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Preventing Silent PCB Killers: How Multiphysics Simulation Unmasks Humidity-Driven Failures

Preventing Silent PCB Killers: How Multiphysics Simulation Unmasks Humidity-Driven Failures

Published: August 04, 2026


Preventing Silent PCB Killers: How Multiphysics Simulation Unmasks Humidity-Driven Failures

Preventing Silent PCB Killers: How Multiphysics Simulation Unmasks Humidity-Driven Failures

In the world of hardware development, thermal management often gets all the attention. Developers carefully calculate heat sinks, design intricate thermal vias, and select high-temperature components. Yet, there is a far more insidious threat waiting to compromise electronics in the field: humidity. While heat can degrade components over time, moisture can cause sudden, catastrophic failures that leave no visible trace of the root cause once the environment dries out.

With the rapid transition toward high-voltage systems—driven by electric vehicles, renewable energy infrastructure, high-density data centers, and advanced IoT deployments—the stakes of humidity-induced failure have never been higher. To combat this issue, researchers at the Centre for Electronic Corrosion (CELCORR) at the Technical University of Denmark (DTU) are pioneering the use of multiphysics simulation. By building accessible, parameter-driven simulation apps, they are bridging the gap between materials science and hardware engineering, allowing designers to proactively protect their circuits from environmental decay.

The Chemistry of PCB Failure: Electrochemical Migration

To understand why moisture is so destructive, we must look at the microscopic level. When an electronic device operates in a humid or fluctuating climate, condensation can form a microscopic water film on the surface of the printed circuit board (PCB). This ultra-thin electrolyte layer, often measuring only a few micrometers in thickness, sets the stage for a process known as Electrochemical Migration (ECM).

ECM occurs when three conditions are met simultaneously:

  • A continuous film of moisture linking adjacent conductors.
  • An electrical potential difference (voltage bias) between those conductors.
  • The presence of soluble metal ions (typically copper or silver from the PCB traces).

Under these conditions, an electrolytic cell is formed. Metal atoms at the positively charged anode dissolve into the water film as ions. These ions migrate under the influence of the electric field toward the negatively charged cathode. Once they reach the cathode, they neutralize and deposit as solid metal. Over time, these deposits grow outward, forming microscopic, needle-like structures called dendrites.

When a dendrite spans the entire gap between the two conductors, it creates a sudden short circuit. This bridge can cause immediate system failure, initiate localized melting, or in high-voltage applications, spark a thermal runaway event leading to fire. The core challenge for engineers is that once the short circuit occurs, the high current often vaporizes the dendrite, and the moisture evaporates. When the device is opened for analysis in a dry lab, the evidence is gone, leaving half of all environmental field failures classified as "unidentified root causes."

Bridging Materials Science and Hardware Design

Traditional electronic design automation (EDA) tools excel at verifying signal integrity, impedance matching, and logical routing, but they are blind to the physical environments in which the hardware must operate. Physical prototyping and environmental chamber testing can catch some of these vulnerabilities, but these methods are slow, expensive, and can only test a limited number of variables late in the development cycle.

To solve this, the CELCORR research group turned to multiphysics modeling. By combining chemical reaction kinetics, fluid dynamics, and electrostatics inside COMSOL Multiphysics, the team created models capable of predicting how design changes affect a PCB's vulnerability to corrosion. This approach sits at the intersection of electrochemistry and electronics engineering, translating complex chemical behavior into actionable design metrics, such as electrochemical leak current.

Modeling the Variables of Condensation

The research team built a virtual test platform using a simplified PCB geometry featuring two oppositely biased electrodes covered by a thin water film. This setup allowed them to manipulate several critical parameters and observe their impact on performance:

  • Trace Spacing (Pitch): Analyzing how the physical distance between high-voltage traces changes the electric field strength and the speed of dendrite growth.
  • Water Film Thickness: Simulating varying levels of relative humidity and condensation, from microscopic droplets to continuous liquid layers.
  • Water Conductivity: Accounting for environmental contaminants, such as salt spray in coastal installations or industrial atmospheric pollutants, which drastically increase the electrolyte's conductivity.

By computing the stray electrochemical leak current passing through the simulated water film, the software provides a clear indicator of whether a specific layout will fail under designated operating conditions. This quantitative data allows developers to adjust trace layouts, implement specific trace geometries, or determine where to apply protective conformal coatings before committing to physical manufacturing.

Empowering Engineers with Simulation Apps

While multiphysics models are incredibly powerful, they typically require specialized knowledge of chemical kinetics and finite element analysis (FEA) to run. To make these insights accessible to everyday hardware developers, CELCORR utilized the Application Builder to package their complex equations into intuitive, standalone simulation apps.

