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Jeff Shepard

What is multimodal sensing in physical AI?

February 4, 2026 By Jeff Shepard Leave a Comment

Multimodal sensing in physical AI (PAI), sometimes called embodied AI, is the ability for AI to fuse diverse sensory inputs, like vision, audio, touch, lidar, text, and more, from its environment to build a richer and more complete situation awareness, enabling complex physical interaction, perception, and autonomous action in the real world. A key application […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence (AI), Featured Tagged With: embodied ai, FAQ, multimodal sensing, PAI

What are the design challenges when using SPAD sensors?

December 10, 2025 By Jeff Shepard Leave a Comment

Single-photon avalanche diode (SPAD) sensors are emerging on the market and are being used in automotive, medical, and industrial applications requiring extremely high sensitivity, precise timing, and 3D imaging capabilities, often in low-light conditions. Design challenges include managing dead time, suppressing noise sources like afterpulsing and dark counts, mitigating optical crosstalk, and achieving high photon […]

Filed Under: Featured, Frequently Asked Question (FAQ) Tagged With: FAQ

How does multi-sensor calibration work in autonomous vehicles?

June 11, 2025 By Jeff Shepard Leave a Comment

Multi-sensor calibration of advanced driver assistance systems (ADAS) in autonomous vehicles ensures accurate data fusion by aligning various sensors (like cameras, LiDAR, and radar) into a unified coordinate system, enabling precise perception and localization. This article reviews the types and techniques of multi-sensor calibration of ADAS. ADAS sensor calibration uses a combination of intrinsic considerations […]

Filed Under: Automotive, Featured, Frequently Asked Question (FAQ) Tagged With: FAQ

What tools are available for calibrating sensors?

May 28, 2025 By Jeff Shepard Leave a Comment

Tools used for calibrating sensors range from basic multimeters and multi-product calibrators to application-specific tools, like pressure calibrators, calibration baths, and infrared blackbody calibrators, depending on the type of sensor and the measurement requirements. As sensors get more sophisticated and precise, so do the tools used to calibrate them. Sensors require calibration to deliver consistent […]

Filed Under: Featured, Frequently Asked Question (FAQ) Tagged With: FAQ

What are simple ways to improve sensor performance?

May 21, 2025 By Jeff Shepard Leave a Comment

Although improving a sensor’s actual performance is not usually possible, with proper selection, system design, and integration, improving sensor performance at the system level is very possible. Tools available for sensor performance optimization include selection, placement, operation, and signal conditioning/processing. It begins by selecting a sensor with the appropriate range, resolution, sensitivity, accuracy, response time, […]

Filed Under: Featured, Frequently Asked Question (FAQ)

What’s the difference between Maxwell’s equations and Maxwell’s relations?

May 14, 2025 By Jeff Shepard Leave a Comment

Maxwell’s equations are fundamental tools for electric and magnetic fields, while Maxwell’s relations focus on thermodynamic quantities like temperature, pressure, volume, and entropy. For more on Maxwell’s equations, see “What are the fundamentals of Maxwell’s equations and how do they relate to TENGs?” Maxwell’s relations give designers a powerful tool for analyzing thermodynamic systems like […]

Filed Under: Featured, Frequently Asked Question (FAQ) Tagged With: FAQ

What kinematic equations are important for industrial robots?

April 30, 2025 By Jeff Shepard Leave a Comment

A kinematic model is a mathematical representation of a robot’s motion that focuses on the geometric relationships between elements and ignores external forces that affect motion. Kinematic models are used for planning and controlling the paths of industrial robots.  Forward kinematics determines the current position and orientation of the end effector based on the angles […]

Filed Under: Featured, Frequently Asked Question (FAQ), Industrial, Robotics Tagged With: FAQ

How are single photon sensors used in quantum computing?

April 23, 2025 By Jeff Shepard Leave a Comment

Single-photon sensors, also known as single-photon detectors (SPDs), enable the precise detection and manipulation of individual photons, which can serve as quantum information carriers, or qubits, in photonic quantum computers (PQCs). PQCs are a type of measurement-based quantum computing (MBQC) that promises highly scalable systems and operates at room temperature. Instead of using quantum gates, […]

Filed Under: Featured, Frequently Asked Question (FAQ)

Why are cryogenic microwave power measurements important for quantum computing?

April 9, 2025 By Jeff Shepard Leave a Comment

Cryogenic (cryo) microwave (µw) power measurements are vital for advancing quantum computing. Delicate quantum devices require operation at cryo temperatures to maintain coherence and stability. Accurate power measurements at cryo temperatures are also required to optimize and debug quantum hardware. This article begins by reviewing cryo zones in a quantum computer and the related µw […]

Filed Under: Featured, Frequently Asked Question (FAQ) Tagged With: FAQ

How are VCSELs used in biomedical sensors?

March 26, 2025 By Jeff Shepard Leave a Comment

Vertical-cavity surface-emitting lasers (VCSELs) are used in biomedical sensors because they emit highly focused, coherent light at specific wavelengths, enabling precise detection and analysis of biomolecules. Applications include blood oxygen level monitoring, optical coherence tomography (OCT) for imaging tissue structures, fluorescence microscopy, and analysis of live biomolecules in lab-on-a-chip systems. VCSELs offer a third option […]

Filed Under: Biometrics, Featured, Frequently Asked Question (FAQ), Infrared, Lighting, Medical Tagged With: FAQ

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