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Data Modeling and Data Analytics

How are the relevant data selected and what methods are used to gain knowledge from them?

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Agentic AI – Revolutionizing production and business operations

A modern computer monitor displays a vibrant, high-tech dashboard titled "Generative AI." The screen features various charts, graphs, and icons in shades of blue and orange, including a central, circular graphic resembling a virus with glowing nodes. Below the monitor, a sleek black keyboard and a small round mouse sit on a wooden desk. To the left, a wire mesh pen holder contains several pens. The background is softly illuminated in pale blue, creating a futuristic atmosphere.

AI everywhere – Generative AI for production and business operations

The image depicts a close-up of a welding process, showcasing a metallic surface being fused. A welding torch appears prominently, with a sparkling molten joint at the focal point where the two metal pieces meet, emitting bright light and small sparks. The surrounding metal has a smooth, brushed texture with subtle reflections. In the background, digital holographic displays present technical data and visual graphics related to the welding process. The environment is well-lit, enhancing the metallic sheen of the materials involved.

AI-based Analysis of Image Data

A futuristic industrial facility with bright lighting and large windows showing green scenery outside. The interior features various high-tech machines and screens displaying digital interfaces and glowing icons, indicating advanced automation. In the foreground, green crops are arranged in planters alongside solar panels. An orange robotic cart is positioned on a pathway, surrounded by multiple white machines with blue control panels. Recycling bins in green are visible to one side. The overall atmosphere conveys a blend of technology and nature, emphasizing sustainability in manufacturing.

AI-Enhanced Optimal Experimental Design for Production Processes

A complex, translucent machine sits on a grid-patterned surface, featuring intricate metallic components and a bright, focused light beam. Beside it, a modern camera on a small tripod is angled towards a digital monitor that displays a striking, abstract design emitting bright lines from a central point. Surrounding the machine are various small metallic gears and pieces, adding to the high-tech atmosphere. The color palette consists of metallic silvers, blacks, and cool blues, contributing to a futuristic aesthetic.

Anomaly Detection in Process Monitoring Data in Laser Cladding using Machine Learning Methods

The image depicts a futuristic, high-tech scale balanced between two sides. On the left, a human figure made of blue lines and shapes stands over a stack of books, symbolizing knowledge and humanity. On the right, a brain composed of intricate circuitry and lights hovers above a base, representing artificial intelligence. In the background, various technological symbols and icons, such as musical notes, light bulbs, and gears, are displayed, creating a digital atmosphere. Six silhouetted figures in business attire stand facing the scale in the foreground, observing the balance between human and AI elements, with a sleek, reflective surface beneath them. The color palette is primarily blue with white highlights, enhancing the futuristic theme.

Approval of AI Systems for Quality Control - Fulfilling Regulatory and Stakeholder Requirements

This project is currently in progress!

Assessing the Potential of Virtual PLC (vPLC) – Business Models and Validation

A humanoid robot with a sleek, white exterior and detailed circuitry is sitting on a modern, reflective surface. The robot is interacting with a series of glowing, high-tech screens that display various scientific images and graphs, including spherical graphics, landscapes, human brains, and abstract data visualizations. The screens are arranged in a grid format, illuminating the cool-toned surroundings with soft blue light. The robot's metallic joints are visible, and it points towards a vivid display of light, suggesting engagement with the information presented. The overall atmosphere is futuristic and technologically advanced.

Assessment of AI Use Cases

A sleek, high-tech battery with illuminated sections is placed prominently on a digital interface. The battery features three cylindrical cells and a central control unit with knobs. Surrounding it are various digital icons representing functions such as charging, diagnostics, and maintenance, displayed in white against a dark, textured background. A finger is positioned near the battery, suggesting interaction with the digital interface. The overall color scheme features cool tones, with glowing blue accents enhancing the futuristic feel.

Battery Configurator

A high-tech laboratory filled with robotic arms and human workers. The scene is illuminated with blue lights and holographic displays. In the foreground, a male worker is interacting with a digital panel while another female worker stands nearby, using a similar device. On the right, a robotic arm is shown conducting a task, emitting a blue spark. In the background, various robotic figures are stationed, some are stationary while others appear actively engaged in work tasks. The floor is glossy and dark, enhancing the futuristic atmosphere of the environment.

baysim – Realization of First-Time-Right Production via Multi-Fidelity Bayesian Optimization

The image features a dark, digital landscape with streams of light flowing through it. At the center, a bright vertical beam of light emerges, surrounded by abstract geometric shapes and icons that represent various forms of data, such as images, graphs, and navigation symbols. The background has a network-like appearance, with fine lines and points of light scattered throughout, mimicking a technological or data-driven environment. Soft blues, whites, and hints of orange are seen within the luminous elements, enhancing the futuristic feel of the scene. Overall, the image conveys a sense of information flow and digital connectivity.

