Comsol Case Studies Defying Convention to Achieve Faster Signal and Simulation Speeds

	Defying Convention to Achieve Faster Signal and Simulation Speeds Comsol

Defying Convention to Achieve Faster Signal and Simulation Speeds

Comsol

Technology Category	Analytics & Modeling - Predictive Analytics Application Infrastructure & Middleware - Data Exchange & Integration Application Infrastructure & Middleware - Data Visualization
Applicable Industries	Electronics Semiconductors
Applicable Functions	Product Research & Development Quality Assurance
Use Cases	Digital Twin Manufacturing Process Simulation Predictive Quality Analytics
Services	Software Design & Engineering Services System Integration
Challenge	In the electronics and computer hardware industry, optimizing the design of high-speed interconnects in printed circuit boards (PCBs) is a significant challenge. As electronic devices become smaller, the size and spacing of package interconnects must be scaled down, making computational design optimization more time-consuming. Higher frequency interconnects consume more power, and the geometry and materials of these interconnects need to be redesigned to minimize power consumption and prevent signal loss. This is particularly crucial for PCBs, which are used in a wide range of electronic devices. Full-wave electromagnetic simulation is necessary to model signal propagation in these interconnects, but solving the complete set of Maxwell’s equations without simplifying assumptions is computationally intensive. This complexity is compounded by the need to account for non-negligible electromagnetic couplings and impedance mismatch in complex 3D structures, which can cause crosstalk and reflection, compromising signal integrity. Read More
About Customer	Intel, a leader in the electronics and computer hardware industry, is renowned for its powerful computing clusters and servers used to efficiently simulate and optimize designs. The Intel Guadalajara Design Center, in particular, has developed innovative optimization methods combining space mapping algorithms and electromagnetic simulation to improve signal speed and integrity in package interconnects. This approach is crucial for the development of high-speed interconnects in printed circuit boards (PCBs), which are integral to almost every electronic device, from handheld computers and cellphones to state-of-the-art satellite communication systems. The center's researchers and engineers leverage multiphysics simulation software and unconventional design optimization techniques to address the challenges of making electronic devices smaller and more efficient. Their work ensures that the latest high-speed interconnect technology is available in less time, maintaining Intel's position at the forefront of technological innovation. Read More
Solution	To address the challenges of optimizing high-speed package interconnects, Intel engineers at the Guadalajara Design Center utilized COMSOL Multiphysics® software to develop a model of a single-ended interconnect line embedded in a PCB structure. This model allowed them to perform full-wave electromagnetic simulations, which are essential for accurately modeling signal propagation in interconnects operating at higher frequencies. The simulations accounted for non-negligible electromagnetic couplings and impedance mismatch in complex 3D structures, which are critical factors in maintaining signal integrity. To further enhance the optimization process, the engineers implemented a Broyden-based input space mapping optimization algorithm. This approach involved solving two separate interconnect models in COMSOL: a coarse 2D model and a fine 3D model. The coarse model provided a fast result by neglecting electromagnetic losses and using a very coarse mesh, while the fine model offered greater accuracy with a much finer mesh. The space mapping algorithm, implemented in MATLAB® software, aimed to find the 3D model design parameters that closely matched the optimal 2D model response. This method significantly reduced the overall computation time, allowing the interconnect design parameters to be optimized within just four iterations. The results showed a substantial reduction in reflected signal for the optimized design compared to the original fabricated interconnect prototype. Read More Log in to view content
Contents

Technology Category

Analytics & Modeling - Predictive Analytics

Application Infrastructure & Middleware - Data Exchange & Integration

Application Infrastructure & Middleware - Data Visualization

Applicable Industries

Electronics

Semiconductors

Applicable Functions

Product Research & Development

Quality Assurance

Use Cases

Digital Twin

Manufacturing Process Simulation

Predictive Quality Analytics

Services

Software Design & Engineering Services

System Integration

Challenge

In the electronics and computer hardware industry, optimizing the design of high-speed interconnects in printed circuit boards (PCBs) is a significant challenge. As electronic devices become smaller, the size and spacing of package interconnects must be scaled down, making computational design optimization more time-consuming. Higher frequency interconnects consume more power, and the geometry and materials of these interconnects need to be redesigned to minimize power consumption and prevent signal loss. This is particularly crucial for PCBs, which are used in a wide range of electronic devices. Full-wave electromagnetic simulation is necessary to model signal propagation in these interconnects, but solving the complete set of Maxwell’s equations without simplifying assumptions is computationally intensive. This complexity is compounded by the need to account for non-negligible electromagnetic couplings and impedance mismatch in complex 3D structures, which can cause crosstalk and reflection, compromising signal integrity.

