Potential for combining semantics and data analysis in the context of digital twins.

Abstract:

:Modern production systems can benefit greatly from integrated and up-to-date digital representations. Their applications range from consistency checks during the design phase to smart manufacturing to maintenance support. Such digital twins not only require data, information and knowledge as inputs but can also be considered integrated models themselves. This paper provides an overview of data, information and knowledge typically available throughout the lifecycle of production systems and the variety of applications driven by data analysis, expert knowledge and knowledge-based systems. On this basis, we describe the potential for combining data analysis and knowledge-based systems in the context of production systems and describe two feasibility studies that demonstrate how knowledge-based systems can be created using data analysis. This article is part of the theme issue 'Towards symbiotic autonomous systems'.

authors

Vogel-Heuser B,Ocker F,Weiß I,Mieth R,Mann F

doi

10.1098/rsta.2020.0368

keywords:

["data analysis","digital twins","knowledge-based systems","production systems"]

subject

Has Abstract

pub_date

2021-10-04 00:00:00

pages

20200368

issue

2207

eissn

1364-503X

issn

1471-2962

journal_volume

379

pub_type

杂志文章

相关文献

文献大全
  • Geodynamic and seismic constraints on the thermochemical structure and dynamics of convection in the deep mantle.

    abstract::We revisit a recent study by Forte & Mitrovica in which global geophysical observables associated with mantle convection were inverted and the existence of a strong increase in viscosity near a depth of 2000 km was inferred. Employing mineral-physics data and theory we also showed that, although there are chemical ano...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1079

    authors: Forte AM,Mitrovica JX,Espesset A

    更新日期:2002-11-15 00:00:00

  • The role of multilateral institutions.

    abstract::In line with its mission of alleviating poverty through support for environmentally and socially sustainable economic development, The World Bank (along with some other multilateral development banks) is working to help developing countries capture a share of the emerging global market in greenhouse-gas-emissions redu...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1024

    authors: Kiss A,Castro G,Newcombe K

    更新日期:2002-08-15 00:00:00

  • Collateral biodiversity benefits associated with 'free-market' approaches to sustainable land use and forestry activities.

    abstract::Concern over the ever more rapid and widespread losses of biodiversity has instigated various remedial actions: whether in situ conservation, such as the establishment of protected areas, or ex situ, such as the conservation of germplasm in gene banks. In the past, such activities were funded and managed by the public...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1033

    authors: Koziell I,Swingland IR

    更新日期:2002-08-15 00:00:00

  • Satellite observations of the Agulhas Current system.

    abstract::The Agulhas Current system is a complex interplay of currents and eddies with the bathymetry. Components such as the East Madagascar Retroflection and the Agulhas Return Current evolve significantly over a month, and they are thus not adequately resolved by infrequent research-ship cruises. This paper contrasts the ab...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1107

    authors: Quartly GD,Srokosz MA

    更新日期:2003-01-15 00:00:00

  • A strategy for the observation of volcanism on Earth from space.

    abstract::Heat, strain, topography and atmospheric emissions associated with volcanism are well observed by satellites orbiting the Earth. Gravity and electromagnetic transients from volcanoes may also prove to be measurable from space. The nature of eruptions means that the best strategy for measuring their dynamic properties ...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1117

    authors: Wadge G

    更新日期:2003-01-15 00:00:00

  • A worthwhile investment: research-council scientists speak out.

    abstract::This article looks at the work of two of the UK's research councils and the way their funding contributes to science at large, and to the scientists themselves. Nina Morgan talks to three scientists from the Particle Physics and Astronomy Research Council and three from the Natural Environment Research Council about t...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1100

    authors: Morgan N,Thompson JM

    更新日期:2002-12-15 00:00:00

  • The break-up of continents and the formation of new ocean basins.

    abstract::Rifted continental margins are the product of stretching, thinning and ultimate break-up of a continental plate into smaller fragments, and the rocks lying beneath them store a record of this rifting process. Earth scientists can read this record by careful sampling and with remote geophysical techniques. These experi...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1059

    authors: Minshull TA

    更新日期:2002-12-15 00:00:00

  • Electrical and optical properties of semiconductor nanocrystals.

    abstract::Application of semiconductor nanocrystals in optoelectronic devices requires an understanding not only of their emission and absorption properties, but also of the processes of charge injection and transport in nanocrystalline films. Here, we present measurements of the electrical properties of nanocrystalline films a...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1133

    authors: Finlayson CE,Ginger DS,Marx E,Greenham NC

    更新日期:2003-02-15 00:00:00

  • Combined atomic-scale modelling and experimental studies of nucleation in the solid state.