Bioprocess: Dataflow into Database and Analytics

The image depicts a camera focusing on a sleek, ornate bottle with a swirling design, located prominently in the camera’s viewfinder. In the background, an industrial production line is visible, with numerous identical dark bottles arranged in rows. Bright lights illuminate the factory setting, creating a warm, glowing ambiance. The color scheme includes shades of silver and dark tones, emphasizing the reflective texture of the bottle and the metallic surroundings of the factory.

Camera Based Fingerprinting for Individual Asset Recognition

The image features a vibrant laboratory setup with multiple test tubes arranged in a semi-circle at the top, filled with colorful beads in shades of red, blue, purple, and yellow. Below, colorful spheres and strands are suspended in mid-air, illustrating an experiment. A beaker with a dark liquid is positioned to the left, while variously colored granules and pebbles spread across the surface below. A large circular container in the center hosts a base of dark beads. Surrounding elements include test tubes and a lattice of molecular structures, hinting at a scientific exploration of chemistry or biology. The background is a gradient of pale blue, enhancing the vivid colors of the objects.

COFEX - Complex Object Feature EXtraction

A modern laboratory scene with scientists in white lab coats and blue surgical caps working at computer stations. In the foreground, two scientists monitor petri dishes and data on large touchscreen displays. Behind them, multiple cylindrical bioreactors are filled with vibrant liquids and various cultures, including green plant-like structures and suspended particles creating a colorful display. The room is well-lit with bright overhead lights, and several computers are visible, showing analytical data and caution symbols. The overall atmosphere conveys a sense of advanced scientific research and innovation.

continuOpt – Rapidly optimizing continuous and time-dependent production processes

A sleek, modern computer monitor displays a complex array of digital data visualizations and graphs. The screen features various colorful charts, waveforms, and circular diagrams, with a prominent, glowing blue center graphic reminiscent of a galaxy or data hub. At the top left, there’s a numeric display showing "816" and a "heart" symbol with a value of "92.69". The background is a deep blue with subtle glowing connections and symbols, suggesting a high-tech environment. The monitor is positioned on a wooden desk, accompanied by a slim keyboard and a mouse.

Data Quality Assessment

A futuristic computer workspace features a large, high-definition monitor displaying a holographic human face and a stylized hand reaching towards it, surrounded by vibrant data visuals in various shapes and colors. The background is filled with illuminated data racks, casting a tech-savvy ambiance. Beside the monitor, a series of floating digital panels labeled "Real Data" show bar graphs, colorful charts, and other visualizations. The surface of a wooden desk is partially visible, with a sleek keyboard and a mouse positioned neatly. The overall color scheme combines dark tones with bright neon accents, emphasizing a blend of technology and innovation.

Data Synthesis

A robotic arm with a metallic drill head is positioned above a neatly arranged grid of cylindrical batteries on a silver metal surface. A blue laser beam is directed towards one of the batteries, creating a bright spark at the contact point. In the background, a digital display shows various graphs and settings, illuminated by soft lighting that reflects off the metallic surfaces of the workstation. The overall scene conveys a high-tech industrial environment focused on precise manufacturing processes.

Deep Learning-based Visual Inspection

Deployment of machine learning and artificial intelligence solutions in the manufacturing environment

The image depicts a conveyor belt system populated with small potted plants and a series of cameras. Each plant features a lush green top with numerous pointed leaves, housed in simple brown pots. The background is lined with a green-textured surface, enhancing the vibrant colors of the plants. Several shiny, metallic cameras are positioned at various angles, suggesting a theme of photography amidst the greenery. The composition has a clean and orderly appearance, with the plants and cameras systematically arranged along the conveyor belt. The overall color palette is predominantly green, with the metallic cameras adding a contrasting silver tone.

Digital Preharvesting Quality Control in VF-systems

The image features a stylized representation of several golden file folders arranged on a dark surface, suggesting a digital folder system. The folders have white labels and a glowing outline, emphasizing their three-dimensional appearance. Above the folders, small icons resembling files or documents are floating, indicating file activity. In the foreground, there is a sleek, dark surface with key labels, including "Delete," suggesting a digital interface or keyboard layout. The overall color palette is dominated by dark tones with bright highlights, creating a modern and high-tech atmosphere.

