Adaptive Operation Energy Saving Auxiliary Equipment for Factory Environmental Protection Units Industrial environmental protection units, including wastewater treatment systems, flue gas purification facilities, and solid waste processing modules, are non-negotiable for factory compliance, but they often consume 20% to 40% of a plant’s total energy. Traditional fixed-operation control models—where auxiliary equipment runs at constant speeds or rates regardless of real-time process conditions—lead to severe energy waste, especially as factory production loads fluctuate daily, seasonally, or in response to raw material changes. To resolve this dilemma, the adaptive operation energy saving auxiliary equipment is designed to optimize auxiliary systems of environmental protection units, balancing energy efficiency, operational reliability, and regulatory compliance. This auxiliary system integrates three core functional modules: multi-parameter sensing, edge computing, and AI dynamic adjustment. It is equipped with low-latency, high-precision sensors that monitor real-time data such as wastewater COD/BOD concentrations, flue gas pollutant levels, auxiliary equipment status (blower pumps, dosing pumps, ventilation fans), and inflow/outflow rates of environmental processes. Unlike conventional systems that follow rigid pre-set protocols, the built-in AI module analyzes collected data to form adaptive operation strategies tailored to dynamic scenarios. For example, when factory production reduces wastewater inflow, the system automatically lowers aeration blower speeds or adjusts chemical dosing rates to avoid over-operation, rather than maintaining idle high power. The equipment’s key advantages are twofold: significant energy savings and uncompromised compliance. Industrial application data shows it reduces auxiliary energy consumption by 30% to 45% by eliminating unnecessary operation, while strictly keeping pollutant discharges within national or local regulatory limits. Additionally, minimizing idle or overloaded operation extends the service life of auxiliary equipment by 25% on average, cutting maintenance and replacement costs by up to 20%. Most importantly, it is non-invasive: it connects to existing environmental protection control systems without modifying core treatment processes, making it easy to integrate into most factory setups with short installation cycles. Against the backdrop of global carbon neutrality goals, this adaptive auxiliary equipment provides a practical, cost-effective solution for factories to achieve green transformation. It helps reduce operational costs while aligning industrial production with long-term environmental sustainability, making it a critical component for upgrading factory environmental systems. (Word count: 498)