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Verdigris Technologies > 实例探究 > Cutting-Edge Manufacturing Made More Efficient with AI Smart Meters

Cutting-Edge Manufacturing Made More Efficient with AI Smart Meters

Verdigris Technologies Logo
公司规模
Large Corporate
地区
  • America
国家
  • United States
产品
  • Verdigris AI Energy Meters
  • Verdigris Dashboard
技术栈
  • AI Energy Meters
  • Smart Sensors
  • High-Frequency Energy Data Sampling
实施规模
  • Enterprise-wide Deployment
影响指标
  • Cost Savings
  • Energy Saving
  • Productivity Improvements
技术
  • 分析与建模 - 预测分析
  • 功能应用 - 远程监控系统
适用行业
  • 建筑与基础设施
适用功能
  • 设施管理
  • 维护
用例
  • 预测性维护
  • 能源管理系统
  • 机器状态监测
服务
  • 系统集成
  • 数据科学服务
关于客户
Katerra is a company dedicated to revolutionizing the building design and construction industry through the use of modern technology. Their advanced manufacturing factory in Tracy, CA, spans 577,000 square feet and is equipped with state-of-the-art manufacturing equipment. At full capacity, the factory is capable of producing the equivalent of 12,500 multifamily units annually. Katerra is committed to sustainability and energy efficiency, as evidenced by their installation of a 1.117 MW solar array to offset a significant portion of the factory's energy use. The company is focused on optimizing every aspect of their construction and manufacturing processes to reduce their carbon footprint and enhance operational efficiency.
挑战
Katerra, a company focused on optimizing building design and construction, faced the challenge of measuring and reducing the energy impact and carbon footprint across their construction and manufacturing processes. Their Tracy, CA factory, equipped with advanced manufacturing equipment, aimed to produce 12,500 multifamily units a year. To offset energy use, a 1.117 MW solar array was installed. However, to further enhance energy efficiency and sustainability, Katerra sought a solution to monitor and manage energy consumption more effectively. The need was to identify energy usage anomalies, phase imbalances, and equipment inefficiencies to prevent energy waste and reduce operational costs.
解决方案
To address their energy management challenges, Katerra partnered with Verdigris to implement an advanced AI-driven energy monitoring solution. Verdigris installed six AI energy meters and 216 smart sensors across six electrical panels and 72 circuit breakers at Katerra's Tracy factory. The installation process was efficient, taking only 8.7 hours, significantly less than typical submetering installations. The system provided real-time, granular energy data, enabling Katerra to monitor energy consumption at each phase of each circuit. Verdigris' AI utilized high-frequency energy data sampling to classify end-use categories such as lighting, HVAC, and automation equipment. By analyzing 21 days of energy data, the AI accurately labeled 98.9% of energy usage, allowing Katerra to identify and address energy inefficiencies effectively.
运营影响
  • Verdigris' system detected energy usage anomalies, such as dust collectors running overnight, allowing Katerra to take corrective action and prevent unnecessary energy costs.
  • The AI identified phase imbalances in motor loads, enabling Katerra to address the issue proactively and avoid equipment downtime and energy waste.
  • Verdigris' granular energy data helped detect compressor short-cycling, revealing minor leakages and preventing equipment stress and inefficiency.
数量效益
  • 98.9% accuracy in labeling energy usage.
  • Installation time reduced to 8.7 hours, significantly less than typical installations.
  • 1.117 MW solar array installed to offset energy use.

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