Connect with us

Electronics

Remote AI accelerator modules; Lead to Manufacturing Success

Are you ready to supercharge your manufacturing process with cutting-edge technology? Look no further, because we have the solution you’ve been waiting for! In this blog post, we will be diving into the world of remote AI accelerator modules and how they can revolutionize your manufacturing operations. From streamlining production to optimizing efficiency, these powerful tools are paving the way for unparalleled success in the industry. So buckle up and get ready to discover how remote AI accelerator modules can lead you straight to manufacturing triumph!

Avatar photo

Published

on

AI modules: taking the market by storm

Around a decade ago society turned to cloud based computing to reduce client-side loading and potentially quicker turnaround on larger calculations. While this filled a need it started causing an issue regarding organizational security policies as data was continually being stolen with this becoming so prevalent that ransomware attacks are now a standard cyber-crime present in all sectors from manufacturing to hospital care and this is increasing by the day. Industries are doing a U-turn on their operational policies and now investing heavily on centralized onsite processing with layers of security between the core business infrastructures and the outside world. AI modules are helping to implement these policy changes.
What is an AI accelerator module?

An AI accelerator module is processing chips that are designed to process artificial intelligence calculations. An accelerator module takes sensor data that is provided by a CPU and pushes it to an AI processor which is designed to mimic the structure of neural networks and work. This makes them ideally suited for the simple but repetitive calculations that need to occur during AI utilization, meaning they are much faster for this application than a standard CPU that is designed for higher order calculations in a different throughput configuration.
AI accelerator modules come in three main solutions such as SMC (surface mount components), M.2 or mini-PCI cards. Additionally, they are also available in modular AI boxes that just need a power supply and sensors to work with the developer’s software solution. These solutions have progressively larger footprints in terms of space in the final solution, however they allow for upgrading of technology and up-cycling of end-of-life products. An AI module takes all the hard work out solution development by easy integration routes onto a main-board.

Manufacturing and Development Convenience
Thanks to modular nature and extensive options you can use an accelerator module in any AI application you need to without additional soldering stations in the manufacturing plant or the increased risk of part or board failure due the modular nature of the boards. This means that as you are assembling and manufacturing less parts overall the percentage of scrap will be less as all accelerator modules are all pre checked before being shipped. Should one fail you can just take it out of the assembly and replace it with another and vice-versa for the mainboard, ensuring you meet production deadlines.

AI modules at least the best ones come with SDK tools that abstract the hardware integration with the solution. An AI module that has SDK tools that allow developers to use containers to develop their AI solution is a powerful solution indeed and should be used in all applications. This is because abstraction enables containers to just be loaded via an SD card or I/O media very quickly before roll out. If there is ever a problem this can be quickly updated within the matter of seconds. For example, imagine that a new shopping solution that uses AI to list items put into a shopping basket is created and rolled out by a company, but for whatever reason the AI error tolerance is too low and adjusted in the solution, you should just be able to send a client new SD cards to update their solution at the fraction of the expense of sending staff to site. If your solution works internally then it will work externally no matter the adaptation. This is great news for small SMEs that provide smaller scale solutions as well as larger firms that need to update solutions in mass produced products such as self-driving cars.

Continue Reading

Electronics

Delay Lines Compared: Coaxial, Acoustic, Digital and Fiber Optic Options for RF Systems

Published

on

Illustration of four signal lanes showing a coaxial coil, an acoustic crystal chip, a digital circuit board and a glowing fiber spool delaying the same pulse.
Key Takeaways

• A delay line holds back an RF signal for a precise time and is used for radar and altimeter testing, signal-path alignment, phased-array beamforming and signal processing.

• The four main delay line families are coaxial cable, acoustic (SAW and BAW), digital (ADC, memory and DAC) and fiber optic.

• Coax and fiber add a similar delay of roughly 4 to 5 ns per meter, but single-mode fiber loses well under 1 dB per kilometer regardless of RF frequency, while coax loss rises with length and frequency.

• Emulating a radar target at 10 km needs about 66 microseconds of round-trip delay, or roughly 13.6 km of single-mode fiber.

What is a delay line?

A delay line is a component that holds back an RF or microwave signal for a precise, known amount of time and then releases it otherwise unchanged. Delay lines are used to emulate distance in radar and altimeter testing, to align the timing of parallel signal paths, to build true-time-delay beamformers for phased arrays and to provide short-term signal memory in correlators and receivers.

In radar work the delay always represents a round trip, which makes the numbers grow quickly. A SPIE conference paper comparing microwave analog delay line technologies points out that emulating a target only 50 m away already calls for 333.33 ns of delay, because the signal has to travel out and back. For readers who want the underlying vocabulary first, a broader primer on delay lines covers the terms used throughout this comparison.

What types of delay line are available?