These apps offer a simplified interface where an engineer can plug in their design specs: voltage, track distance, anticipated water film thickness, and cathode geometry. The app then runs the complex physics under the hood and outputs clear, visual representations of current density distribution, leak currents, and field strengths. This plug-and-play capability allows hardware teams to quickly run "what-if" scenarios—such as assessing whether widening a track gap by 0.5 mm will sufficiently mitigate leak current in high-humidity environments.

The Path to Climate-Robust Hardware

As electronics continue to shrink while power densities increase, designing for climate robustness is no longer optional. The establishment of the Centre for Climate Robust Electronics Design (CRED) highlights the growing industry demand for research into high-power, high-voltage systems that can withstand harsh operating environments.

Whether you are designing a compact ESP32-based outdoor sensor, a heavy-duty robotics controller, or high-voltage EV battery management systems, understanding the relationship between moisture, voltage, and materials is key. By shifting environmental testing from physical test chambers to virtual multiphysics environments, developers can deliver robust, reliable electronics that truly stand up to the elements.


About EDATA SL

EDATA SL shares practical electronics, embedded systems, Arduino, ESP32, Raspberry Pi, IoT, repair guides, DIY projects and technical news for engineers, students and makers.


Original news rewritten with AI for educational purposes.

The Silent PCB Killer: Solving Humidity-Induced Electronics Failures with Simulation

The Silent PCB Killer: Solving Humidity-Induced Electronics Failures with Simulation

Published: August 03, 2026


The Silent PCB Killer: Solving Humidity-Induced Electronics Failures with Simulation

As our world rapidly transitions toward electric vehicles, smart grids, decentralized renewable energy, and massive cloud data centers, high-power electronics are being pushed to their absolute physical limits. To maximize efficiency and reduce charge times, engineers are designing circuits that handle higher operating voltages than ever before. However, this push for higher power exposes electronic hardware to a subtle, yet highly destructive environmental threat: humidity.

While thermal management usually dominates the design conversation, ambient moisture and condensation represent some of the most challenging failure vectors in hardware engineering. When relative humidity spikes, moisture forms a thin liquid film across a printed circuit board (PCB) surface. Under a voltage bias, this microscopic water layer triggers electrochemical reactions that can destroy a circuit in moments. Understanding, predicting, and preventing these failures is the primary focus of the Centre for Electronic Corrosion (CELCORR) at the Technical University of Denmark (DTU).

The Mystery of the "Unidentified" Board Failure

In the field of electronics reliability, diagnosing moisture-related damage is notoriously difficult. Many engineers have encountered a scenario where a device fails in the field, but works perfectly once brought back to the lab for analysis. According to Dr. Rajan Ambat, a professor at DTU and head of CELCORR, roughly half of all electronics failures are returned with an "unidentified root cause" tag.

The explanation for this mystery is simple yet frustrating: the offending moisture evaporates. Once the device is opened or brought into a dry testing environment, the water film vanishes, leaving virtually no trace of its presence. Unless the moisture has persisted long enough to cause visible corrosion or structural metal dendrites, failure analysts are often left guessing. This lack of diagnostic visibility makes it incredibly difficult to design preventative measures into next-generation hardware.

How Moisture Destroys Modern Circuits

To mitigate these failures, we must first understand the physics of moisture on a PCB. When ambient air reaches its dew point, water condenses on the board’s surface, bridging the gaps between adjacent copper traces, surface-mount pads, and component pins. Even a water film as thin as 10 micrometers is sufficient to create an active electrolyte path.

Once this conductive liquid bridge is established between two electrodes with opposing electrical potentials, an electrochemical process begins:

  • Stray Leakage Currents: The presence of water and dissolved surface contaminants (like flux residues or atmospheric salts) dramatically lowers electrical resistance, allowing current to leak across paths meant to be isolated.
  • Electrochemical Migration (ECM): Metal ions dissolve from the anode (positive electrode) and migrate through the liquid film toward the cathode (negative electrode).
  • Dendrite Formation: Over time, these migrating ions deposit on the cathode, growing outward in thin, needle-like metallic structures called dendrites. Once a dendrite spans the entire gap to the anode, it causes a catastrophic direct short circuit.

In high-voltage systems—such as solar inverters, electric vehicle battery management systems (BMS), or industrial wind turbine controllers—these leak currents and shorts do not just disable the system; they can cause catastrophic thermal runaway, sparking, and electrical fires.

Bridging Materials Science and Electrical Design

To combat this silent threat, CELCORR serves as an interdisciplinary bridge between materials science and traditional electronics engineering. Historically, these two fields operated in silos: materials scientists understood corrosion physics, while electronics designers focused on schematics, layout, and software. By uniting these disciplines, researchers are developing modeling techniques to predict how environmental conditions impact specific physical PCB layouts.

