Ensuring safety in cyber-physical systems starts with understanding how they behave. 🌐 In this blog, 3Laws highlights the critical role of system characterization in building reliable and effective automation. By predicting responses and managing uncertainties, this approach lays the groundwork for safer operations. Read here: https://lnkd.in/gKuQBDQV #SystemSafety #CyberPhysicalSystems #Automation
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      When AI motion detection floods you with false alarms, it's time to rethink your security strategy. Relying solely on AI for motion detection in busy environments creates a flood of false positives. This overloads your attention and dilutes the effectiveness of your security systems. A smarter approach combines discreet physical sensors-like laser trip wires-with AI agents that don’t just detect motion but validate and contextualize alerts. This hybrid setup reduces noise and enables actionable workflows. You get precision, automation, and real-world reliability. Have you experimented with hybrid sensor setups in your automation projects? Send a DM or share your experience below! To view or add a comment, sign in 
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      Connect a simple project to a complex application and use relevant hashtags to maximize reach among professionals. An LED today, a robotic tomorrow. Powerful systems are built on simple principles. #Engineering #Logic #Technology To view or add a comment, sign in 
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      Our Approach: Unified Stack: We integrate infrastructure, AI, automation, robotics, and communications into one seamless system. Outcome-First Design: Every engagement starts with KPIs that matter uptime, throughput, safety, cost efficiency, and trust. Security by Default: We embed resilience and compliance into every layer of the solution. Human-Centered Delivery: We design workflows, interfaces, and narratives that empower real teams, not just technical systems. To view or add a comment, sign in 
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      𝗪𝗮𝗻𝘁 𝘁𝗼 𝗶𝗺𝗽𝗿𝗼𝘃𝗲 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗻𝘀𝗶𝘃𝗲 𝘀𝘆𝘀𝘁𝗲𝗺 𝘂𝗽𝗴𝗿𝗮𝗱𝗲𝘀? Every manufacturer fights hidden inefficiencies — false triggers, undetected jams, and micro-stoppages that quietly drain throughput. 𝗗𝗮𝗲𝗺𝗼𝗻 𝗔𝗜 𝗰𝗵𝗮𝗻𝗴𝗲𝘀 𝘁𝗵𝗮𝘁. It continuously monitors your production line in real time — detecting faults, misalignments, and bottlenecks before they escalate. And through PLC integration, it can automate control — slowing, stopping, or rerouting material to maintain continuous flow. 