There are four main families of RF delay line: coaxial cable, acoustic (surface or bulk acoustic wave), digital, and fiber optic. Each creates delay in a physically different way, and that physical mechanism determines its loss, bandwidth, size and flexibility.

Technology How the delay is created Main strengths Main limitations
Coaxial cable The RF signal travels through a coiled length of coax, often semi-rigid Simple, passive, no signal conversion Bulky at long delays; loss rises with length and frequency
Acoustic (SAW / BAW) RF is converted into an acoustic wave in a piezoelectric material, which travels far slower than an electromagnetic wave Very compact for a given delay High insertion loss, reported above 30 dB; SAW limited to roughly 2.5 GHz
Digital The signal is sampled by an ADC, held in memory and regenerated by a DAC Delay is programmable and can be combined with synthetic Doppler or modulation Bandwidth and spurious performance set by the converters; adds latency of its own
Fiber optic (ODL) RF is modulated onto light and delayed by a chosen length of single-mode fiber Low loss that does not change with RF frequency; delays from nanoseconds to milliseconds Requires optical conversion, which adds noise; each delay value needs its own fiber length or a switch path

 

How do coaxial delay lines compare with fiber optic delay lines?

Coax and fiber produce a similar delay per meter, around 4 to 5 nanoseconds depending on the cable dielectric, but fiber achieves it with a tiny fraction of the loss. Standard G.652.D fiber has a group index close to 1.468, which works out to roughly 4.9 ns of delay per meter, or about 4.9 microseconds per kilometer.

The difference shows up in attenuation. A microsecond of delay needs roughly 200 m of either medium. Published attenuation tables put even thick 7/8-inch hardline at about 2.1 dB per 100 feet at 2.4 GHz, which means close to 14 dB of loss over 200 m, and thinner coax several times more. The same 200 m of single-mode fiber loses well under 0.1 dB of optical power. Just as important, the fiber loss is set by the optical wavelength rather than by the RF carrier riding on it, so the fiber in a fiber optic delay line contributes the same loss at 1 GHz as at 18 GHz, while a coax delay line becomes progressively lossier as frequency rises.

Longer delays make the gap decisive. The chart below shows how much fiber a radar test needs to emulate targets at different ranges. A 10 km target already requires about 13.6 km of fiber, a length no coax delay line could realistically match.

Calculated fiber length required to emulate a radar target at a given range, using the round-trip delay and a group index of 1.468. Illustrative physics, not a product specification.

When do acoustic or digital delay lines make more sense?

Acoustic delay lines make sense when space is tight and the signal sits below a few gigahertz, and digital delay lines make sense when the delay must change continuously or the test needs synthetic signal effects. Acoustic devices exploit the fact that a mechanical wave in a piezoelectric crystal moves far more slowly than an electromagnetic wave, so a long delay fits in a small package. The cost is high insertion loss and, for surface acoustic wave parts, an upper frequency limit of around 2.5 GHz; bulk acoustic wave technology extends the achievable delay range.

A university study of wideband delay lines for automotive radar compares these approaches for a target simulator that needed an 800 MHz bandwidth and delays tunable from 1.3 ns to 1.67 microseconds, a useful example of how bandwidth and delay range together narrow the technology choice. Fully digital delay lines take a different route: an analog-to-digital converter samples the signal, memory holds it, and a digital-to-analog converter regenerates it. That flexibility is valuable, but instantaneous bandwidth, dynamic range and spurious content all depend on the converters.

What is the difference between fixed, variable and progressive delay lines?

A fixed delay line provides one delay value, while a variable delay line lets the user switch between several delays; a progressive delay line is a variable design that combines a small set of fiber spools in different combinations to produce many more delay values than it has spools. A passive optical delay line is simply a coil of fiber cut to an exact length and needs no power; in an RF system it sits between an optical transmitter and receiver.

Progressive designs typically use cascaded optical switch matrices. Four 2×2 optical switches can select 16 different delays, and eight binary-weighted spools can produce 255 distinct non-zero combinations. Variable, progressive and passive optical delay line architectures are explained in more detail, including how dispersion compensation and optical amplification are added when delays become very long.

How should an engineer choose a delay line?

Start from the application’s frequency range and maximum delay, then check loss, noise and switching requirements against each technology. The following criteria narrow the choice quickly:

  • Frequency range: acoustic devices suit lower bands, while coax and fiber cover microwave frequencies and fiber holds its loss steady across them.
  • Maximum delay and resolution: delays beyond a few hundred nanoseconds favor fiber; fine, continuously adjustable steps favor digital or switched designs.
  • Insertion loss and noise figure: acoustic parts lose the most signal, while optical links trade a fixed conversion loss for nearly flat loss with length.
  • Signal purity: phase noise and spurious content matter for radar and altimeter testing, where the delayed signal must look exactly like a real echo.
  • Switching and control: test benches often need several delay values selectable from a front panel or remotely.

