{"id":89705,"date":"2026-09-18T11:00:00","date_gmt":"2026-09-18T09:00:00","guid":{"rendered":"https:\/\/www.comau.com\/?p=89705"},"modified":"2026-09-18T10:26:38","modified_gmt":"2026-09-18T08:26:38","slug":"beyond-fat-and-sat-why-cell-handling-stability-is-won-in-production","status":"publish","type":"post","link":"https:\/\/www.comau.com\/en\/2026\/09\/18\/beyond-fat-and-sat-why-cell-handling-stability-is-won-in-production\/","title":{"rendered":"Beyond fat and sat, why cell handling stability is won in production?"},"content":{"rendered":"\n<p>A routine night shift. A &#8220;pick failure&#8221; alarm flashes on the MES dashboard. The robot executes its programmed motion perfectly, yet the cell is not picked. The cause is almost impossible to detect: a sub-millimeter positional deviation. Small enough to remain unnoticed during validation, but significant enough to interrupt production.<\/p>\n\n\n\n<p>The line had already passed its <strong>Factory Acceptance Test (FAT) <\/strong>under controlled conditions, and its <strong>Site Acceptance Test (SAT)<\/strong>, which validated short-term dynamic performance at full cycle time on the plant floor. Yet, passing SAT only proves that a line can run dynamically for hours, it does not guarantee performance over months.<\/p>\n\n\n\n<p>Once a battery line enters continuous operation, it faces a much more demanding reality: changing cell batches, continuous high-speed motion, mechanical stress, and process variation. Minor deviations that remain invisible during short-term FAT\/SAT runs gradually accumulate, leading to unstable handling, positioning drift, and unexpected downtime.<\/p>\n\n\n\n<p><strong>This reveals a fundamental challenge in battery manufacturing: a system that performs flawlessly during commissioning must continue delivering the same reliability after hundreds of thousands or even millions of cycles.<\/strong><\/p>\n\n\n\n<p>The question is no longer whether an automated system can perform the task once. The real challenge is whether it can maintain precision and consistency throughout production.<\/p>\n\n\n\n<p>Archiving this requires more than optimizing individual components. It requires a system-level approach that considers contact behavior, mechanical design, and control strategy as one integrated solution.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-c2b2a1f5ff88e5dc67107753d49b4bb8\" style=\"color:#0046ad\"><strong>Challenge 1: When Friction Meets Production Speed<\/strong><\/h3>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>A gripper that performs consistently at low speed can still experience intermittent failures once production reaches full cycle &#8211; even with the same robot, tooling, and control program. Why? Because reliable handling is not determined by positioning accuracy alone. It depends on how the gripper, the cell surface, and the motion dynamics interact during every cycle.<\/p>\n\n\n\n<p>Cell coatings, surface roughness, material variation, and environmental conditions all influence friction behavior. During initial FAT or short SAT trials, these differences may appear negligible. But in production speed, rapid acceleration and deceleration leave very little margin for error.<\/p>\n\n\n\n<p>A small slip at the contact interface can accumulate into positional deviation, eventually resulting in unstable picks and production interruptions.<\/p>\n\n\n\n<p>The solution is not simply applying more gripping force.<\/p>\n\n\n\n<p>Excessive force can introduce new risks, including cell deformation, surface damage, and additional mechanical stress. Reliable handling comes from creating predictable contact behavior.<\/p>\n\n\n\n<p>This requires designing the gripper as part of a complete mechatronic system, where contact materials, geometry, and robot motion strategy work together. Comau applies this approach by:<\/p>\n\n\n\n<p>\u2022 Selecting contact materials (e.g., polyurethane, silicone, PEEK) based on tribological properties and specific cell characteristics.<\/p>\n\n\n\n<p>\u2022 Engineering contact geometry to improve friction consistency while reducing localized stress.<\/p>\n\n\n\n<p>\u2022 Balancing pressure distribution across the gripping interface.<\/p>\n\n\n\n<p>\u2022 Adjusting motion profiles to minimize inertial disturbances during acceleration and deceleration.