    abstract::The process of solid-state nucleation in highly supersaturated solid solutions has been investigated on the atomic scale by a combination of three-dimensional atom probe analysis and atomistic modelling using dynamical Ising models. In binary Cu-Co alloys, a simple atom-exchange model with a single thermodynamic param...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1139

    authors: Cerezo A,Hirosawa S,Rozdilsky I,Smith GD

    更新日期:2003-03-15 00:00:00

  • Solid-solid contacts due to surface roughness and their effects on suspension behaviour.

    abstract::Solid-solid contacts due to microscopic surface roughness in viscous fluids were examined by observing the translational and rotational behaviours of a suspended sphere falling past a lighter sphere or down an inclined surface. In both cases, a roll-slip behaviour was observed, with the gravitational forces balanced b...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2003.1170

    authors: Davis RH,Zhao Y,Galvin KP,Wilson HJ

    更新日期:2003-05-15 00:00:00

  • A variational formulation of three-dimensional steady water waves.

    abstract::We are concerned with a three-dimensional layer of a perfect and irrotational liquid of density one (e.g. water) in a gravity field pointing vertically downwards. The layer is of infinite depth and bounded above by a free surface. Babenko developed a variational theory of steady periodic two-dimensional water waves wi...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1064

    authors: Buffoni B

    更新日期:2002-10-15 00:00:00

  • X-ray observations of accreting white-dwarf systems.

    abstract::Accretion in white-dwarf binary systems can occur through discs, accretion columns or a combination of these, depending on the magnetic field of the white dwarf. Recent high-quality X-ray observations with the XMM-Newton and Chandra observatories have significantly advanced our understanding of the physics of the accr...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1046

    authors: Cropper M,Ramsay G,Hellier C,Mukai K,Mauche C,Pandel D

    更新日期:2002-09-15 00:00:00

  • X-ray astronomy in the new millennium: a summary.

    abstract::Recent X-ray observations have had a major impact on topics ranging from proto-stars to cosmology. They have also drawn attention to important and general physical processes that currently limit our understanding of thermal and non-thermal X-ray sources. These include unmeasured atomic astrophysics data (wavelengths, ...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.1055

    authors: Blandford RD

    更新日期:2002-09-15 00:00:00

  • Advances in urban-drainage management and flood protection.

    abstract::Since the beginning of modern urban drainage in the 19th century, the sole objective has been to get rid of sewage and storm water in the best possible way and design the systems according to accepted standards. In recent decades, advanced methods have been developed not only to refine the design but also especially t...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2002.1009

    authors: Verworn HR

    更新日期:2002-07-15 00:00:00

  • Simulation of the strong interaction.

    abstract::In the Standard Model (SM) of particle physics, quarks are permanently confined by the strong interaction into bound states called hadrons. The values of some parameters, such as the quark masses and the strengths of the decays of one quark flavour into another, cannot be measured directly and must be deduced from exp...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2002.0989

    authors: Kenway R

    更新日期:2002-06-15 00:00:00

  • Simulating the formation of cosmic structure.

    abstract::A timely combination of new theoretical ideas and observational discoveries has brought about significant advances in our understanding of cosmic evolution. Computer simulations have played a key role in these developments by providing the means to interpret astronomical data in the context of physical and cosmologica...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2002.0995

    authors: Frenk CS

    更新日期:2002-06-15 00:00:00

  • The application of interferometry to optical astronomical imaging.

    abstract::In the first part of this review we survey the role optical/infrared interferometry now plays in ground-based astronomy. We discuss in turn the origins of astronomical interferometry, the motivation for its development, the techniques of its implementation, examples of its astronomical significance, and the limitation...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2001.0977

    authors: Baldwin JE,Haniff CA

    更新日期:2002-05-15 00:00:00

  • Comparison of clay mineral stratigraphy to other proxy palaeoclimate indicators in the Mesozoic of NW Europe.

    abstract::This paper reviews the opportunities and pitfalls associated with using clay mineralogical analysis in palaeoclimatic reconstructions. Following this, conjunctive methods of improving the reliability of clay mineralogical analysis are reviewed. The Mesozoic succession of NW Europe is employed as a case study. This dem...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2001.0961

    authors: Ruffell A,McKinley JM,Worden RH

    更新日期:2002-04-15 00:00:00

  • Self-organization and complexity: a new age for theory, computation and experiment.

    abstract::I first describe the notion of self-organization as a property of far-from-equilibrium nonlinear dissipative dynamical systems. Rather than describing such complex systems at a purely phenomenological level, however, I focus attention on the emergent nature of this complexity, by analysing a few examples of physical a...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1191

    authors: Coveney PV

    更新日期:2003-06-15 00:00:00

  • 'Order from disorder sprung': recognition and regulation in the immune system.

