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Binary Fixed-Point Arithmetic

Circuit Cellar

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October 2025

Extracting Signals from Noise and Other Distractions

- By Bob Japenga

Binary Fixed-Point Arithmetic

Speed or precision? That's the basic decision involved in fixed-point versus floating-point arithmetic in computing. Bob looks deeply into the hows and whys of fixed-point arithmetic and explains why both speed and precision are possible with the right technique.

When I graduated from college, my first job was with Hamilton Standard (now Collins Aerospace). The part of the company that I worked for made strapdown inertial navigation systems (INS). In those days, most INS consisted of three or four gyroscopes and three or four accelerometers—one for each axis and, optionally, a fourth for error-checking places at 45 degrees to the coordinate system. In conventional systems, the inertial platform was mechanically gimbaled in such a way that the coordinate system remained fixed in space. The inertial platform was kept in a fixed orientation relative to their initial conditions when they were calibrated on the launch pad. The signals from the gyros and accelerometers fed the control system that used the gimbals to keep the inertial platform orientation fixed in space. With no movement of the initial inertial reference frame, the math for navigation was much simpler.

With the advent of computer power, it was possible for the guidance computer to perform the math for navigation with the gyros and accelerometers strapped down to the frame of the spacecraft. The math was intense. Our division’s INS were used on the Apollo Lunar Module backup guidance system (called the LM Abort Guidance System, Figure 1), the Viking Mars lander, and the Delta launch rocket. On the Apollo program, ours was the only strapdown INS.

I think I got the job because my senior project in aerospace engineering was helping a professor build a strapdown INS. I knew basically nothing about what it was or how it worked, but it was on my resume.

MEER VERHALEN VAN Circuit Cellar

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The Future of Sensors in Safety Systems Sensing the Stop

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time to read

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Alif Semiconductor Elevates Generative AI at the Edge with New Support for ExecuTorch Runtime in Its Ensemble MCUs

Alif Semiconductor, the leading global supplier of secure, connected, power efficient Artificial Intelligence and Machine Learning (AI/ML) microcontrollers (MCUs) and fusion processors, announced that developers can now use the ExecuTorch Runtime, a quantization extension of the popular PyTorch ML framework, for AI applications built to run on its Ensemble E4/E6/E8 series of MCUs and fusion processors.

time to read

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time to read

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Smaller Microcontrollers Bring New Possibilities

time to read

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Analog Devices Launches ADI Power Studio and New Web-Based Tools

Analog Devices, Inc. (ADI), a global semiconductor leader, announced the launch of ADI Power Studio, a comprehensive family of products that offers advanced modeling, component recommendations, and efficiency analysis with simulation.

time to read

1 mins

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Compact IBR300 2.5" SBC Powered by NXP i.MX 93 from IBASE

IBASE Technology, Inc., a leading provider of rugged embedded computing platforms, announced the release of the IBR300, a 2.5\" RISC-based single board computer (SBC) powered by the NXP i.MX 93 processor with dualcore ARM Cortex-A55 (up to 1.7GHz) and a Cortex-M33 MCU.

time to read

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Sensors in the Spotlight

The Next Decade of Embedded Sensor Systems

time to read

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Bob's Wrap Up

In Bob's last article with Circuit Cellar, he attempts to wrap up a career of more than 50 years as an embedded systems engineer and 14 years with Circuit Cellar. He looks at each of his 58 articles by category and provides some recommendations for his fellow engineers.

time to read

7 mins

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Designing Embedded Software Architectures That Last

I've reviewed hundreds of firmware projects over the years, and one thing always stands out: the most successful projects have a clear, deliberate architecture.

time to read

10 mins

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Broadcom Introduces Industry's First Wi-Fi 8 Silicon Ecosystem Powering the AI Era

Broadcom, Inc. unveiled the first Wi-Fi 8 silicon solutions for broadband wireless, targeting residential gateways, enterprise access points, and smart mobile clients.

time to read

1 mins

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