— Integrating Nanomaterials, Intelligent Monitoring, and Circular Economy Practices
1. Technical Background and Needs Analysis
Traditional power plant filtration systems often face challenges such as inadequate filtration precision (e.g., hydraulic oil cleanliness levels of NAS 8-10), high maintenance costs (with annual downtime exceeding 200 hours), and significant resource wastage (with waste oil recovery rates below 30%). As the power industry transitions towards smarter and greener operations, there is an urgent need to develop new filtration systems that offer high precision, low energy consumption, and comprehensive lifecycle management. This proposal integrates nanomaterials, AI prediction, IoT, and membrane separation technologies to comprehensively upgrade the treatment of hydraulic oil, lubricating oil, and wastewater.
2. Core System Design
(a) Innovations in Nanofiber Filtration Technology
Material Advancements
Gradient Composite Filter Elements: Utilizing polyimide (PI)-based nanofiber membranes (diameter of 300nm) developed by Qilu University of Technology, enhanced with ZIF-8 modification, achieving a filtration efficiency of 99.9% for particles sized 0.3-3μm, with a pressure drop below 70Pa and temperature resistance up to 350°C.
Superhydrophobic Structures: Developed by the Institute of Urban Environment, Chinese Academy of Sciences, these fluorinated polyvinylidene fluoride-hexafluoropropylene copolymer/silica composite materials feature surface roughness and low surface energy, enabling automatic separation of water from oil. After cleaning, performance recovery exceeds 95%.
Intelligent Backwashing: Employing the Bernoulli principle to optimize fluid pathways, combined with high-pressure pulse cleaning (at 50MPa), extending filter lifespan to three times that of traditional filters.
(b) Advanced Purification through Electrosorption and Membrane Separation
Electrosorption Desalination Technology
EST System: In wastewater treatment, electrosorption modules separate calcium and magnesium ions under an electric field, with energy consumption below 2.01kWh/m³ and wastewater recovery rates exceeding 75%. Wikipedia
Integration with Reverse Osmosis: For high-salinity wastewater (e.g., desulfurization wastewater), combining microwave-efficient precipitation with extreme separation systems achieves zero discharge and recovers sodium chloride, saving approximately 4 million RMB annually in chemical costs.
Integrated Membrane Applications
Ultrafiltration (UF): Removes colloids and microorganisms from hydraulic oil, with a molecular weight cutoff of 100,000 Da.
Nanofiltration (NF): Separates small molecular contaminants in oil, such as degradation products in PAO synthetic oils.
Reverse Osmosis (RO): Achieves deep desalination, producing water with conductivity below 300μS/cm, suitable for boiler feedwater requirements.
(c) Intelligent Monitoring and Predictive Maintenance
Real-Time Comprehensive Parameter Sensing
Multidimensional Sensors:
Particle Counters: Measure oil cleanliness (per ISO 4406 standards).
Humidity Sensors: Monitor water content with ±0.1% accuracy.
Viscometers: Assess oil degradation dynamically.
Infrared Spectrometers: Analyze additive consumption and oxidation products.
IoT Architecture: Utilizing 5G and industrial Ethernet to transmit data to the cloud, supporting remote monitoring and fault prediction.
AI Decision-Making System
Machine Learning Models:
Fault Prediction: Using Long Short-Term Memory (LSTM) networks to analyze historical data, providing early warnings for hydraulic pump wear up to 7 days in advance, with accuracy exceeding 92%.
Maintenance Optimization: Employing reinforcement learning to dynamically adjust filtration cycles, reducing manual interventions by 30%.
Expert Systems: Automatically generate maintenance recommendations, such as "Replace filter elements within 48 hours" or "Add antioxidants to oil."
3. System Architecture and Innovations
Module Technical Solution Innovative Value Filtration Unit Nanofiber Filters + Electrosorption + Membrane Separation Filtration precision improved to 3μm, oil lifespan doubled, waste oil recovery rate reaching 90%. Intelligent Monitoring 5G IoT + Multi-Sensor Integration + AI Algorithms Real-time data collection at 100Hz, fault prediction accuracy over 95%, maintenance costs reduced by 40%. Energy Management Solar Power Supply + Energy Recovery System self-sufficiency rate over 30%, annual electricity savings of 200,000 kWh. Environmental Design Biodegradable Filters + Zero Wastewater Discharge Filter materials are biodegradable, annual CO₂ emissions reduced by 500 tons, wastewater reuse rate over 85%. This innovative design not only enhances the efficiency and precision of power plant filtration systems but also promotes sustainable practices through intelligent monitoring and circular economy principles.