Collaborating with industrial partners and researchers at Aalborg University, the CELCORR team utilized COMSOL Multiphysics software to build detailed simulation models. They designed a virtual test circuit board that mirrored real-world geometries and simulated a thin condensation layer on top of the traces. By altering variables such as electrode spacing, water film thickness, water conductivity, and applied voltage, they could precisely compute the resulting electrochemical leakage currents.

This virtual testing approach offers hardware designers a safe, fast, and repeatable way to evaluate different board layouts. Instead of spending weeks building prototypes and waiting for them to corrode inside environmental test chambers, engineers can iterate layouts on a computer to optimize moisture resistance in minutes.

Democratizing Physics with Custom Simulation Apps

While advanced multiphysics models are incredibly powerful, they are often too complex for everyday hardware developers to configure from scratch. To solve this usability issue, CELCORR utilized the Application Builder within COMSOL to package their highly complex calculations into simple, web-accessible simulation applications.

These custom apps present a streamlined, parameter-driven user interface. Users do not need to understand the underlying partial differential equations governing electrochemistry. Instead, they can input practical engineering values, such as:

  • Distance between conductive traces
  • Applied voltage levels
  • Thickness and conductivity of the anticipated moisture layer
  • Physical obstructions or conformal coating layouts

The simulation app instantly calculates the expected leakage current and displays clear, visual streamline plots showing how ions will travel across the board. This simplified "plug-and-play" interface allows hardware designers to immediately see how minor spacing changes or material choices affect the overall robustness of their design.

Designing for Harsh Environments: Key Takeaways

For embedded developers, IoT engineers, and DIY makers, the research coming out of DTU and CELCORR highlights several critical design principles for ruggedizing hardware:

  1. Increase Trace Spacing (Creepage and Clearance): In high-humidity environments, keeping high-voltage traces as far apart as possible is the primary defense against leakage currents and dendritic growth.
  2. Enclosure Design and Venting: Protecting electronics requires a careful balance. Completely sealed enclosures can trap humidity inside, leading to internal condensation when temperatures drop. Smart venting or desiccant integration is often necessary.
  3. Conformal Coating Application: Applying a protective polymeric film over the PCB acts as a physical barrier against moisture. However, poor application can leave micro-pinholes where condensation can still collect and accelerate localized corrosion.
  4. Cleanliness in Manufacturing: Ionic contaminants left behind from manual soldering flux act as salts that dramatically increase the electrical conductivity of any condensed water. Thoroughly cleaning boards post-assembly is vital for harsh-environment longevity.

The Future of Climate-Robust Electronics

Looking ahead, CELCORR is expanding its research to tackle increasingly complex scenarios. Backed by a grant from the Grundfos Foundation, the group has established the Centre for Climate Robust Electronics Design (CRED). This new initiative is focused on exploring the unique challenges of extra-high-voltage and high-power applications, developing even more advanced tertiary current distribution models to simulate mass transport properties and chemical reaction rates.

By integrating material science, simulation modeling, and accessible design tools, researchers are paving the way for a more reliable, electrification-friendly future—ensuring that our critical green energy and automotive systems can withstand the harshest climates on Earth.


About EDATA SL

EDATA SL shares practical electronics, embedded systems, Arduino, ESP32, Raspberry Pi, IoT, repair guides, DIY projects and technical news for engineers, students and makers.


Original news rewritten with AI for educational purposes.

Preventing Humidity-Induced PCB Failures: How Multiphysics Simulation Isolates Hidden Root Causes

Preventing Humidity-Induced PCB Failures: How Multiphysics Simulation Isolates Hidden Root Causes

Published: August 03, 2026


Preventing Humidity-Induced PCB Failures: How Multiphysics Simulation Isolates Hidden Root Causes

As modern technology scales, the demands on electronic hardware are shifting rapidly. The push for faster electric vehicle (EV) charging networks, high-density server farms, and offshore wind turbines has ushered in a new era of high-voltage, high-power electronics. However, operating at these elevated voltages brings an increased risk of catastrophic failure. While thermal management has historically dominated the safety conversation, an equally destructive—yet far more elusive—threat is ambient humidity.

The Hidden Threat: Moisture-Induced Degradation

When electronic assemblies operate in real-world environments, they are inevitably subjected to varying climatic conditions. Fluctuations in temperature and humidity lead to condensation forming on the surfaces of printed circuit boards (PCBs). This microscopic layer of moisture acts as an electrolyte, setting the stage for two primary destructive processes: electrochemical migration (ECM) and localized corrosion.