Downloadable Testdata

In a modern industrial setting, a large control panel is prominently displayed, featuring multiple digital screens with graphical data and varying statistics, including a green dollar sign icon. Below the screens, there are several colorful knobs, switches, and buttons, mostly in shades of green and black. A worker in a gray jumpsuit, holding a clipboard, is positioned in front of the control panel, focused on the data. In the background, another worker, wearing a yellow hard hat and white protective gear, operates machinery, indicating a busy manufacturing environment. The large factory space is illuminated with overhead lights, accentuating the metal infrastructure and equipment surrounding the panel.

Energy Monitoring System for Industrial Manufacturing

The image depicts a futuristic industrial scene combining biotechnology and sustainable practices. On the left, there are green sprouts and plants growing in a transparent layer of earth, connected by pipes to a main industrial structure in the center. The central structure features tall metallic chimneys, glass tanks filled with green liquid, and a network of intricate pipes. Above, various scientific symbols, like atoms and microorganisms, are illustrated, emanating beams of light towards the structure. The background features a gradient that transitions from light to dark, enhancing the high-tech ambiance of the scene. Several glowing particles and molecular structures float throughout the image, suggesting advanced scientific activity and innovation.

evolve – Cost-efficient Optimization of Production Processes via Multi-objective Bayesian Optimization

The image features a futuristic staircase with a gradient of blue and purple light. Ascending the stairs, various abstract human silhouettes represent different stages of intelligence and knowledge. At the bottom, a figure pours light from their hands, while another figure at the next step gesticulates near a glowing laptop. Higher up, silhouettes show complexities of the human mind, with some adorned with stars and cosmic patterns. At the top, two professionally dressed figures stand beside geometric symbols and abstract designs, suggesting collaboration. The background features a starry space scene, enhancing the theme of enlightenment and evolution.

In 7 steps to a successful AI project

A high-tech manufacturing facility features long rows of robotic arms operating on assembly lines. Each workstation has digital screens displaying data and graphs. Workers in white uniforms and caps monitor the robots and screens. The factory is spacious with large hanging screens showing intricate gears and digital schematics. The floor is marked with yellow hazard stripes. The ambient lighting is bright, emphasizing the modern, efficient workflow of the environment.

Industrialization of Artificial Intelligence in Production

A desktop computer displays a detailed digital interface titled "Use cases." The design features a central black hexagonal block with glowing lines radiating outward, connecting to smaller hexagonal and rectangular icons. These icons showcase various objects like intricate circuits, machinery parts, and stylized representations of technology. The color scheme is predominantly white, grey, and black, with some metallic accents. The workspace in the foreground includes a sleek keyboard, a pen, and a circular object beside the monitor. The overall aesthetic blends modern technology with a clean, minimalist style, set against a softly lit background that emphasizes the screen content.

Intelligent Quality Platform

A sleek, modern laptop sits on a dark surface with a silver and grey tangled wire sculpture in front of it. The laptop screen displays intricate digital graphics, including blueprints of DNA strands, chemical structures, and various data charts. The background features glowing holographic images and symbols related to scientific research. A silver pen and a piece of paper with printed text are also present beside the laptop. The overall color scheme includes dark blue, silver, and hints of light, conveying a high-tech, scientific atmosphere.

Machine Learning for Analyzing Protein Synthesis

A high-tech manufacturing facility featuring several robotic arms positioned along a conveyor belt. The robots are engaged in automated tasks, while a large digital display above shows data analytics and holographic visuals. In the foreground, a person is standing with a tablet, seemingly monitoring the operations. Various crates in the foreground, one orange and one blue, contain different items. The lighting is cool, with a predominance of blue tones enhancing the modern, industrial atmosphere filled with machinery.

Machine Learning for Data-Driven Quality Control

A futuristic industrial scene shows a woman in a white coat standing in front of a large, transparent touchscreen interface displaying various holographic icons and data related to technology and energy. Behind her, a complex machinery landscape features numerous pipes and equipment in metallic tones, indicating a high-tech environment. Colored laser beams—one pink, one green, and one blue—emanate from the touchscreen, creating an interactive visual effect. The background is dimly lit, enhancing the glow of the holographics and the vibrant colors of the lasers. The overall atmosphere is advanced and innovative, suggesting a focus on smart technology and automation.

