A person in a high-visibility jacket is observing a large industrial furnace that is emitting a bright orange glow. The furnace is situated in an industrial setting with metal structures surrounding it. Ash or debris is visible in a container beneath the furnace.
A person in a high-visibility jacket is observing a large industrial furnace that is emitting a bright orange glow. The furnace is situated in an industrial setting with metal structures surrounding it. Ash or debris is visible in a container beneath the furnace.

AI-Powered Clean Production Assistant Platform: Development of an API-deployable system that automates the full cycle of emission data analysis and recommendation report generation.Improved Emissions Detection and Forecasting: The model will enhance real-time detection of emission anomalies, identifying high-risk processes and equipment for early intervention.Automated Emission Reduction Strategy Generation: GPT-4 will generate personalized energy-saving and pollution-reducing plans tailored to specific production contexts and policy requirements.

The image features a construction site by a river with metal barriers and various equipment, including pumps and pipes. In the background, there are buildings and leafless trees under a clear sky. Graffiti is visible on some barriers, and there is signage related to the construction work.
The image features a construction site by a river with metal barriers and various equipment, including pumps and pipes. In the background, there are buildings and leafless trees under a clear sky. Graffiti is visible on some barriers, and there is signage related to the construction work.
An aerial view of an industrial facility with multiple buildings and smoke emanating from chimneys. The area around the complex includes several construction sites, roads, and vehicles. The surrounding land has patches of vegetation, and the background fades into a townscape with scattered buildings and infrastructure.
An aerial view of an industrial facility with multiple buildings and smoke emanating from chimneys. The area around the complex includes several construction sites, roads, and vehicles. The surrounding land has patches of vegetation, and the background fades into a townscape with scattered buildings and infrastructure.
A large industrial building with a modern design and several tall smokestacks is surrounded by greenery. In the background, a cable-stayed bridge spans across the scene under a clear blue sky.
A large industrial building with a modern design and several tall smokestacks is surrounded by greenery. In the background, a cable-stayed bridge spans across the scene under a clear blue sky.

Data and Corpus Construction: A diverse dataset will be built by collecting case studies of clean production, emissions monitoring logs, equipment operation data, and policy documents related to energy conservation and pollution control. These will be semantically annotated and structured for AI training.Pollution Feature Extraction and Annotation: Natural language processing (NLP) techniques will be applied to annotate pollutant types, emission stages, and underlying mechanisms, focusing particularly on identifying high-emission nodes within typical industrial workflows.GPT-4 Fine-Tuning and Multimodal Training: Using both structured and unstructured data, the GPT-4 model will be instruction-tuned to generate intelligent outputs such as emissions predictions, energy-saving strategies, and risk alerts within clean production contexts.

Insights

Building datasets for clean production and emissions.

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