Unraveling the Enigma: Object Detection in the World of Pixels
Exploring the realm of embedded systems co-design for object recognition, this blog navigates the convergence of hardware and software in revolutionizing industries. Delving into real-time image analysis and environmental sensing, the discussion highlights advanced object detection and image segmentation techniques. With insights into Convolutional Neural Networks (CNNs) decoding pixel data and autonomously extracting features, the blog emphasizes their pivotal role in modern computer vision. Practical examples, including digit classification using TensorFlow and Keras on the MNIST dataset, underscore the power of CNNs. Through industry insights and visualization aids, the blog unveils a tapestry of innovation, charting a course towards seamless interaction between intelligent embedded systems and the world.
Finite State Machines (FSM) in Embedded Systems (Part 1) - There's a State in This Machine!
An introduction to state machines and their implementation. Working from an intuitive definition of the state machine concept, we will start with a straightforward implementation then we evolve it into a more robust and engineered solution.
How Embedded Linux is used in Spacecrafts !
This article dives into the application of Linux in spacecraft, examining the challenges it poses and proposing potential solutions. Real-life examples will be discussed, while also addressing the drawbacks of employing Linux in safety-critical missions.
Getting Started With Zephyr: Bluetooth Low Energy
In this blog post, I show how to enable BLE support in a Zephyr application. First, I show the necessary configuration options in Kconfig. Then, I show how to use the Zephyr functions and macros to create a custom service and characteristic for a contrived application.
++i and i++ : what’s the difference?
Although the ++ and -- operators are well known, there are facets of their operation and implementation that are less familiar to many developers.
Using GPIO in (Apache) NuttX RTOS
Blinking an LED is the embedded Hello World, and this tutorial walks through using GPIOs on NuttX running on a Raspberry Pi Pico. It shows how to enable the GPIO driver and example in menuconfig, build and flash the nuttx.uf2, and use NSH gpio device files to read and write pins. The post also explains polling versus interrupt-driven inputs and the pull-up/edge setup needed for button interrupts.
A Sneak Peek at the 2024 Embedded Online Conference
Keeping embedded skills current is non-negotiable in 2024, and the Embedded Online Conference brings keynotes, workshops, and talks to help you do it affordably. Jacob Beningo highlights a lineup that includes Elecia White, Jack Ganssle, Phillip Koopman, hands-on workshops like GitLab CI/CD and Modern C++ interface design, plus talks on Linux hardening and safety. Early-bird pricing and on-demand access make this a practical way to learn continuously.
The Asimov Protocol
While the Internet is choke-full of explanations of basic data communication protocols, very little is said about the higher levels of packing, formatting, and exchanging information in a useful and practical way. This less-charted land is still fraught with strange problems, whose solutions may be found in strange places – in this example, a very short, 60 years old Science Fiction story.
Ten Little Algorithms, Part 7: Continued Fraction Approximation
In this article we explore the use of continued fractions to approximate any particular real number, with practical applications.
Embedded Developer’s New Year’s Resolution
Use the holiday pause to turn vague intentions into a practical embedded skills plan for the coming year. This post lays out concrete resolutions: adopt modern software design practices, pick up a modern language like C++ or Rust, and learn when to use RTOS, cooperative schedulers, or Zephyr. Small, focused improvements will pay off across firmware projects.
Are We Shooting Ourselves in the Foot with Stack Overflow?
Most traditional, beaten-path memory layouts allocate the stack space above the data sections in RAM, even though the stack grows “down†(towards the lower memory addresses) in most embedded processors. This arrangement puts your program data in the path of destruction of a stack overflow. In other words, you violate the first Gun Safety Rule (ALWAYS keep the gun pointed in a safe direction!) and you end up shooting yourself in the foot. This article shows how to locate the stack at the BEGINNING of RAM and thus point it in the "safe" direction.
R1C1R2C2: The Two-Pole Passive RC Filter
Jason Sachs walks through the math and simulation for the common two-pole passive RC filter, turning repetitive algebra into a compact reference you can reuse. He derives the closed-form transfer function, extracts the natural frequency and damping ratio, and explains why the topology cannot be underdamped without inductors or active stages. The post finishes with a state-space simulation recipe and practical component guidance.