    abstract::Milton's epic poem Paradise lost supplies a colourful metaphor for the immune system and its responses to pathogens. With the role of Satan played by pathogens seeking to destroy the paradise of human health, GOD intervenes and imposes order out of chaos. In this context, GOD means 'generation of diversity': the capac...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1196

    authors: Mak TW

    更新日期:2003-06-15 00:00:00

  • Robust quantum information processing with techniques from liquid-state NMR.

    abstract::While nuclear-magnetic-resonance (NMR) techniques are unlikely to lead to a large-scale quantum computer, they are well suited to investigating basic phenomena and developing new techniques. Indeed, it is likely that many existing NMR techniques will find uses in quantum information processing. Here I describe how the...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1212

    authors: Jones JA

    更新日期:2003-07-15 00:00:00

  • Lecture held at the Royal Society, 14 November 2002The Clifford Paterson Lecture, 2002. Computer security?

    abstract::The technical aspects of computer security have fascinated researchers (including the author) for decades. It is, however, beginning to appear that the challenging problems are to do with people, rather than with mathematics or electronics. ...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type:

    doi:10.1098/rsta.2003.1181

    authors: Needham R

    更新日期:2003-07-15 00:00:00

  • Slow filament dynamics and viscoelasticity in entangled and active actin networks.

    abstract::This paper deals with correlations between the viscoelastic impedance of entangled actin networks and the slow conformational dynamics and diffusive motions of single filaments. The single filament dynamics is visualized and analysed by analysing the Brownian motion of attached colloidal beads, which enables independe...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.20021158

    authors: Keller M,Tharmann R,Dichtl MA,Bausch AR,Sackmann E

    更新日期:2003-04-15 00:00:00

  • Quantum technology: the second quantum revolution.

    abstract::We are currently in the midst of a second quantum revolution. The first quantum revolution gave us new rules that govern physical reality. The second quantum revolution will take these rules and use them to develop new technologies. In this review we discuss the principles upon which quantum technology is based and th...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2003.1227

    authors: Dowling JP,Milburn GJ

    更新日期:2003-08-15 00:00:00

  • Glacial integrative modelling.

    abstract::Understanding the mechanisms of past climate changes requires modelling of the complex interaction between all major components of the Earth system: atmosphere, ocean, cryosphere, lithosphere and biosphere. This paper reviews attempts at such an integrative approach to modelling climate changes during the glacial age....

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1246

    authors: Ganopolski A

    更新日期:2003-09-15 00:00:00

  • Rapid climate change: scientific challenges and the new NERC programme.

    abstract::In this paper the scientific challenges of observing, modelling, understanding and predicting rapid changes in climate are discussed, with a specific focus on the role of the Atlantic thermohaline circulation. The palaeo and present-day observational and modelling studies being carried out to meet these challenges, un...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1243

    authors: Srokosz MA

    更新日期:2003-09-15 00:00:00

  • A test bed for insect-inspired robotic control.

    abstract::Flying insects are remarkable examples of sophisticated sensory-motor control systems. Insects have solved the fundamental challenge facing the field of mobile robots: robust sensory-motor mapping. Control models based on insects can contribute much to the design of robotic control systems. We present our work on a pr...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1259

    authors: Reiser MB,Dickinson MH

    更新日期:2003-10-15 00:00:00

  • How to count curves: from nineteenth-century problems to twenty-first-century solutions.

    abstract::Find the next term in the sequence 1, 1, 12, 620, 87304. This particular problem belongs to a branch of mathematics called enumerative geometry. This is concerned with curve-counting - counting the number of curves that can be drawn on a particular geometric object. The sequence above is easy to describe: each term re...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1261

    authors: Strachan I

    更新日期:2003-12-15 00:00:00

  • Molecular bioelectronics.

    abstract::Biological macromolecules have evolved over many millions of years into structures primed, in some cases, for both specific surface recognition and facile, directional electron tunnelling. The redox-active centres of metalloproteins play a central role in photosynthesis and respiration. The processes by which construc...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章,评审

    doi:10.1098/rsta.2003.1270

    authors: Davis JJ

    更新日期:2003-12-15 00:00:00

  • Solar sailing: mission applications and engineering challenges.

    abstract::Solar sailing is emerging as a promising form of advanced spacecraft propulsion, which can enable exciting new space-science mission concepts. By exploiting the momentum transported by solar photons, solar sails can perform high-energy orbit-transfer manoeuvres without the need for reaction mass. Missions such as plan...

    journal_title:Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

    pub_type: 杂志文章

    doi:10.1098/rsta.2003.1280

    authors: McInnes CR

    更新日期:2003-12-15 00:00:00