Non-ferrous Automation Technology in Green and Low Carbon Transition: The Core Engine Driving the Zero-Carbon Future of the Metals Industry

2025-03-14

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Under the double pressure of global carbon neutrality and resource recycling, 

the non-ferrous metal industry is experiencing a historic leap from “high 

energy consumption and high emissions” to “green manufacturing”. 

Traditional smelting process energy consumption accounts for more than

 40% of the total cost of the industry, per ton of electrolytic aluminum 

carbon emissions up to 16 tons, and the depth of application of non-ferrous 

automation technology, is rewriting this number - through intelligent 

control, energy efficiency optimization and clean production technology 

integration, to promote the industry's energy consumption by 15% -30%, 

carbon emission intensity Down 40%, opening a new era of sustainable 

development of the metal industry.

I. Technology Matrix: Four Automation 

Systems Reconstruct Green Production Chain

1. Intelligent Process Control System

Accurate smelting model: Based on machine learning, the company 

builds digital twins for copper flash smelting, zinc oxygen pressure 

leaching and other processes, and optimizes 300+ parameters in real 

time, such as oxygen ratio and temperature profile, so as to increase

 the metal recovery rate by 2.5 percentage points and reduce the

 energy consumption of tons of ore by 8%;

Adaptive electrolysis control: deploying current efficiency closed-loop 

system in aluminum electrolysis tanks, reducing the effect coefficient 

from 0.3 times/tank-day to 0.05 times through anode effect prediction 

algorithm, and saving 140,000 kWh of electricity per year in a single tank;

Exhaust gas dynamic management: integrating SO₂, NOx concentration 

online monitoring and ammonia spraying control system, realizing

 the desulfurization efficiency to be increased from 92% to 99.5% 

and ammonia escape to be reduced by 60%.

2. Energy flow synergy platform

Multi-energy complementary optimization: connecting waste heat 

boilers, air compressors, photovoltaic power stations and other 

equipment through industrial Internet of Things to build a plant-level 

virtual power plant, with waste heat power generation increased

 to 25% of the total process energy consumption;

Load flexible regulation: utilizing digital twins to predict production 

fluctuations, automatically switching energy-consuming processes 

during low electricity prices, whereby a copper smelter saves 27 

million yuan in annual electricity costs;

Carbon footprint tracking system: modeling carbon data along the 

whole chain from ore mining to finished metal products, supporting the 

generation of ISO 14067 certified carbon labels for each batch of products.

3. Intelligent sorting of waste recycling

Multi-spectral sorting robot: adopts XRF+Laser Induced Breakdown 

Spectroscopy (LIBS) technology to identify the content of copper, 

aluminum, nickel and other elements in scrap metal in 0.2 seconds,

 with a sorting purity of 98%;

Smelting slag resourcing system: through AI visual identification of 

slag phase composition and automatic matching of recovery process, 

the recovery rate of silver, antimony and other valuable metals in lead 

and zinc smelting slag is increased from 72% to 91%;

Electrolyte self-purification device: real-time monitoring of the

 concentration of arsenic and antimony ions in copper electrolyte, 

triggering automatic regeneration of ion exchange resin, reducing 

the amount of hazardous waste liquid generated by 35%.

4. Low-carbon operation and maintenance system for equipment

Predictive maintenance system: deploying acoustic emission + infrared 

thermal imaging sensors in the smelting furnace, warning the risk of

furnace lining erosion 14 days in advance, and extending the overhaul 

cycle from 12 months to 20 months;

Energy Efficiency Digital Twin: constructing 3D efficiency models of fans, 

pumps, valves and other equipment, AI recommends the best operating

 parameters, and the overall energy efficiency (OEE) of the equipment is

 increased by 18%;

Hydrogen substitution program: developing natural gas-hydrogen mixing 

and burning control system, realizing 30% hydrogen substitution in 

aluminum processing heating furnace and reducing carbon emission by 22%.