𝗛𝗲𝗿𝗲’𝘀 𝗵𝗼𝘄 𝗗𝗮𝗲𝗺𝗼𝗻 𝗔𝗜 𝗯𝗼𝗼𝘀𝘁𝘀 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: ⚙️ 𝗟𝗼𝗰𝗮𝗹 𝗲𝗱𝗴𝗲 𝗽𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 — No cloud dependence ⚙️ 𝗣𝗟𝗖 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 — Automates control and responses instantly ⚙️ 𝗘𝘅𝗶𝘀𝘁𝗶𝗻𝗴 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 — Works with your current IP cameras and systems ⚙️ 𝗔𝗱𝗮𝗽𝘁𝗶𝘃𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 — Improves accuracy and performance over time ⚙️ 𝗥𝗲𝗮𝗹-𝘁𝗶𝗺𝗲 𝗱𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 — Finds faults, jams, and slowdowns before they cause downtime The result: 𝗠𝗮𝗶𝗻𝘁𝗮𝗶𝗻 𝗰𝗼𝗻𝘁𝗶𝗻𝘂𝗼𝘂𝘀 𝗳𝗹𝗼𝘄, 𝗿𝗲𝗱𝘂𝗰𝗲 𝗱𝗼𝘄𝗻𝘁𝗶𝗺𝗲, 𝗮𝗻𝗱 𝗶𝗺𝗽𝗿𝗼𝘃𝗲 𝗼𝘂𝘁𝗽𝘂𝘁 — all without costly system upgrades. Smarter efficiency starts here. 👉 Learn more at 𝗱𝗮𝗲𝗺𝗼𝗻𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻.𝗰𝗼𝗺 #IndustrialAutomation #EdgeAI #SmartManufacturing #WoodProcessing #Industry40 #AI #EdgeComputing #ManufacturingEfficiency To view or add a comment, sign in 
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      📡 Comprehensive Overview of Sensor Data Conditioning Methods ⚙️🔍 In today’s smart and connected systems, raw sensor outputs 🧭 are just the beginning — what truly matters is how they’re refined and made usable. Sensor Data Conditioning acts as the 🧠 bridge between the physical world and digital intelligence, transforming imperfect signals into precise, stable, and actionable data. Through steps like 🔊 signal amplification, 🌊 noise filtering, 📈 linearization, 🧮 digitization, and 🌡️ temperature & drift compensation, engineers ensure that every reading is accurate and trustworthy. These processes form the backbone of advanced applications such as 🚗 ADAS, 🤖 autonomous systems, and 🔧 predictive diagnostics, where precision, reliability, and response speed determine success. ✨ Condition well. Measure right. Decide smarter. To view or add a comment, sign in 
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      AI agents are transforming how we build and scale intelligent systems. The key is understanding when to use autonomous decision-making vs. traditional automation. Smart leaders are already combining both approaches for maximum impact. 