August 26, 2024
Can future Asphalt Mixing Plant operate independently??With artificial intelligence(AI)、Machine learning and other algorithmic tools are increasingly used,The asphalt industry began to think about how to use these tools in production.。
Although the current consensus is that human factors in asphalt production should not be completely eliminated.,But in the near future,,According to the internal data of the mixing station, train and make decisions on behalf of others.AI Assistant ,It's not a fantasy。
Some people in the industry predict,With the continuous improvement of technology and data processing ability,,Using the data set of the mixing plant itselfAIThe assistant may appear within two years.。Much will depend on advances in artificial intelligence algorithms tailored to specific operational processes in the asphalt industry.。
But,WillAIThere are still some obstacles and difficulties to be overcome in the application of technology and tools to asphalt production.,It mainly includes:A large number of high-quality data sets are required.,Major investments in technology infrastructure,And integrate these learning results into the operation experience of the mixing station.。
These three factors are potential stumbling blocks for many AI-related tools.,And the first obstacle may be the easiest to overcome.。AlthoughAIThe demand for data is endless.,But we know that more data is better.。At present,Industry is collecting more high-fidelity data than ever before.。For example,National Asphalt Pavement Association(NAPA)CertifiedEPD(Environmental Product Declaration)Is a standardized document,It usually contains raw materials.、Production process、Energy use、Data on waste management and emissions,Designed to help all parties understand the environmental performance of the product,In order to make more sustainable choices。
Investment in technology infrastructure is beyond the direct control of the industry.,They rely on financial input and policy support.。However,The public sector is not the only source of funding.。In the field of AI in 2024,The United States ranks first in the world with about $249 billion in private equity funds.。
The hardest step seems to be how to refine things down to the user level.,And provide a product that is both practical and profitable.。
If all the above obstacles are overcome,,And it won't be long before asphalt producers can actually use it.AITool,So what can get the most benefit or optimization??
AIModels are best at processing data.、Analysis and prediction。So,FromAIThe most beneficial aspects of the application of the tool to asphalt production include mix design optimization and predictive maintenance。Artificial intelligence can analyze data.,More stable production of high quality asphalt;But to predict before the equipment fails.,Downtime can be minimized。
The application of artificial intelligence in asphalt production is undoubtedly an important trend in the future.。ThroughAITechnology,It can greatly improve the production efficiency and quality control.,Reduce waste of resources,Optimize costs。However,The progress of technology needs to be combined with the actual needs and operational processes of the industry.。AlthoughAICapable of processing large amounts of data and predictive analysis,But some links still need human intervention.。For example, when laying asphalt,It will be highly dependent on the manual judgment and adjustment of the construction site.。
In short,The application prospect of artificial intelligence in asphalt production is broad.,It is also full of challenges。We need technology.、Find a balance between data and actual operation,Give full playAIThe advantage of,While retaining the necessary manual intervention,To achieve the best results.。
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