II. Carbon reduction effectiveness: green 

revolution driven by automation technology

1. Breakthrough reduction of energy consumption intensity

The intelligent control system of copper flash melting reduces the

comprehensive energy consumption of tons of copper from 650kg 

of standard coal to 520kg;

The optimization of all elements of aluminum electrolyzer reduced 

DC power consumption from 12,900kWh/t-Al to 12,500kWh, 

reaching the international leading level;

The energy management system (EMS) of the whole plant realizes 

millisecond response of energy consumption data, and the annual 

energy-saving benefit exceeds RMB 50 million.

2. Comprehensive upgrade of clean production

Heavy metal wastewater treatment automation system increased

 the reuse rate from 75% to 95%, and fresh water consumption 

decreased by 40%;

Dust intelligent capture device controls the concentration of 

disorganized emission from 15mg/m³ to below 5mg/m³ in copper 

smelting workshop;

The automated production line of biometallurgy for low-grade ores 

reduces the discharge of beneficiation wastewater by 60%, and the 

cost of ecological restoration of tailing ponds is reduced by 55%.

3. Scale-up of circular economy

The robot system for dismantling scrap cars realizes the processing 

of 12 whole cars per hour, and the recovery rate of aluminum alloy 

parts is increased from 82% to 97%;

The automated line for precious metal extraction from electronic 

waste has increased the amount of gold recovered per ton of waste 

circuit boards from 200g to 350g;

Red mud comprehensive utilization intelligent factory, which 

transforms alumina production waste residue into low-carbon 

cement raw materials, with a resource utilization rate exceeding 85%.

Third, the future picture: digital technology 

empowers zero-carbon metallurgy

1. Hydrogen-based smelting automation

Developing hydrogen reduction iron smelting-nonferrous cogeneration 

system, which reduces carbon emissions from zinc smelting by 90% 

through multi-metal synergistic reduction model;

Intelligent coupling of high temperature Proton Exchange Membrane

 Electrolysis for Hydrogen Production (PEMEC) and Molten Salt

 Electrolysis to realize green aluminum production.

2. Carbon management of the whole industrial chain

Blockchain technology opens up the carbon data flow of

 mining-smelting-processing-recycling and builds a carbon 

asset trading platform for the non-ferrous metal industry;

AI carbon consultant system provides enterprises with full life 

cycle decarbonization solutions from process improvement to

 CCUS (carbon capture).

3. Smart Microgrid Revolution

Millisecond response of plant-level wind, light and storage

 integrated microgrid with electrolysis process, renewable 

energy consumption rate increased to 95%;

The virtual power plant based on digital twin participates in 

power market trading, and obtains demand response revenue 

of over 20 million RMB annually.

4. Biometallurgy breakthrough

Automated strain cultivation and leaching process control system,

 shortening the bioleaching cycle of low-grade copper ore from 

180 days to 90 days;

Gene editing microorganisms + AI metabolic model, realizing the

 green extraction efficiency of rare earth elements by 3 times.

Industry restructuring: automation technology 

generates new competitiveness

According to the prediction of the International Metal Research Institute, 

the global non-ferrous industry will produce the following changes due 

to automation technology by 2030:

Cost structure subversion: Intelligent transformation to reduce the production

 cost of tons of metal by 18% -25%, the industry's average profit margin 

increased to 12%;

Business model innovation: the birth of the “metal as a service” (MaaS) 

platform, customers can order on-demand to meet the carbon footprint

 of the product;

Iteration of technical standards: ISO released the certification system for 

smart low-carbon factories, and enterprises that fail to meet the standards 

will lose their international market access;

Upgrading of talent structure: demand for new positions such as AI trainers

 and digital twin engineers has surged, and the transfer rate of 

traditional operators has reached 60%.

Conclusion

In the historical process of green and low-carbon transformation, non-ferrous 

automation technology has evolved from an auxiliary tool to a core driving 

force. It is not only a technical means to reduce energy consumption and 

emissions, but also a strategic pivot to reconstruct the industry value chain

 and cultivate new quality productivity. With the deep penetration of 5G, AI, 

digital twin and other technologies, a new ecology of zero-waste, negative 

carbon emission and full cycle of the non-ferrous metal industry is accelerating. 

This green revolution led by automation will drive human civilization

 to make solid progress towards a future of sustainable resource utilization.