For signal-purity questions in optical designs, an application note on phase noise and RF amplification in ODL systems covers how amplifier placement affects the delayed signal. For catalog-level comparison of ranges and switch configurations, fiber optic delay line hardware shows how commercial units package these options into rack-mount systems.

Frequently Asked Questions

What is a delay line used for?

A delay line holds back an RF signal for a precise time, which is used to emulate target distance in radar and altimeter testing, align signal paths, steer phased-array beams and store signals briefly for processing.

How much delay does one meter of optical fiber add?

One meter of standard single-mode fiber adds roughly 4.9 nanoseconds of delay, based on a group index of about 1.468.

Why are fiber optic delay lines preferred for long delays?

Fiber optic delay lines are preferred for long delays because single-mode fiber loses well under 1 dB per kilometer and that loss does not change with the RF frequency being delayed, while coaxial cable loss grows with both length and frequency.

What is a progressive delay line?

A progressive delay line combines a small set of fiber spools through optical switches so that many delay values can be selected; eight binary-weighted spools can produce 255 different non-zero delays.

Continue Reading

Electronics

GPS Over Fiber: How Buildings Get Precise Timing Signals Indoors

Published

on

Line chart comparing coax cable attenuation to fiber optic loss across frequency.

Buildings, tunnels, and parking structures block GPS satellite signals from reaching the devices that depend on them for precise timing. Distributing a single rooftop GPS signal to many indoor locations without losing accuracy is a common, and often underestimated, engineering problem. This piece walks through how GPS over fiber distribution solves it, in plain question-and-answer form.

Why can’t you just run coax to every timing device?

Coaxial cable loses signal strength as it gets longer, and that loss gets worse at higher frequencies. GPS signals sit up near 1.5 GHz, a range where coax attenuation climbs quickly. Once a cable run stretches beyond roughly a hundred feet, the accumulated loss can degrade the signal below what a receiver needs to lock onto it reliably.

Line chart comparing coax cable attenuation to fiber optic loss across frequency.

Nominal coax attenuation rises steeply with frequency, while fiber optic loss stays comparatively flat and low (illustrative, not a specific product measurement).

How does the fiber-based alternative work?

A rooftop GPS antenna feeds a transmitter module that converts the incoming satellite signal onto an optical carrier. That optical signal travels over low-loss fiber, and can be split to reach many destinations at once using standard optical splitters, before a fiber optic transmitter and receiver pair converts each branch back to an RF GPS signal at its endpoint. Because a single donor antenna can feed dozens of splits, one rooftop receiver can serve timing devices scattered across an entire facility.

What actually needs this kind of precise timing?

Data centers rely on GPS timing to keep distributed systems synchronized. Financial networks use it to timestamp transactions consistently across locations. Highway tunnels sometimes need GPS re-radiated inside for emergency vehicle navigation. In each case the requirement is the same: get an accurate, undistorted GPS signal to a location the satellite signal itself can’t reach directly.

How precise does GPS timing actually get?

According to the U.S. government’s official GPS information site, GPS time transfer is commonly used to synchronize clocks and networks to Coordinated Universal Time, with a typical accuracy relative to the U.S. Naval Observatory’s time standard of 30 nanoseconds or better, 95 percent of the time, when using a dedicated time-transfer receiver. See GPS.gov’s overview of GPS timing applications for more detail on how that precision is used across industries.

Frequently Asked Questions

Why does GPS signal distribution need fiber instead of just more coax?

Coax loss increases sharply at GPS frequencies, so runs longer than about a hundred feet start to degrade signal quality. Fiber optic loss stays low over much longer distances.

Can one GPS antenna really serve an entire building?

Yes. Once the signal is converted to an optical carrier, it can be split many times using standard optical splitters, letting a single rooftop antenna feed numerous indoor endpoints.

What industries rely most on distributed GPS timing?

Data centers, financial networks, and telecommunications infrastructure are common users, since all depend on precise, synchronized time across multiple locations.

Continue Reading

Electronics

QFN Packages Explained: Types, Benefits, and Panel-Level Innovations

Published

on

Comparison chart of QFN package types showing dimensions, thermal resistance, and application suitability

Among the most widely used IC packages in modern electronics, QFN packages have earned their place in product designs ranging from Bluetooth chips to automotive radar modules. Compact, thermally efficient, and electrically clean, QFN (Quad Flat No-Lead) packages offer a compelling combination of performance and manufacturability. But not all QFN packages are equal — and the differences between standard, organic, and panel-level variants can significantly affect both product performance and production economics.

This article breaks down the key QFN package types, explores their respective advantages, and explains how advances in panel-level packaging are reshaping the economics of high-volume production.