Machine Sustainability Classification of Production Processes

A futuristic industrial setting featuring large, transparent control units positioned on either side. Each unit has illuminated blue holographic elements, resembling a fountain of data, emanating from a central column. A flowing wave of digital particles connects the two units, symbolizing data transfer. The interior of the units is filled with mechanical components and glowing blue lights. The floor is a smooth gray surface, and overhead, industrial pipes and a well-lit environment create a high-tech atmosphere.

Manufacturer Independent Machine Transferability

The image depicts a futuristic, high-tech laboratory with glowing blue lights. Central to the scene is a transparent container housing a digital representation of a brain, emanating a soft blue glow. Surrounding the container are multiple holographic displays with various data visualizations and technical diagrams. The setting features sleek, metallic surfaces and intricate wiring in the background, enhancing the advanced technological atmosphere. Two figures, dressed in suits, are interacting with the technology, one standing and gazing at the brain, while the other is seated and operating a laptop. The overall ambiance is one of innovation and artificial intelligence.

This project is currently in progress!

Monitoring & Retraining of AI in Production – Successfully operating AI for quality control in the long term

In a modern workshop filled with machinery, a person sits at a desk operating a computer. The desk features a large screen displaying intricate technical diagrams and data analytics related to manufacturing processes. Next to the computer, a tablet shows graphical data over a map. Behind the individual, a CNC machine is engaged in machining a metal component, with metal shavings scattering from the workpiece. Various precision tools and small mechanical parts are arranged on the desk, emphasizing a focus on engineering and design. The workspace is well-lit with large windows allowing natural light, and the overall atmosphere conveys a blend of technology and craftsmanship.

NC Data Analytics

The image depicts a close-up view of a high-tech laser apparatus focused on a circular metallic surface. The laser, shown as a bright beam of blue and purple light, is emanating from a sleek, metallic nozzle. The surface below is textured, featuring intricate patterns that reflect the colors of the laser. Surrounding the focal point, there are concentric rings, indicating the area of laser action, and other metallic components are visible in the background, showcasing a sophisticated technological environment. The overall aesthetic combines a blend of cool metallic shades and vibrant light effects, giving a futuristic appearance.

Predictive Quality and Data-Fusion in Ultra-Short-Pulsed Laser Structuring

The image depicts a large, high-tech industrial facility with various machinery and equipment. In the foreground, two individuals in lab coats are standing at control panels filled with screens displaying digital data and graphics. Above them, a holographic interface showcases gears and dashboards. The facility's interior is bright and spacious, with large windows allowing natural light to flood in. Numerous workers are seen operating machinery on the factory floor, which is arranged in organized rows of industrial equipment. The color scheme consists mainly of cool tones, with blue highlights that add a futuristic feel to the environment.

Production Optimization - Concept for Holistic Optimization of Production

A metallic robotic arm is positioned prominently on a wooden work surface, grasping an electrical plug. Behind it, a large screen displays lines of code, framed in a sleek casing. The background is filled with various technological devices, including control panels with buttons and screens, creating a futuristic lab environment. Brightly colored lights, including a glowing blue element and illuminated bulbs, add a high-tech ambiance. Holographic screens showcase abstract graphics and diagrams floating above the setup, contributing to the sci-fi atmosphere. The entire scene is well-lit, emphasizing the intricate details of the machinery and gadgets.

Seamless AI integration through Plug & Produce approach

The image features a futuristic digital scene within a translucent, rectangular box. At the center, a glowing white tree-like structure emerges, with intricate branches radiating outward, composed of delicate, luminous patterns, surrounded by a starry, nebula-like background. Floating above and around the box are various alphanumeric characters and symbols in a holographic display, suggesting data and information flow. On the right side, a metallic stylus appears poised to interact with a cluster of square circuits and microchips, emphasizing a technological theme. The color palette includes deep blues, purples, and hints of reds, creating a vibrant and immersive atmosphere.

Selection Tool for AutoML-Software Systems

A modern computer monitor displays a high-tech interface featuring various drill bits and cutting tools prominently arranged. The central focus is a large, spiraled drill highlighted against a dark background. To its left, multiple drill bits are vertically aligned, while an assortment of circular saw blade icons appears to the right. Below the tools, a graph showcases fluctuating data lines in bright colors against a digital grid. The monitor is placed on a sleek wooden desk, accompanied by a keyboard and mouse. The scene is illuminated with a soft glow, accentuating the metallic elements of the tools and the monitor’s sleek design.

Web App for Automated Tool Wear Detection and Measurement

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Editorial Notes