About Customer

Intel, a leader in the electronics and computer hardware industry, is renowned for its powerful computing clusters and servers used to efficiently simulate and optimize designs. The Intel Guadalajara Design Center, in particular, has developed innovative optimization methods combining space mapping algorithms and electromagnetic simulation to improve signal speed and integrity in package interconnects. This approach is crucial for the development of high-speed interconnects in printed circuit boards (PCBs), which are integral to almost every electronic device, from handheld computers and cellphones to state-of-the-art satellite communication systems. The center's researchers and engineers leverage multiphysics simulation software and unconventional design optimization techniques to address the challenges of making electronic devices smaller and more efficient. Their work ensures that the latest high-speed interconnect technology is available in less time, maintaining Intel's position at the forefront of technological innovation.

Solution

To address the challenges of optimizing high-speed package interconnects, Intel engineers at the Guadalajara Design Center utilized COMSOL Multiphysics® software to develop a model of a single-ended interconnect line embedded in a PCB structure. This model allowed them to perform full-wave electromagnetic simulations, which are essential for accurately modeling signal propagation in interconnects operating at higher frequencies. The simulations accounted for non-negligible electromagnetic couplings and impedance mismatch in complex 3D structures, which are critical factors in maintaining signal integrity. To further enhance the optimization process, the engineers implemented a Broyden-based input space mapping optimization algorithm. This approach involved solving two separate interconnect models in COMSOL: a coarse 2D model and a fine 3D model. The coarse model provided a fast result by neglecting electromagnetic losses and using a very coarse mesh, while the fine model offered greater accuracy with a much finer mesh. The space mapping algorithm, implemented in MATLAB® software, aimed to find the 3D model design parameters that closely matched the optimal 2D model response. This method significantly reduced the overall computation time, allowing the interconnect design parameters to be optimized within just four iterations. The results showed a substantial reduction in reflected signal for the optimized design compared to the original fabricated interconnect prototype.

Impact #1	The use of full-wave electromagnetic simulation in COMSOL Multiphysics® allowed Intel engineers to accurately model signal propagation in high-speed package interconnects, accounting for critical factors such as electromagnetic couplings and impedance mismatch.
Impact #2	The implementation of a Broyden-based input space mapping optimization algorithm significantly reduced the overall computation time, enabling the optimization of interconnect design parameters within just four iterations.
Impact #3	The space mapping approach involved solving both coarse 2D and fine 3D models, providing a balance between speed and accuracy in the optimization process.

Impact #1

The use of full-wave electromagnetic simulation in COMSOL Multiphysics® allowed Intel engineers to accurately model signal propagation in high-speed package interconnects, accounting for critical factors such as electromagnetic couplings and impedance mismatch.

Impact #2

The implementation of a Broyden-based input space mapping optimization algorithm significantly reduced the overall computation time, enabling the optimization of interconnect design parameters within just four iterations.

Impact #3

The space mapping approach involved solving both coarse 2D and fine 3D models, providing a balance between speed and accuracy in the optimization process.

Benefit #1	Simulations were run on a high-performance server with dual Intel® Xeon® X5670 CPU at 2.93 GHz and 160 GB of RAM.
Benefit #2	The space mapping algorithm allowed the interconnect design parameters to be optimized within just four iterations.

Benefit #1

Simulations were run on a high-performance server with dual Intel® Xeon® X5670 CPU at 2.93 GHz and 160 GB of RAM.

Benefit #2

The space mapping algorithm allowed the interconnect design parameters to be optimized within just four iterations.

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Overview

Defying Convention to Achieve Faster Signal and Simulation Speeds

Operational Impact

Quantitative Benefit