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A Cost–Benefit–Reliability (CBR) Framework for Additive and Hybrid Manufacturing of Electronic Assemblies

This paper proposes a reliability-aware Cost–Benefit–Reliability (CBR) framework that quantifies trade-offs in cost, SWaP, and reliability to demonstrate that additive and hybrid manufacturing are most advantageous for low-volume, high-complexity electronic assemblies, provided that process qualification and DfAM guidelines are rigorously applied.

Original authors: Martin P Goetz, Philip Lovell

Published 2026-10-29
📖 7 min read🧠 Deep dive

Original authors: Martin P Goetz, Philip Lovell

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

In the high-stakes world of defense and aerospace, electronic systems must be incredibly small, light, and powerful while surviving the harshest environments imaginable. These are the brains of fighter jets, radar systems, and unmanned drones, tasked with operating reliably for thousands of hours under extreme vibration, temperature swings, and radiation. For decades, engineers have built these systems using a standard toolkit: flat circuit boards, metal boxes machined from solid blocks, and wires soldered together by hand. This traditional approach works, but it hits a wall when designers need to shrink the size of a device or fit complex shapes into tight spaces. The rigid rules of cutting metal and gluing flat boards often force engineers to compromise on performance or carry extra weight just to make the pieces fit together.

A newer method called additive manufacturing, often known as 3D printing, offers a different path. Instead of cutting away material or assembling separate parts, this technique builds objects layer by layer, allowing for shapes that were previously impossible to make. It can print metal housings with internal cooling channels, embed antennas directly into curved surfaces, and fuse electrical circuits into the structure itself. However, for critical military equipment, simply being able to print a part is not enough. The military needs to know if these printed parts are as reliable as the old ones, if they will survive a decade of service, and if the cost savings of printing them outweigh the high price of developing new printing processes. The central question is not whether a component can be printed, but whether printing it makes sense when reliability, cost, and performance are all weighed together.

Researchers at Northrop Grumman Mission Systems have developed a new way to answer this question. They created a decision framework that treats cost, benefit, and reliability as a single, connected package rather than separate concerns. Their goal was to determine exactly when switching from traditional manufacturing to additive or hybrid methods—where printing is combined with other techniques—provides a clear advantage. By building a model that simulates thousands of different production scenarios, they found that the answer depends heavily on the complexity of the part and the volume of production. The study suggests that for low-volume, highly complex assemblies, additive manufacturing can offer significant advantages, but only if specific risks related to the printing process are carefully managed.

The researchers tested their framework using four distinct examples of defense electronics, each representing a different challenge. The first was a conformal antenna for a drone, designed to blend seamlessly into the aircraft's skin to avoid detection. Traditionally, this would require a heavy metal frame holding a flat circuit board, but the new approach printed a thin, curved copper shell and then used a specialized inkjet printer to draw the electrical circuits directly onto the inside. This eliminated the need for dozens of separate fasteners and connectors, reducing the part count by nearly 90 percent and cutting the weight by a quarter. While the printed circuits had a slightly higher chance of failing than the traditional ones, the massive gains in weight and size made the new method the clear winner.

The second example involved a power distribution module for a ground vehicle, a component that must handle high electrical loads while staying cool. The traditional version used thick copper bars bolted onto a machined aluminum block. The researchers replaced this with a hybrid design: a lattice-like metal structure printed with internal channels for cooling, topped with printed electrical traces. This unified design reduced the number of components by 85 percent and improved heat dissipation, keeping the electronics cooler under heavy load. Even though the printed interfaces introduced a small risk of separation under thermal stress, the overall reduction in assembly time and the improvement in thermal performance tipped the balance in favor of the new method.

A third case study looked at a ruggedized microwave package designed to survive intense shock and vibration. The conventional approach used multiple separate metal and ceramic parts assembled together. The additive approach printed a single block of ceramic with internal waveguides built right into the material, which was then coated with metal to conduct electricity. This reduced the part count by 70 to 80 percent and made the unit much more resistant to shock. Although the printing process required careful post-processing to ensure the internal channels were smooth and free of defects, the resulting durability made it a viable option, particularly for missions where equipment might face extreme physical stress.

The final example was an embedded health-monitoring sensor for a drone wing, designed to track strain and temperature during flight. Instead of manually routing fragile fiber-optic cables and wiring harnesses through the wing structure, the new method used a high-precision laser to print tiny channels directly into the wing's material. The cables were then dropped into these pre-formed tunnels and sealed in place. This approach cut assembly labor by up to 90 percent and removed the need for heavy external brackets. Because the sensors were protected inside the material, their reliability was nearly identical to the traditional wiring, while the weight savings were substantial.

To ensure these findings were robust, the researchers ran a massive computer simulation involving ten thousand different scenarios. They accounted for the fact that real-world engineering is messy: costs vary, materials behave differently, and the time it takes to develop a new process is never perfectly predictable. They found that the decision to use additive manufacturing is most sensitive to two specific factors: the failure rate of the printed parts and the upfront cost of developing the new process. If the printing process is not tightly controlled, or if the initial development costs are too high, the benefits disappear. However, when the failure rates are kept low and the development costs are managed, the model shows that additive manufacturing offers a lower total cost of ownership in about 76 percent of the simulated low-volume production runs.

The study also highlighted that the biggest risks in additive manufacturing are not mysterious or unpredictable, but rather specific and manageable. Issues like tiny air pockets inside the metal, rough surfaces that disrupt electrical signals, or cracks forming where different materials meet can be addressed through careful design and testing. The researchers emphasized that success requires a disciplined approach to design, where engineers plan specifically for the printing process rather than trying to force traditional designs into a new machine. They also pointed out that rigorous testing of small sample pieces before full production is essential to catch defects early.

Ultimately, the research concludes that additive and hybrid manufacturing are not a universal replacement for traditional methods, but they are a powerful tool for specific situations. They shine when the parts are complex, the production volumes are low, and the need to save weight or space is critical. For these scenarios, the ability to print a single, integrated component that performs multiple functions offers a compelling advantage. The key to unlocking this potential lies in understanding that the decision is not just about the price of the machine or the speed of the print, but about the entire lifecycle of the product. By using a framework that weighs the cost, the benefit, and the reliability together, engineers can make confident decisions about when to embrace these new technologies and when to stick with the proven methods of the past.

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