Your browser does not support JavaScript!
http://iet.metastore.ingenta.com
1887

Data-driven and physics-based modeling

Data-driven and physics-based modeling

For access to this article, please select a purchase option:

Buy chapter PDF
$16.00
(plus tax if applicable)
Buy Knowledge Pack
10 chapters for $120.00
(plus taxes if applicable)

IET members benefit from discounts to all IET publications and free access to E&T Magazine. If you are an IET member, log in to your account and the discounts will automatically be applied.

Learn more about IET membership 

Recommend Title Publication to library

You must fill out fields marked with: *

Librarian details
Name:*
Email:*
Your details
Name:*
Email:*
Department:*
Why are you recommending this title?
Select reason:
 
 
 
 
 
Modelling Methodologies in Analogue Integrated Circuit Design — Recommend this title to your library

Thank you

Your recommendation has been sent to your librarian.

Utilization of computer simulations has become ubiquitous in contemporary engineering design. Accurate simulations can provide a reliable assessment of components and devices, thereby replace the need for prototyping, reduce the cost of the design cycle, as well as its cost. At the same time, the computational cost of computer simulations (e.g., full -wave electromagnetic (EM) analysis in microwave or antenna engineering) maybe considerable or even unmanageable, particularly for complex structures. This is usually not a problem for design verification or even simple simulation -driven design procedures based on parameter sweeping; however, it becomes problematic for procedures that require numerous analyses, such as parametric optimization, statistical analysis, or tolerance -aware design.

Chapter Contents:

  • 4.1 Model classification
  • 4.2 Modeling flow
  • 4.3 Design of experiments
  • 4.4 Data-driven models
  • 4.4.1 Polynomial regression
  • 4.4.2 Radial basis function interpolation
  • 4.4.3 Kriging
  • 4.4.4 Support vector regression
  • 4.4.5 Neural networks
  • 4.4.6 Other methods
  • 4.5 Physics-based models
  • 4.5.1 Variable fidelity models
  • 4.5.2 Space mapping
  • 4.5.3 Response correction methods
  • 4.5.4 Feature-based modeling
  • 4.6 Model selection and validation
  • 4.7 Summary
  • Acknowledgments
  • References

Inspec keywords: computer simulation; optimisation; statistical analysis; CAD

Other keywords: physics-based modeling; data-driven modeling; tolerance -aware design; contemporary engineering design; computer simulations; parameter sweeping; design verification; simulation -driven design procedures; parametric optimization; statistical analysis

Subjects: Optimisation techniques; Other topics in statistics; Simulation techniques; Engineering computing

Preview this chapter:
Zoom in
Zoomout

Data-driven and physics-based modeling, Page 1 of 2

| /docserver/preview/fulltext/books/cs/pbcs051e/PBCS051E_ch4-1.gif /docserver/preview/fulltext/books/cs/pbcs051e/PBCS051E_ch4-2.gif

Related content

content/books/10.1049/pbcs051e_ch4
pub_keyword,iet_inspecKeyword,pub_concept
6
6
Loading
This is a required field
Please enter a valid email address