What Is a QFN Package?

QFN stands for Quad Flat No-Lead — a surface-mount package format where leads are located on the underside of the package rather than extending outward. A large exposed pad on the package bottom provides a direct thermal path to the PCB, making QFN one of the most thermally efficient small-form-factor package types available.

The absence of external leads reduces parasitic inductance and capacitance compared to gull-wing leaded packages, improving high-frequency performance. This combination of thermal and electrical benefits has made QFN the package of choice across consumer electronics, wireless communications, industrial sensors, and automotive control units.

QFN Package Types: A Comparison

While the QFN concept is consistent, several variants have emerged to serve different manufacturing processes and performance requirements:

Package Variant Process Basis Key Advantage Typical Use
Standard QFN Leadframe + molding Low cost, mature supply chain Consumer ICs, PMIC
Organic QFN (OQFN) Organic substrate Finer pitch, better signal integrity RF, telecom, mixed-signal
Panel-Level QFN (PL-QFN) Panel-level packaging Ultra-low cost at volume IoT, wearables, automotive
Dual-Row QFN Leadframe Higher I/O density Connectivity ICs
Thermally Enhanced QFN Leadframe + thermal slug Superior heat dissipation Power semiconductors

 

Organic QFN: The High-Performance Alternative

Traditional QFN packages use a metal leadframe as the substrate — a cost-effective approach that suits high-volume commodity ICs. Organic QFN replaces the leadframe with an organic laminate substrate, enabling finer pitch routing, better impedance control, and improved electrical performance for RF and mixed-signal applications.

For RF front-end modules, millimeter-wave components, and precision analog ICs, organic QFN delivers performance characteristics that leadframe-based packages cannot match. The substrate enables multi-layer routing, embedded passive integration, and support for tighter pad pitches demanded by advanced silicon nodes.

PCB Technologies’ iNPACK division has developed deep capabilities in organic QFN manufacturing, offering DFM consultation, rapid prototyping, and scalable production. Their approach ensures that performance-optimized designs translate successfully from simulation to silicon.

Panel-Level Packaging: The Cost Revolution

Wafer-level packaging has long been the benchmark for cost-efficient IC packaging in high-volume production — but it is constrained by wafer diameter. Panel-level packaging applies the same lithographic and encapsulation processes to rectangular panels many times larger than a 300mm wafer, dramatically increasing throughput per equipment cycle.

For QFN-type packages produced at scale, panel-level processing can reduce per-unit cost by 30–50% compared to wafer-level equivalents, depending on die size and panel utilization. This cost structure is transforming the economics of IoT components, wireless modules, and automotive sensor ICs — categories where per-unit price pressure is intense.

Thermal Management in QFN Designs

One of the most critical design decisions when using QFN packages is thermal management at the board level. The exposed thermal pad requires careful PCB design to maximize heat transfer:

  • Thermal via arrays beneath the exposed pad are strongly recommended for high-power devices
  • Pad size should follow IPC-7351 land pattern guidelines for the specific package
  • Solder paste aperture design affects both electrical connection and thermal conductivity
  • Adjacent ground planes and copper pours help spread heat away from the die

 

Poor thermal design with QFN packages can negate their inherent thermal advantage, resulting in premature failure or derating. PCB Technologies provides DFM review as part of their packaging engagement, catching thermal design issues before they reach prototype stage.

QFN vs. QFP: When Each Makes Sense

The most common comparison made against QFN is QFP (Quad Flat Package) — the leaded alternative. Each format has its place:

  • QFN: Better for high-frequency applications, tighter board area budgets, and superior thermal performance; requires precision solder printing
  • QFP: Easier to inspect visually and rework, more forgiving of PCB assembly tolerances; larger footprint

For new designs targeting advanced nodes and compact form factors, QFN consistently wins the performance-per-area tradeoff. The manufacturing challenge of QFN — particularly solder void management under the thermal pad — is well-understood and manageable with proper process controls.

PCB Technologies’ QFN Capability

PCB Technologies offers end-to-end QFN packaging services through their iNPACK platform, spanning design consultation, substrate development, packaging, and test. Their organic QFN capabilities support pitches not achievable with standard leadframe-based processes, making them a strong partner for next-generation wireless, automotive, and medical IC designs.

With established supply chains for organic substrate materials and a track record across demanding qualification standards, PCB Technologies bridges the gap between the cost efficiency demanded by volume production and the performance requirements of advanced applications.

Conclusion

QFN packages continue to evolve — from standard leadframe variants to organic and panel-level formats that unlock new performance and cost tiers. As silicon advances drive smaller die sizes and higher I/O densities, the packaging layer becomes increasingly critical. Selecting the right QFN variant and working with an experienced packaging partner ensures that board-level performance matches the potential of the silicon within.

Continue Reading

Trending