Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

PD Controller: Design01:26

PD Controller: Design

506
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
506

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Interaction Effect of Panic Disorder Diagnosis and Early Trauma History on Cortical Gyrification Patterns.

Psychiatry investigation·2026
Same author

A novel chalcone analog inhibits cancer stemness in CD44<sup>+</sup> and CD133<sup>+</sup> populations via suppression of ERK signaling.

Experimental cell research·2026
Same author

HERC1 oncogene enhances stemness and tumorigenic potential in CD44<sup>+</sup>-derived organoids of head and neck squamous cell carcinoma through IL-6/STAT3 signaling.

Oncogene·2026
Same author

Enhanced Anticancer Activity of Ibuprofen and 2'-Hydroxy-2,3,5'-trimethoxychalcone-Linked Polymeric Micelles in HeLa Cells.

ACS omega·2026
Same author

Alterations of Cortical Thickness in High Suicidality Patients with Panic Disorder and Their Relationship with Symptomatology and Treatment Response.

Clinical psychopharmacology and neuroscience : the official scientific journal of the Korean College of Neuropsychopharmacology·2026
Same author

Structural brain differences associated with panic disorder: an ENIGMA-Anxiety Working Group mega-analysis of 4924 individuals worldwide.

Molecular psychiatry·2026
Same journal

Correction: Kang et al. Fluid Flow to Electricity: Capturing Flow-Induced Vibrations with Micro-Electromechanical-System-Based Piezoelectric Energy Harvester. <i>Micromachines</i> 2024, <i>15</i>, 581.

Micromachines·2026
Same journal

Femtosecond Laser Texturing of Wood Coatings with Bio-Based Epoxy and Wax Additives for Enhanced Hydrophobicity.

Micromachines·2026
Same journal

Engineering of Optoelectronic Devices for Renewable Energy Applications.

Micromachines·2026
Same journal

Phase Transformation and Electrochemical Behavior of Hexagonal TiO<sub>2</sub> Nanotubes Under Different Annealing Temperatures and Heating Rates.

Micromachines·2026
Same journal

Process Optimization and Predictive Modeling of Femtosecond Laser Precision Milling for Commercial PMMA Slices.

Micromachines·2026
Same journal

A Hybrid Preprocessing Multi-Objective Surrogate Model for Thermal MEMS Actuators.

Micromachines·2026
See all related articles

Related Experiment Video

Updated: Dec 10, 2025

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
11:53

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy

Published on: October 14, 2017

12.0K

Optimal Dummy Pattern Design Method for PWB Warpage Control Using the Human-Based Genetic Algorithm.

Sun Kyoung Kim1, Sang-Hyuk Lee1

  • 1Department of Mechanical System Design Engineering, Seoul National University of Science and Technology, Seoul 02421, Korea.

Micromachines
|August 29, 2020
PubMed
Summary
This summary is machine-generated.

This study introduces a novel method to minimize printed wiring board (PWB) warpage using dummy pattern design. An optimization approach successfully identified dummy patterns that significantly reduce PWB warpage, validated by simulations and measurements.

Keywords:
electronic packagegenetic algorithm (GA)printed wiring board (PWB)simulationwarpage

More Related Videos

Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules
10:58

Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules

Published on: July 25, 2013

17.4K
Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
11:53

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm

Published on: December 9, 2012

13.3K

Related Experiment Videos

Last Updated: Dec 10, 2025

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
11:53

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy

Published on: October 14, 2017

12.0K
Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules
10:58

Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules

Published on: July 25, 2013

17.4K
Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
11:53

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm

Published on: December 9, 2012

13.3K

Area of Science:

  • Materials Science
  • Mechanical Engineering
  • Electrical Engineering

Background:

  • Printed wiring board (PWB) warpage is a critical issue affecting electronic device reliability and performance.
  • Current methods for warpage reduction are often insufficient or lack systematic optimization.
  • Dummy pattern design presents a potential solution for mitigating PWB warpage.

Purpose of the Study:

  • To propose and validate a novel method for minimizing PWB warpage through strategic dummy pattern design.
  • To develop an optimization framework for determining the optimal placement and configuration of dummy patterns.
  • To assess the effectiveness of the proposed method using numerical simulations and experimental measurements.

Main Methods:

  • A discretization approach was used to define candidate locations for dummy patterns on the PWB.
  • Numerical simulations, based on direct modeling of PWB patterns, were employed to evaluate warpage.
  • A human-based genetic algorithm was utilized to optimize dummy pattern placement, with structural simulation evaluating the objective function.
  • The optimization process was implemented in a scriptable spreadsheet environment for efficient input/output management.

Main Results:

  • The proposed method successfully identified optimal dummy patterns that minimize PWB warpage in tested cases.
  • Simulated warpage predictions showed strong agreement with measured deflections.
  • The optimization framework demonstrated its capability to find dummy pattern designs that effectively reduce warpage.

Conclusions:

  • The dummy pattern design method offers an effective strategy for PWB warpage reduction.
  • The integration of genetic algorithms and structural simulation provides a powerful tool for optimizing PWB manufacturing processes.
  • This approach facilitates the development of more reliable and dimensionally stable printed wiring boards.