. Advanced information and communication technologies, supported by full automation and robotization, the Internet of Things and cloud computing to control production, are changing the existing ways of operating machinery and equipment. There are discussions in the literature around the role of machine and equipment operators in modern factories. Secondary sources of information was the basis for outlining the general (framework) conditions of work and profile of the operator of machinery and equipment in Industry 4.0. The aim of this paper is an introduction to the broad topic of issues about the role of the operators of machinery and equipment in cyber-physical systems of production.
Źródło:
Gospodarka Materiałowa i Logistyka; 2021, 5; 2-7
1231-2037
Pojawia się w:
Gospodarka Materiałowa i Logistyka
Dostawca treści:
Biblioteka Nauki
Artykuł
Wyświetlanie 1-25 z 28

Ta witryna wykorzystuje pliki cookies do przechowywania informacji na Twoim komputerze. Pliki cookies stosujemy w celu świadczenia usług na najwyższym poziomie, w tym w sposób dostosowany do indywidualnych potrzeb. Korzystanie z witryny bez zmiany ustawień dotyczących cookies oznacza, że będą one zamieszczane w Twoim komputerze. W każdym momencie możesz dokonać zmiany ustawień dotyczących cookies