Dealing With Fixed Point Fractions
Fixed-point fractional math is easy to botch, and this post lays out pragmatic ways to avoid those mistakes. It clarifies the difference between integer and fractional overflow, shows how Q notation helps track binary-point scaling, and explains why multiplies add sign bits that may require shifting. Read for concrete FPGA strategies: keeping bit growth, selective shifts, or aggressive normalization, plus testing tips.
Free Goodies from Embedded World - What to Do Next?
Stephane Boucher went on a hunt for free stuff at Embedded World to assemble a giveaway bundle for a lucky reader. This short update shares that haul and asks the embedded community for ideas on what to do next. It is a conversational call for suggestions, aiming to turn conference swag into a useful prize.
Creating a GPIO HAL and Driver in C
Creating a GPIO Hardware Abstraction Layer (HAL) in C allows for flexible microcontroller interfacing, overcoming the challenge of variability across silicon vendors. This method involves reviewing datasheets, identifying features, designing interfaces, and iterative development, as detailed in the "Reusable Firmware" process. A simplified approach prioritizes essential functions like initialization and read/write operations, showcased through a minimal interface example. The post also highlights the use of AI to expedite HAL generation. A detailed GPIO HAL version is provided, featuring extended capabilities and facilitating driver connection through direct assignments or wrappers. The significance of a configuration table for adaptable peripheral setup is emphasized. Ultimately, the blog illustrates the ease and scalability of developing a GPIO HAL and driver in C, promoting hardware-independent and extensible code for various interfaces, such as SPI, I2C, PWM, and timers, underscoring the abstraction benefits.
BGA and QFP at Home 1 - A Practical Guide.
It's a myth that BGAs and fine-pitch QFPs can't be soldered at home. Victor Yurkovsky lays out a practical, no-frills approach for hobbyists to design and assemble FPGA boards using 2-layer PCBs, breakout modules, and low-cost reflow methods like toaster ovens or hotplates. The article focuses on manufacturable PCB choices, netlist-driven workflows, and power/decoupling tactics that make high-density parts approachable for amateurs.
Why Containers Are the Cheat Code for Embedded DevOps
Embedded software teams have long accepted toolchain setup as “part of the job,†but it’s a hidden productivity killer. Manual installs waste days, slow onboarding, and derail CI pipelines with “works on my machine†issues. While enterprise software solved this years ago with containerization, many embedded teams are still stuck replicating fragile environments. Containers offer a proven fix: a portable, reproducible build environment that works identically on laptops and CI servers. No brittle scripts, mismatched versions, or wasted time—just code that builds. IAR has gone further by delivering pre-built, performance-tuned Docker images for Arm, RISC-V, and Renesas architectures, ready for GitHub Actions and CI/CD pipelines. For regulated industries, containers simplify audits and compliance by enabling validation once and reuse everywhere. The result: faster onboarding, consistent builds, and stronger safety assurance. Containers aren’t a luxury—they’re the cheat code embedded teams need to modernize DevOps and compete effectively.
The volatile keyword
Although the C keyword volatile is very useful in embedded applications, care is needed to use it correctly and vigilance is required to ensure its correct implementation by compilers.
Getting Started With Zephyr: Devicetree Overlays
In this blog post, I show how the Devicetree overlay is a valuable construct in The Zephyr Project RTOS. Overlays allow embedded software engineers to override the default pin configuration specified in Zephyr for a particular board. In this blog post, I use I2C as an example. Specifically, I showed the default I2C pins used for the nRF52840 development kit in the nominal Zephyr Devicetree. Then, I demonstrated how an overlay can be used to override this pin configuration and the final result.
Back from Embedded World 2019 - Funny Stories and Live-Streaming Woes
Stephane Boucher tried live-streaming multiple talks from Embedded World 2019 and turned a chaotic experiment into a useful set of lessons for embedded engineers. Between broken tripods, flaky venue WiFi, tricky German SIM purchases, and audio nightmares, he learned practical fixes for reliable streams and better video quality. Read this if you want candid, tactical advice on streaming hardware, connectivity, and on-site troubleshooting.