Under a DC bias, metal ions from the PCB’s tracks can dissolve into the moisture film and migrate toward the opposite electrode, forming conductive metallic filaments known as dendrites. Once these dendrites bridge the gap between conductors, they cause immediate short circuits. In high-voltage applications, these short circuits do not merely cause a system reset; they can generate intense localized heat, leading to smoke, component destruction, or even fire.

The "Unidentified" Root Cause Dilemma

Pinpointing corrosion as the definitive source of hardware failure remains a significant challenge for failure analysis engineers. It is estimated that up to half of all field failures in electronics are classified as having an "unidentified" root cause. When a device fails in the field and is returned to the lab for diagnostic teardown, the ambient moisture that caused the short circuit has often evaporated, leaving behind little to no visible trace of corrosion or dendrite growth.

To address this diagnostic blind spot, the Centre for Electronic Corrosion (CELCORR) at the Technical University of Denmark (DTU) has pioneered research aimed at modeling and predicting how moisture interacts with circuit designs before physical prototypes are even manufactured. Led by Dr. Rajan Ambat, the research group is bridging the gap between materials science and electrical engineering to develop robust, climate-resilient hardware.

Simulating the Microscopic Wet World

To evaluate how environmental conditions affect circuit reliability, the researchers at CELCORR collaborated with Aalborg University to construct multiphysics models using COMSOL Multiphysics software. By modeling a simplified PCB geometry, the team was able to simulate a 10-micrometer water film resting on the substrate surface, replicating the effects of high relative humidity.

Through these simulations, the team can dynamically adjust critical variables, including:

  • The distance and spatial geometry between electrodes and conductors.
  • The thickness and electrical conductivity of the condensing water film.
  • Applied voltage differentials across adjacent traces.
  • Ambient temperature fluctuations that drive condensation phases.

By computing the resulting electrochemical leakage currents across these parameters, the model provides a clear indicator of whether a specific PCB layout is highly susceptible to corrosion and subsequent failure. This predictive approach enables engineers to identify structural vulnerabilities early in the layout phase, long before committing to expensive production runs.

Democratizing Simulation with Custom Apps

While multiphysics modeling is incredibly powerful, it traditionally requires specialized expertise to configure and interpret. To make these insights accessible to their industrial partners, CELCORR utilized the Application Builder in COMSOL Multiphysics to create standalone, parameterized simulation applications.

These user-friendly apps present a simplified user interface, turning complex finite element analysis into a "plug-and-play" tool for PCB designers. Engineers can adjust physical parameters—such as cathode voltage, trace spacing, and blockage lengths—and immediately visualize the current density distribution and streamline plots of the electrolyte potential. This interactive capability allows hardware designers to benchmark different layout iterations and establish clear safety margins regarding maximum permissible humidity exposure.

Looking Ahead: Tertiary Models and High-Power Systems

CELCORR's research is continually evolving to address increasingly complex physics. Currently, the team is developing tertiary current distribution models to examine the precise mass transport properties and chemical reaction kinetics occurring within the electrolyte layer. Rather than treating the water film as a static conductor, these advanced models simulate the actual migration of chemical species and the rate-limiting chemical reactions driving the degradation process.

With a recent grant from the Grundfos Foundation, CELCORR has established the Centre for Climate Robust Electronics Design (CRED). This new facility is specifically dedicated to investigating the performance and reliability of high-voltage and high-power electronics operated under severe climatic stress. The ultimate goal is to generate actionable, open-access guidelines and advanced modeling workflows that help the broader engineering community build hardware capable of surviving the harshest environmental conditions.

Actionable Design Strategies for Developers

While access to advanced multiphysics simulation tools is ideal, embedded engineers and DIY makers can immediately implement several key design principles to minimize the risks of humidity-induced failure:

  1. Increase Creepage and Clearance: Ensure that high-voltage traces are separated by physical barriers or generous spacing to reduce the electric field strength, lowering the driving force for electrochemical migration.
  2. Apply Conformal Coatings: Use high-quality acrylic, silicone, or polyurethane coatings to establish a hydrophobic barrier over vulnerable components and solder joints, preventing direct contact with atmospheric moisture.
  3. Optimize Thermal Dissipation: Design thermal dissipation pathways to maintain a slightly elevated, stable localized temperature. Keeping the PCB surface slightly warmer than the surrounding ambient air prevents condensation from forming (dew point mitigation).
  4. Implement Potting Compounds: For extreme environments, fully potting the electronic assembly in epoxy or polyurethane ensures complete isolation from external moisture and corrosive agents.

About EDATA SL

EDATA SL shares practical electronics, embedded systems, Arduino, ESP32, Raspberry Pi, IoT, repair guides, DIY projects and technical news for engineers, students and makers.


Original news rewritten with AI for educational purposes.

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