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.
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.
Lost Secrets of the H-Bridge, Part I: Ripple Current in Inductive Loads
Jason Sachs digs into what PWM switching actually does to current in an H-bridge with an inductive load, and why that ripple matters for motors and power converters. He derives closed-form ripple formulas, shows how to compute a reference current I_R0 = VDC·T/L, and uses Python and sympy to plot and verify results. Read it for practical rules to halve ripple and raise its frequency.
The Inaugural Embedded Systems Summit is Coming to Silicon Valley!
Stephane Boucher and Jacob Beningo are launching the first Embedded Systems Summit, an in-person, engineer-run conference in Silicon Valley from October 14 to 16, 2025. Expect practical, hands-on sessions and familiar speakers from the Embedded Online Conference. Passes are limited, so read on to learn why this event could be a high-impact investment in your embedded engineering career.
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.
Hidden Gems from the Embedded Online Conference Archives - Part 1
Discussion of a "hidden gem" from the Embedded Online Conference archives!
Using the Beaglebone PRU to achieve realtime at low cost
Fabien Le Mentec shows how the BeagleBone Black's PRU coprocessors can run hard realtime control loops, removing the need for an FPGA or dedicated microcontroller. He walks through Linux setup, device tree enabling, assembler and loader tools, and a timer example that reads ADCs and drives PWM from PRU code. The post highlights community SDKs and a recent TI Code Composer Studio option for C-based PRU development.
How to Estimate Encoder Velocity Without Making Stupid Mistakes: Part II (Tracking Loops and PLLs)
Jason Sachs explains why simple differentiation of encoder counts often fails and how tracking loops and PLLs give more robust velocity estimates. Using a pendulum thought experiment and Python examples, he shows how a PI-based tracking loop reduces noise and eliminates steady-state ramp error, and why vector PLLs with quadrature mixing avoid cycle slips and atan2 unwrap pitfalls in noisy or analog sensing.
C to C++: 5 Tips for Refactoring C Code into C++
The article titled "Simple Tips to Refactor C Code into C++: Improve Embedded Development" provides essential guidance for embedded developers transitioning from C to C++. The series covers fundamental details necessary for a seamless transition and emphasizes utilizing C++ as a better C rather than diving into complex language features. The article introduces five practical tips for refactoring C code into C++. Replace #define with constexpr and const: Discouraging the use of #define macros, the article advocates for safer alternatives like constexpr and const to improve type safety, debugging, namespaces, and compile-time computation. Use Namespaces: Demonstrating the benefits of organizing code into separate logical groupings through namespaces, the article explains how namespaces help avoid naming conflicts and improve code readability. Replace C-style Pointers with Smart Pointers and References: Emphasizing the significance of avoiding raw pointers, the article suggests replacing them with C++ smart pointers (unique_ptr, shared_ptr, weak_ptr) and using references
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.
Getting Started With Zephyr: Saving Data To Files
In this blog post, I show how to implement a Zephyr application to mount a microSD card, create a new file on the microSD card, and write data to it. The lessons learned from such an application can be helpful for devices out in the field that need to write data to off-board memory periodically, especially in cases where Internet access may be sporadic.
Cortex-M Exception Handling (Part 2)
Exception entry and return on Cortex-M look simple, but the hardware does a lot to preserve context, enforce privilege, and pick the right stack. This post walks through the processor actions after an exception is accepted: which registers get pushed, how CONTROL, MSP and PSP affect stack selection, how EXC_RETURN encodes the return path, and why VTOR and vector table alignment matter for handler lookup.
Linear Feedback Shift Registers for the Uninitiated, Part XVIII: Primitive Polynomial Generation
Jason Sachs walks through how to find primitive polynomials for GF(2) LFSRs, moving from naive exhaustive checks to smarter synthetic constructions. The article compares sieve and constructive methods, shows practical optimizations like parity checks and companion-matrix updates, and demonstrates decimation plus Berlekamp-Massey to generate all primitives from one seed; it also teases a novel Falling Coyote Algorithm for additional speedups.
Write Better Code with Block Diagrams and Flowcharts
Reading and writing code without architectural diagrams is like trying to follow complex instructions without any explanatory pictures: nigh impossible! By taking the time to draw out the block diagrams and flowcharts for your code, you can help identify problems before they arise and make your code easier to design, write, test, and debug. In this article, I'll briefly justify the importance of architectural drawings such as block diagrams and flowcharts and then teach you what they are and how to draw them. Using two simple examples, you'll see first-hand how these drawings can significantly amplify your understanding of a piece of code. Additionally, I'll give you a few tips for how to implement each drawing once you've completed it and I'll share with you a few neat tools to help you complete your next set of drawings.
C Programming Techniques: Function Call Inlining
Fabien Le Mentec shows how you can keep clean C interfaces while recovering the cycles lost to function call overhead. The post demonstrates static inline and header inclusion techniques, then compares generated ARM assembly for an inlined versus non inlined bit test. Read it to see concrete assembly differences, compiler hints, and the practical trade off between speed and code size on embedded targets.
Another 10 Circuit Components You Should Know
Jason Sachs walks through ten underrated circuit components every embedded engineer should know, from bus switches and thermocouple signal ICs to PCB stiffeners and opto-FET isolators. He mixes practical part examples, high-current hardware tips, and MCU features like CTMU and Peripheral Pin Select so you can pick the right trick when space, isolation, or precision matter.
Review: Embedded Software Design: A Practical Approach to Architecture, Processes, and Coding Techniques
Jacob Beningo's Embedded Software Design is a practical, discipline-first guide to building reliable embedded systems. It frames development around a software triad: architecture, Agile/DevOps processes, and coding techniques, with security integrated from the start. The book mixes principles with hands-on recipes and includes appendices that walk through GitLab CI/CD and TDD examples you can reuse on real projects.
Memory Mapped I/O in C
Interacting with memory mapped device registers is at the base of all embedded development. Let's explore what tools the C language - standard of the industry - provide the developer with to face this task.
Lessons Learned from Embedded Code Reviews (Including Some Surprises)
Jason Sachs recounts a round of motor-controller code reviews and the practical lessons his team learned about quality and tooling. He explains how a simple "ready for review" checklist and automated style checks kept meetings focused on substantive issues, and why choosing the right review tool matters after discovering lost comments in Stash. Read for concrete tips on process, subgit mirroring, vera++, and Upsource.
Someday We’ll Find It, The Kelvin Connection
Low-ohm measurements will fool your multimeter unless you use Kelvin connections. Jason Sachs walks through four-wire sensing using a current-limited supply and two DMMs, explains thermoelectric and connector-related errors, and shows why schematics and PCB layout must reflect Kelvin sense pads to avoid subtle measurement and circuit problems.
Best Firmware Architecture Attributes
A poor firmware architecture makes future product variants and team work costly; Dr. Tayyar GUZEL outlines the attributes that avoid that fate. The post emphasizes modularity, low coupling, and encapsulation, and shows how a hardware abstraction layer, blackboard pattern, and CI-based unit testing improve extensibility, portability, and robustness. Practical tips include using setter/getter APIs, Doxygen for dependency graphs, and nightly regression to catch interface breaks early.