<\/p>\n\n\n\n<p>The result is a handling system that remains reliable not only under controlled validation conditions, but also across different cell batches and production speeds.<\/p>\n\n\n\n<p>But securing a stable pick is only the first step. In high-volume battery manufacturing, precision must also survive time.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-6f9bd9de369d040d7167f5b8a5b50b84\" style=\"color:#0046ad\"><strong>Challenge 2: When Precision Meets Millions of Cycles<\/strong><\/h3>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>An end-effector can demonstrate excellent positioning accuracy during FAT and SAT, yet begin to experience drift after months of continuous production.<\/p>\n\n\n\n<p>The robot itself may still remain within its specified accuracy range. The real challenge lies in the long-term behavior of the mechanical structure.<\/p>\n\n\n\n<p>Every pick-and-place cycle introduces dynamic loads into the end-effector. A single cycle creates almost no visible impact, but millions of repetitions can gradually influence mounting interfaces, support structures, and critical components.&nbsp;<\/p>\n\n\n\n<p>These microscopic changes are difficult to detect during initial validation. Over time, however, they accumulate into measurable deformation and positioning drift.<\/p>\n\n\n\n<p>Traditional validation confirms whether a structure meets stiffness and accuracy requirements at the beginning of operation. But production demands a different question: How will the system perform after millions of cycles?<\/p>\n\n\n\n<p>This is why Comau integrates simulation-driven engineering from the earliest design stages.<\/p>\n\n\n\n<p>Through Finite Element Analysis (FEA) and Multi-Body Dynamics (MBD), potential risks can be identified before physical validation, including:<\/p>\n\n\n\n<p>\u2022 Structural rigidity under dynamic loads.<\/p>\n\n\n\n<p>\u2022 Stress concentration in critical components.<\/p>\n\n\n\n<p>\u2022 Vibration response at high-speeds.<\/p>\n\n\n\n<p>\u2022 Potential deformation trends over the equipment lifecycle.<\/p>\n\n\n\n<p><strong>This approach shifts engineering from reactive correction to proactive optimization. The goal is not only to achieve precision at startup, but to design a structure capable of maintaining that precision throughout years of high-volume production.<\/strong><\/p>\n\n\n\n<p>Yet even a mechanically optimized system has limits. To achieve long-term reliability, hardware and software must work together as one.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-ef139c004aa70d406cf9877940f1351b\" style=\"color:#0046ad\"><strong>Challenge 3: When Software Meets Its Physical Limits<\/strong><\/h3>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>On the plant floor, it is common to see engineers continuously adjusting parameters to maintain stable performance. Motion profiles are fine-tuned, control strategies are retuned, compensation is added for variations between different cell batches.<\/p>\n\n\n\n<p>But software cannot solve every problem. The issue is not that control algorithms lack capability. The deeper challenge is that software is sometimes asked to compensate for limitations originating in the physical system.<\/p>\n\n\n\n<p>Control strategies can effectively manage predictable disturbances, but they cannot fully eliminate instability caused by insufficient stiffness, unfavorable mechanical dynamics, or structural limitations.<\/p>\n\n\n\n<p>A system operating close to its physical boundaries will always be more difficult to control, and more sensitive to production variation.<\/p>\n\n\n\n<p>This is why Comau adopts an integrated mechatronic co-design approach, bringing mechanical and control engineering together from the beginning.<\/p>\n\n\n\n<p><strong>Through simulation, analysis, and optimization, both disciplines work toward the same goal: creating a system where hardware provides the right physical foundation and software enhances its performance. <\/strong>This ensures:<\/p>\n\n\n\n<p>\u2022 The mechanical structure delivers the stiffness required for high-speed operation.<\/p>\n\n\n\n<p>\u2022 System behavior remains predictable and controllable.<\/p>\n\n\n\n<p>\u2022 Control and vibration suppression strategies can achieve maximum effectiveness.<\/p>\n\n\n\n<p>By engineering systems where hardware and software reinforce each other, Comau delivers automated solutions that rely not on software compensation, but on inherent design stability.