US-based solar recycler OnePlanet is advancing a major step for industrial automation in clean energy infrastructure by integrating vision-guided robotics, AI-optimized process control, and high-throughput material handling into its flagship River City recycling facility in Green Cove Springs, Florida. The project, which targets commissioning in the next few years, is designed from the ground up as an automated, industrial-scale operation that can process millions of end-of-life solar modules annually. At full buildout, the plant is expected to handle up to six million panels per year, representing a significant new node in the North American energy manufacturing ecosystem and a concrete example of how robotics and smart automation are being applied to specialized recycling operations. Rather than relying on conventional, labor-intensive manual disassembly lines, OnePlanet is engineering a fully integrated conveyor and robotics system that can deframe, separate, and stage modules for downstream processing with minimal human touch, while maintaining the consistency and quality required for high-value material recovery.

The automation strategy centers on vision-guided robots equipped with advanced sensors, cameras, and image processing software to give the robotic cells the equivalent of industrial "eyes" for handling solar modules that vary widely in size, design, and condition. These robots will perform tasks such as automated deframing, precise cutting, and targeted separation of glass, aluminum frames, junction boxes, and encapsulated cells, before routing the different material streams to specialized processing stations. By using AI-optimized parameters and closed-loop sensing, the system can adapt in real time to differences across panels, including older module designs from early deployment waves and newer high-efficiency formats. This adaptability is crucial for a recycling operation that must handle a heterogeneous inbound flow while still delivering predictable throughput and recovery performance to downstream metallurgy and materials recycling units.

From an industrial automation perspective, OnePlanet’s facility aligns strongly with the Power Generation, Distribution, Switchgears, Relays category, as it supports the lifecycle management of core power-generation assets and helps close material loops for the photovoltaic segment of the energy industry. The plant operates as an industrial node in the broader solar value chain, complementing manufacturing of modules, inverters, and electrical balance-of-system components by creating a consistent, domestic supply of recovered silicon, copper, silver, and aluminum. These recovered materials can then move into existing and future North American manufacturing lines for wafers, conductors, frames, and related components, helping utilities, IPPs, and EPC contractors reduce exposure to volatile international supply chains. In effect, the robotics-enabled recycling infrastructure becomes a distributed, automated resource hub that supports grid decarbonization and long-term asset management strategies for plant operators and utility-scale developers.

The company’s decision to invest heavily in robotics and automated handling is driven by both operational economics and workforce realities common across US manufacturing and processing sectors. Traditional solar panel recycling approaches rely on manual sorting, cutting, and material separation, which are not only slow and ergonomically challenging but also increasingly difficult to staff given tight labor markets and rising fully loaded labor costs in the range often cited for industrial operations. By transitioning core disassembly and transport functions to robots and smart conveyors, OnePlanet aims to lower labor cost per panel, increase line uptime, and reduce the risk of injuries associated with repetitive, heavy, or sharp-material handling tasks. Human operators will focus on system oversight, maintenance, quality control, and process optimization, shifting the workforce profile from manual labor to higher-skilled technical roles aligned with modern automated plant operations.

Technically, the facility represents a combination of industrial automation disciplines typically seen in advanced manufacturing: robotic handling, automated guided conveyance, sensor fusion, machine vision, and supervisory control and data acquisition (SCADA) or MES-level orchestration. Each incoming panel is expected to be scanned, identified, and routed according to predefined recipes based on model, construction, and damage state. Vision systems help robots locate frames, junction boxes, and interconnects, while control logic coordinates motion sequences to minimize cycle time and material loss. Over time, process data from millions of panels will feed continuous improvement programs, with AI-driven analytics refining cutting paths, grip strategies, and sequence timing to further increase throughput and material yield. Such a data-rich environment allows plant management to benchmark asset performance, schedule predictive maintenance on critical robotic cells, and coordinate capacity planning with upstream collection partners and downstream refineries.

For manufacturers, plant operators, and technology vendors across the industrial automation community, OnePlanet’s model illustrates a new application domain where robotics and smart systems are no longer limited to fabrication or assembly but extended into end-of-life asset processing. Solar module recycling is moving from pilot-scale, semi-manual operations to fully engineered plants that resemble high-throughput manufacturing lines, with defined takt times, standard work, and tightly integrated automation layers. This shift creates demand for specialized end-effectors capable of handling glass-laminate composites, ruggedized vision solutions that can operate reliably in dusty environments, and robust motion control platforms that synchronize conveyors, robots, and cutting equipment. It also opens opportunities for system integrators who can connect these hardware layers with MES, ERP, and regulatory reporting systems, ensuring traceability of material flows and compliance with environmental and waste-handling regulations across state and federal jurisdictions.

Strategically, the automation-enhanced River City facility is positioned as part of a broader push to build domestic, circular supply chains for clean energy technologies in the US. With hundreds of millions of modules already installed and deployment accelerating through the 2030s, the volume of end-of-life panels is projected to rise sharply in the coming decade. By actively developing industrial-scale, automated recycling capacity now, OnePlanet and its technology partners aim to get ahead of that curve, providing utilities, IPPs, C&I asset owners, and EPC contractors with a reliable, compliant, and cost-effective outlet for decommissioned assets. This approach reduces pressure on landfills, mitigates environmental risk, and unlocks embedded material value that can be fed back into domestic manufacturing. For industrial automation stakeholders, this is a reference case in how robotics, AI, and integrated controls can fundamentally change the economics and environmental profile of a critical, non-traditional industrial process, pushing the boundaries of what constitutes a modern, automated plant in the era of energy transition.