In this article, we’ll perform classification experiments and analyze how hidden‑layer dimensionality impacts a neural network’s performance. Learn how adjusting the hidden layer in a Perceptron can improve accuracy, reduce training time, and maintain acceptable latency—all demonstrated with a Pytho

This article explains how to incorporate bias nodes into a multilayer perceptron (MLP) using Python, and evaluates their effect on classification performance. Welcome to the All About Circuits neural‑network series, authored by Director of Engineering Robert Keim. If you haven’t yet explored the oth

Understanding the role of local minima in perceptron and multilayer neural‑network training. In the AAC neural‑network series, we have examined many aspects of multilayer perceptron design and training. Before diving into local minima, review the preceding posts: How to Perform Classification Using

Master the fundamentals of autoencoders, discover how variational autoencoders enhance them, and walk through a step‑by‑step TensorFlow implementation. Artificial intelligence has reshaped countless sectors, and data compression is no exception. Autoencoders—especially their variational variants—pr

This guide demonstrates how to implement handwritten digit recognition on the i.MX RT1060 crossover MCU, leveraging a TensorFlow Lite model and a touch‑enabled GUI. The i.MX RT1060, powered by an Arm® Cortex®‑M7 core, excels in cost‑effective industrial solutions and high‑performance consumer dev

Discover how NXP’s i.MX 8M Plus application processor delivers turnkey vision processing and machine‑learning acceleration for edge‑centric systems. Modern industrial and consumer devices increasingly rely on edge computing and vision‑based AI to deliver instant, privacy‑preserving insights. Designi

This article discusses an algorithm to find the optimum adjusted point in a two-dimensional space with orthogonal input vectors. The algorithm solves equations for intersecting circles based on measured data points. Several key system performance metrics are determined by orthogonal input

Stepper motors excel in precision motion control, yet torque ripple and current distortion can hinder performance. Discover Allegro MicroSystems’ QuietStep algorithm—a proven solution for quieter, smoother operation. Stepper motors deliver precise open‑loop positioning and zero‑speed torque without

Manufacturers need more than ERP to future-proof their growth and add value to their customers and partners. Industry leaders are rethinking the concept of “competitive advantage” driven by an accelerated digital push owing to, among other things, the pandemic. At the heart of this is apply

Plantweb Optics Data Lake helps companies unify data at scale to improve profitability Emerson (NYSE: EMR), a global leader in industrial software and technology, today launched Plantweb™ Optics Data Lake—a robust enterprise‑level data‑management platform designed to cut data complexity and unlock a

After a year of pandemic‑driven disruption, the focus on AI and Industry 4.0 has returned, accelerating efforts to shorten production cycles, cut costs and raise quality. European food factories are now demanding practical data technologies that make smarter decisions possible and boost efficiency.

Engineering teams often face delays when locating the right product data. The latest release of the EPLAN Data Portal and Platform eliminates that bottleneck, delivering a refreshed interface and smarter search capabilities that let users find and download component data in record time. The portal n

Smart‑Ex® 02 users can now update their intrinsically safe smartphone to Android 11 with a quick, one‑tap process. The upgrade unlocks advanced voice control, enhanced app‑level permissions for camera, microphone, and location, and a unified interface for managing connected devices. Security and dat

We’re excited to unveil the Eplan Platform 2022, a next‑generation solution designed to streamline electrotechnical engineering for both seasoned professionals and newcomers alike. By blending an intuitive user interface with powerful new workflows, the platform delivers both ease of use and high pe

Businesses differ in objectives, yet most share a common pursuit: driving efficiency while trimming costs. In a world where technology evolves at lightning speed, the most successful leaders are those who anticipate change, adapt their operations, and secure a competitive edge. Optimising manufactur

When clients pay premium prices for test and measurement projects yet see minimal progress, the problem often lies in building software from scratch for each new project. Reusing proven components across projects is not only cost‑saving but also speeds delivery and enhances quality. This article ex

The chemical sector underpins the global economy, converting raw materials into more than 70,000 distinct products worldwide—ranging from fats and rubber to waxes, oils, fragrances, and flavors. Despite its critical role, many chemical manufacturers lag in adopting the latest quality‑management inn

Endress+Hauser Offers a Comprehensive IO‑Link Portfolio IO‑Link is rapidly gaining traction, especially in the food & beverage sector, as a fieldbus‑independent, point‑to‑point communication standard that simplifies digitalisation and controls costs. Recognised as a proven standard for basic measure

Autonomous mobile robots (AMRs) are reshaping manufacturing, logistics, and warehousing. From shuttling 1,000‑kg payloads to cleaning floors, AMRs replace forklifts, conveyors, and manual labor, delivering flexibility, safety, and rapid deployment. On June 17, the Association for Advancing Automati

COVID‑19 has now been a reality for several months. We stand with everyone affected by the virus and applaud first responders working tirelessly to fight it. Though we are still far from pre‑pandemic normal, advances in antiviral therapies and promising vaccine developments give us hope for a return