🚀 #AIAgents #AgenticAI #DigitalTransformation #FutureOfWork Executive Director - Enterprise GenAI Architect @ Wells Fargo | Intelligent Process automation Expert | AI Strategist | AI Ethics and Governance | Process Transformation and Optimization 𝐖𝐡𝐚𝐭 𝐞𝐱𝐚𝐜𝐭𝐥𝐲 𝐢𝐬 𝐚𝐧 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭 — 𝐚𝐧𝐝 𝐡𝐨𝐰 𝐝𝐨𝐞𝐬 𝐢𝐭 𝐰𝐨𝐫𝐤? 𝘈𝘐 𝘈𝘨𝘦𝘯𝘵𝘴 𝘢𝘳𝘦 𝘢𝘶𝘵𝘰𝘯𝘰𝘮𝘰𝘶𝘴 𝘴𝘺𝘴𝘵𝘦𝘮𝘴 𝘵𝘩𝘢𝘵 𝘱𝘦𝘳𝘤𝘦𝘪𝘷𝘦 𝘵𝘩𝘦𝘪𝘳 𝘦𝘯𝘷𝘪𝘳𝘰𝘯𝘮𝘦𝘯𝘵, 𝘮𝘢𝘬𝘦 𝘥𝘦𝘤𝘪𝘴𝘪𝘰𝘯𝘴, 𝘢𝘯𝘥 𝘢𝘤𝘵 𝘵𝘰 𝘢𝘤𝘩𝘪𝘦𝘷𝘦 𝘴𝘱𝘦𝘤𝘪𝘧𝘪𝘤 𝘨𝘰𝘢𝘭𝘴 — 𝘢𝘭𝘭 𝘸𝘪𝘵𝘩 𝘮𝘪𝘯𝘪𝘮𝘢𝘭 𝘩𝘶𝘮𝘢𝘯 𝘪𝘯𝘵𝘦𝘳𝘷𝘦𝘯𝘵𝘪𝘰𝘯. 𝘛𝘩𝘦𝘺 𝘤𝘰𝘮𝘣𝘪𝘯𝘦 𝘵𝘰𝘰𝘭𝘴 𝘭𝘪𝘬𝘦 𝘓𝘓𝘔𝘴, 𝘈𝘗𝘐𝘴, 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮𝘴, 𝘢𝘯𝘥 𝘐𝘰𝘛 𝘴𝘦𝘯𝘴𝘰𝘳𝘴 𝘵𝘰 𝘪𝘯𝘵𝘦𝘳𝘱𝘳𝘦𝘵 𝘥𝘢𝘵𝘢, 𝘮𝘢𝘬𝘦 𝘪𝘯𝘧𝘰𝘳𝘮𝘦𝘥 𝘤𝘩𝘰𝘪𝘤𝘦𝘴, 𝘢𝘯𝘥 𝘤𝘰𝘯𝘵𝘪𝘯𝘶𝘰𝘶𝘴𝘭𝘺 𝘪𝘮𝘱𝘳𝘰𝘷𝘦 𝘵𝘩𝘳𝘰𝘶𝘨𝘩 𝘧𝘦𝘦𝘥𝘣𝘢𝘤𝘬. 𝘏𝘦𝘳𝘦’𝘴 𝘢 𝘲𝘶𝘪𝘤𝘬 𝘣𝘳𝘦𝘢𝘬𝘥𝘰𝘸𝘯 𝘧𝘳𝘰𝘮 𝘵𝘩𝘦 𝘷𝘪𝘴𝘶𝘢𝘭 𝘢𝘣𝘰𝘷𝘦: 𝘏𝘰𝘸 𝘈𝘐 𝘈𝘨𝘦𝘯𝘵𝘴 𝘞𝘰𝘳𝘬: 𝘛𝘩𝘦𝘺 𝘱𝘳𝘰𝘤𝘦𝘴𝘴 𝘶𝘴𝘦𝘳 𝘪𝘯𝘱𝘶𝘵, 𝘢𝘤𝘤𝘦𝘴𝘴 𝘮𝘦𝘮𝘰𝘳𝘺, 𝘥𝘦𝘭𝘦𝘨𝘢𝘵𝘦 𝘵𝘢𝘴𝘬𝘴, 𝘢𝘯𝘥 𝘪𝘯𝘵𝘦𝘳𝘢𝘤𝘵 𝘸𝘪𝘵𝘩 𝘵𝘩𝘦𝘪𝘳 𝘦𝘯𝘷𝘪𝘳𝘰𝘯𝘮𝘦𝘯𝘵. 𝘛𝘺𝘱𝘦𝘴 𝘰𝘧 𝘈𝘨𝘦𝘯𝘵𝘴: 𝘍𝘳𝘰𝘮 𝘴𝘪𝘮𝘱𝘭𝘦 𝘳𝘦𝘧𝘭𝘦𝘹 𝘢𝘨𝘦𝘯𝘵𝘴 𝘳𝘦𝘢𝘤𝘵𝘪𝘯𝘨 𝘵𝘰 𝘳𝘶𝘭𝘦𝘴 → 𝘵𝘰 𝘭𝘦𝘢𝘳𝘯𝘪𝘯𝘨 𝘢𝘨𝘦𝘯𝘵𝘴 𝘵𝘩𝘢𝘵 𝘦𝘷𝘰𝘭𝘷𝘦 𝘰𝘷𝘦𝘳 𝘵𝘪𝘮𝘦. 𝘚𝘺𝘴𝘵𝘦𝘮 𝘈𝘳𝘤𝘩𝘪𝘵𝘦𝘤𝘵𝘶𝘳𝘦: 𝘛𝘩𝘦𝘺 𝘤𝘢𝘯 𝘧𝘶𝘯𝘤𝘵𝘪𝘰𝘯 𝘢𝘴 𝘴𝘪𝘯𝘨𝘭𝘦 𝘢𝘨𝘦𝘯𝘵𝘴 (𝘭𝘪𝘬𝘦 𝘚𝘪𝘳𝘪 𝘰𝘳 𝘊𝘩𝘢𝘵𝘎𝘗𝘛), 𝘮𝘶𝘭𝘵𝘪-𝘢𝘨𝘦𝘯𝘵 𝘴𝘺𝘴𝘵𝘦𝘮𝘴 (𝘢𝘶𝘵𝘰𝘯𝘰𝘮𝘰𝘶𝘴 𝘧𝘭𝘦𝘦𝘵𝘴), 𝘰𝘳 𝘩𝘶𝘮𝘢𝘯-𝘮𝘢𝘤𝘩𝘪𝘯𝘦 𝘤𝘰𝘭𝘭𝘢𝘣𝘰𝘳𝘢𝘵𝘰𝘳𝘴 (𝘈𝘐-𝘱𝘰𝘸𝘦𝘳𝘦𝘥 𝘴𝘶𝘱𝘱𝘰𝘳𝘵 𝘣𝘰𝘵𝘴). 𝘈𝘐 𝘈𝘨𝘦𝘯𝘵𝘴 𝘢𝘳𝘦 𝘳𝘢𝘱𝘪𝘥𝘭𝘺 𝘣𝘦𝘤𝘰𝘮𝘪𝘯𝘨 𝘵𝘩𝘦 𝘤𝘰𝘳𝘦 𝘰𝘧 𝘪𝘯𝘵𝘦𝘭𝘭𝘪𝘨𝘦𝘯𝘵 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 — 𝘳𝘦𝘴𝘩𝘢𝘱𝘪𝘯𝘨 𝘩𝘰𝘸 𝘴𝘰𝘧𝘵𝘸𝘢𝘳𝘦, 𝘥𝘦𝘷𝘪𝘤𝘦𝘴, 𝘢𝘯𝘥 𝘩𝘶𝘮𝘢𝘯𝘴 𝘪𝘯𝘵𝘦𝘳𝘢𝘤𝘵. 𝘞𝘩𝘢𝘵’𝘴 𝘺𝘰𝘶𝘳 𝘵𝘢𝘬𝘦 — 𝘸𝘪𝘭𝘭 𝘈𝘐 𝘢𝘨𝘦𝘯𝘵𝘴 𝘳𝘦𝘱𝘭𝘢𝘤𝘦 𝘵𝘳𝘢𝘥𝘪𝘵𝘪𝘰𝘯𝘢𝘭 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 𝘴𝘺𝘴𝘵𝘦𝘮𝘴, 𝘰𝘳 𝘸𝘪𝘭𝘭 𝘵𝘩𝘦𝘺 𝘢𝘶𝘨𝘮𝘦𝘯𝘵 𝘵𝘩𝘦𝘮? #𝘈𝘐 #𝘈𝘐𝘈𝘨𝘦𝘯𝘵 #𝘈𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 #𝘈𝘳𝘵𝘪𝘧𝘪𝘤𝘪𝘢𝘭𝘐𝘯𝘵𝘦𝘭𝘭𝘪𝘨𝘦𝘯𝘤𝘦 #𝘛𝘦𝘤𝘩𝘐𝘯𝘯𝘰𝘷𝘢𝘵𝘪𝘰𝘯 #𝘔𝘢𝘤𝘩𝘪𝘯𝘦𝘓𝘦𝘢𝘳𝘯𝘪𝘯𝘨 To view or add a comment, sign in 
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      AI cameras are doing more than just recording. They’re transforming how businesses operate, creating safer, smarter, and more efficient environments across industries. From improving security and quality control to driving data-informed decisions, companies are finding real, measurable value in AI-powered vision systems. Here are five real-world ways AI cameras are changing the game. Read the full list here ➡️ https://lnkd.in/gDaxxafZ #SpectrumVoIP #AICameras #Innovation #BusinessTechnology #Automation #SmartSolutions To view or add a comment, sign in 
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      💻⚡️📷 From PLCs to AI: Real-time Bottle Detection with a Custom YOLO Model In industrial automation, cameras are becoming just as important as sensors. In this project, I trained and implemented a custom object detection model to recognize and analyze bottles moving on a conveyor line. The model detects three elements in real time: the bottle, the