Tolerance Analysis
Jason Sachs walks through practical tolerance analysis by designing a 24V overvoltage detector from the ground up, combining resistor tolerances, temperature coefficients, reference and comparator errors, hysteresis, and dynamic RC behavior. He demonstrates worst-case stacking with real datasheet numbers, shows how solder and mechanical stress affect resistor choice, and sizes filtering so the comparator meets a microsecond-range trip requirement. The article is a hands-on guide full of worked examples and trade-offs for embedded hardware engineers.
The habitat of hardware bugs
Hardware bugs hide where you least expect them, not under the spotlight but in the nooks and crannies of system design. Yossi Kreinin argues that CPUs fail mostly in privileged areas used by OS kernels, DRAM chips and userspace memory are usually reliable, while DRAM controllers, PHYs, peripheral controllers, board bring-up, and uncommon bus protocol paths are fertile ground for quirks. Read this to learn where to look first when firmware misbehaves.
Slew Rate Limiters: Nonlinear and Proud of It!
Slew-rate limits are a small nonlinear detail that often decides whether a controller behaves nicely or wrecks hardware. Jason Sachs walks through why slew limits appear in electronics and actuators, then shows two practical digital ways to impose limits: constraining input increments and constraining input around the output. He compares performance on underdamped second-order systems, gives closed-form intuition for overshoot, and demonstrates simulations with scipy and ODE solvers.
Finite State Machines (FSM) in Embedded Systems (Part 1) - There's a State in This Machine!
An introduction to state machines and their implementation. Working from an intuitive definition of the state machine concept, we will start with a straightforward implementation then we evolve it into a more robust and engineered solution.
Coding Step 1 - Hello World and Makefiles
Stephen Friederichs walks through compiling a C Hello World using GCC on Windows, then shows how a simple makefile can automate the process. You will see how output naming, project layout, and makefile targets work, and learn dependency rules based on timestamps plus how to force rebuilds with clean and FORCE targets. This is a practical first step to escape the IDE and use Unix-style build tools.
Oscilloscope Dreams
Jason Sachs walks through practical oscilloscope buying criteria for embedded engineers, focusing on bandwidth, channel count, hi-res acquisition, and probing. He explains why mixed-signal scopes and hi-res mode matter, when a 100 MHz scope is sufficient and when to keep a higher-bandwidth instrument, and how probe grounding and waveform export can ruin measurements. Real-world brand notes and try-before-you-buy advice round out the guidance.
Important Programming Concepts (Even on Embedded Systems) Part II: Immutability
Immutable data can make embedded code easier to reason about, reduce concurrency bugs, and eliminate defensive copies. Jason Sachs walks through practical techniques that work in resource-constrained systems, from using const and pseudo-immutability to separating old and new state, to the limits of fully persistent data structures when you lack dynamic memory. The article also compares register-level state flow and advocates message passing as a concurrency alternative.
Padé Delay is Okay Today
High-order Padé approximations for time delays break in surprising ways, but the failure is not magic. Jason Sachs walks through why coefficient-based transfer functions and companion-form state-space are numerically fragile, shows how to compute poles and zeros directly from the hypergeometric form with Newton iteration, and demonstrates building modal or block-diagonal state-space realizations to make high-order Padé delays practical while noting remaining limits.
Android for Embedded Devices - 5 Reasons why Android is used in Embedded Devices
Android may seem like a phone OS, but it now solves real embedded product problems. This post outlines five practical reasons engineers pick Android for devices with displays, from built-in touch and GUI frameworks to simplified camera and wireless APIs. It also covers vendor BSP and driver support, a large developer pool, and how Android speeds prototyping by reusing phones or tablets as HMIs or processors.
Arduino robotics #4 - HC-SR04 ultrasonic sensor
Lonnie Honeycutt shows how to turn a $50 mobile platform into a simple autonomous robot by adding an HC-SR04 ultrasonic sensor to an Arduino. The post walks through wiring, a minimal test sketch and the integration code used on Clusterbot, plus practical tips on range limits, motor choices and library options to make obstacle avoidance reliable for hobby builds.