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-4d060a0cdb4ec543abfffd0ffe97c0a2\" style=\"color:#0046ad\"><strong>One Principle, Different Cell Realities<\/strong><\/h3>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>A system-level approach provides the foundation for reliable handling, but the implementation cannot be identical across all battery cell formats. There is no one-size-fits-all solution.<\/p>\n\n\n\n<p>Each cell type introduces different mechanical characteristics, process requirements, and handling risks.<\/p>\n\n\n\n<p><em><strong>Cylindrical Cells: Optimizing for Speed and Throughput<\/strong><\/em><\/p>\n\n\n\n<p>With cylindrical cells, the primary challenge is maintaining precision at extremely high production rates.<\/p>\n\n\n\n<p>The solution requires lightweight, low-inertia end-effectors designed for rapid response and stable handling at speeds exceeding 500 PPM.<\/p>\n\n\n\n<p><em><strong>Pouch Cells: Controlling Deformation Through Contact Management<\/strong><\/em><\/p>\n\n\n\n<p>Due to their flexible structure, pouch cells are particularly sensitive to deformation.<\/p>\n\n\n\n<p>The priority is not applying maximum gripping force, but achieving uniform pressure distribution to maintain stability while protecting the cell integrity.<\/p>\n\n\n\n<p><em><strong>Prismatic Cells: Balancing Secure Handling and Protection<\/strong><\/em><\/p>\n\n\n\n<p>Prismatic cells require a careful balance between reliable transport and structural protection.<\/p>\n\n\n\n<p>The end-effector must provide sufficient control while avoiding localized stress that could affect cell quality.<\/p>\n\n\n\n<p><em><strong>Blade Cells: Supporting High-Aspect-Ratio Structures<\/strong><\/em><\/p>\n\n\n\n<p>The elongated geometry of blade cells creates additional sensitivity to bending and deformation.<\/p>\n\n\n\n<p>Here, the end-effector acts as a dynamic support system, using coordinated multi-point contact to control structural behavior throughout the handling process.<\/p>\n\n\n\n<p>Regardless of cell format, the principle remains the same: lasting performance begins with understanding the physics behind the process.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-f50ab7779bc59f92fb2a151867b50cdd\" style=\"color:#0046ad\"><strong>Engineering Reliability for the Long Run<\/strong><\/h3>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>In battery manufacturing, success is not defined by a single successful pick, a completed FAT\/SAT, or a smooth production launch.<\/p>\n\n\n\n<p>True performance is measured over time. From the first cycle to the millionth, long-term performance depends on controlling every interaction within the system, from the contact interface and mechanical structure to intelligent control.<\/p>\n\n\n\n<p>In the era of high-volume battery production, the ultimate challenge is not achieving precision once. It is making precision last.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A routine night shift. A &#8220;pick failure&#8221; alarm flashes on the MES dashboard. The robot executes its programmed motion perfectly, yet the cell is not picked. The cause is almost impossible to detect: a sub-millimeter positional deviation. Small enough to remain unnoticed during validation, but significant enough to interrupt production. The line had already passed [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":89701,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"ep_exclude_from_search":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-89705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-highlights"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Comau Battery Know-How<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.comau.com\/en\/2026\/09\/18\/beyond-fat-and-sat-why-cell-handling-stability-is-won-in-production\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comau Battery Know-How\" \/>\n<meta property=\"og:description\" content=\"A routine night shift. 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A &#8220;pick failure&#8221; alarm flashes on the MES dashboard. The robot executes its programmed motion perfectly, yet the cell is not picked. The cause is almost impossible to detect: a sub-millimeter positional deviation. Small enough to remain unnoticed during validation, but significant enough to interrupt production. 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