label, and the cap. The goal was to simulate a vision-based inspection system that could be used for: detecting missing labels or caps, verifying product integrity, enabling smarter quality control directly on the line. What’s special here is that the model wasn’t downloaded or pre-trained for this task - it was custom-built and trained from scratch for this exact application. That means it understands the specific environment, lighting conditions, and product variations of this production setup. AI and computer vision are not replacing traditional automation - they’re becoming its new layer of intelligence. Combining classic PLC logic with real-time vision data opens up new possibilities for autonomous decision-making, predictive quality, and continuous process improvement. 💡 Question: Have you ever tried integrating vision systems or AI models into your automation projects? Where do you see the biggest potential for this kind of technology on the shop floor? #ai #computervision #automation #industrialautomation #machinelearning #yolo #deeplearning #qualitycontrol #smartfactory #plc #visioninspection #mechatronics To view or add a comment, sign in 
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      One of the things I value about working at OMRON is being part of innovations like this: our new AI Defect Inspection Algorithm. It brings together the best of both worlds: The judgment of a skilled inspector and the speed of automation: ✅ Detects complex defects ✅ Adapts to variations in real production ✅ Cuts setup time dramatically 💡 A proud moment for our team and for manufacturers looking for smarter, faster inspection. More here: https://lnkd.in/eNHPBxA8 #Inspection #ArtificialIntelligence #Automation #MachineVision #QualityControl To view or add a comment, sign in 
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      One of the things I value about working at OMRON is being part of innovations like this: our new AI Defect Inspection Algorithm. It brings together the best of both worlds: The judgment of a skilled inspector and the speed of automation: ✅ Detects complex defects ✅ Adapts to variations in real production ✅ Cuts setup time dramatically 💡 A proud moment for our team and for manufacturers looking for smarter, faster inspection. More here: https://lnkd.in/eNHPBxA8 #Inspection #ArtificialIntelligence #Automation #MachineVision #QualityControl To view or add a comment, sign in 
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