Driven by global decarbonization goals and large-scale renewable energy deployment, the wind power industry continues to expand rapidly. As turbine capacity increases and offshore wind farms move further into deep-sea environments, the complexity and cost of wind turbine maintenance are rising signi

As industries increasingly shift from reactive maintenance to predictive maintenance (PdM) strategies, real-time equipment health monitoring has become a critical capability. Among the various condition monitoring technologies, oil condition sensors play a pivotal role by providing continuous insigh

In wind turbines, the gearbox is known as the "heart" of the turbine, and its operating status directly determines the power generation efficiency and service life of the entire unit. However, gearboxes operate long-term under harsh conditions including variable loads, wide temperature ran

In modern industrial environments, unexpected equipment failure often originates from microscopic wear processes that remain invisible to traditional monitoring methods. As predictive maintenance becomes a global standard across manufacturing, mining, energy, and heavy industry, the ability to ident

In marine main engines, auxiliary machinery, and large-scale port equipment, lubricating oil plays a far more critical role than simple friction reduction. It functions simultaneously as a cooling medium, a protective layer, and—most importantly—a continuous record of internal machine health. In t

As high-performance servers continue to push rack power density to new limits, liquid cooling is rapidly shifting from an optional solution to large-scale deployment. The industry is undergoing a clear transition: in the early stage, the primary question was “Can we reduce temperature?” Today, the

1. Project BackgroundIn the steel and metallurgical industry, electro-hydraulic (EH) oil systems play a critical role in ensuring the precise and reliable operation of key equipment. EH oil stations typically operate under high pressure, high temperature, and continuous load conditions. As a result,

As smart manufacturing and predictive maintenance continue to accelerate, the operational reliability of large-scale industrial equipment has become a core indicator for cost control, safety, and production continuity. Extensive field experience shows that failures in critical assets such as gearbox

In high-load, continuous coal mine operations, the emulsion pump system plays a critical role in supplying hydraulic fluid to the roof-support units. The reliability of this system directly affects both safety and production efficiency at the working face. When the emulsion pump tank experiences oil