In the pursuit of a sustainable and eco-friendly future, companies around the world are increasingly turning to innovative solutions to reduce their environmental footprint, many with goals of net zero for 2050. VL Energy has been working to assist companies with their emission reduction goals with the use of AI (Artificial Intelligence) and Machine Learning to monitor and predict multi-gas emissions with its product ES-PEMS (Emission Sight Predictive Emission Monitoring System).
VL Energy and its amazing team of data scientists and emission specialists have been working indefatigably to achieve this milestone of patent pending. This recognition is a testament to the relentless pursuit of excellence and unwavering commitment to contribute to a greener and more sustainable world.
How does ES-PEMS work?
The inventive system is a cloud-based and AI-based predictive emissions monitoring system, that utilizes the operational parameters of relevant instruments to predict and monitor the gas emissions, mass flow rate, and temperature of the flue gas. At the core of ES-PEMS lies a sophisticated three-module system that collaborates seamlessly to predict and monitor gas emissions with unparalleled accuracy:
- Cloud-Based Data Pipeline Module: ES-PEMS acquires datasets of measured gas emission variables and operational process settings. By securely storing this data in the cloud, ES-PEMS ensures that information is readily accessible for analysis and forecasting.
- Deep Learning Module: This innovative module harnesses the power of stacked multivariate deep learning algorithms. By processing sequential and tabular datasets simultaneously, ES-PEMS can predict and monitor gas emissions, mass flow rate, and temperature of flue gas with incredible precision.
- User Interface Module: The user interface provides a user-friendly platform for stakeholders to access and interpret the results of predicted gas emissions. With real-time monitoring and analysis of emission processes, ES-PEMS empowers energy companies to make informed decisions regarding operational efficiency and environmental impact.
Benefits and Impact
ES-PEMS is not just a technological advancement; it is a momentous change for the energy industry and the environment. By supporting or replacing the traditional CEMS (Continuous Emissions Monitoring System), ES-PEMS significantly reduces capital and operating costs, making it an attractive and economically viable solution. Moreover, the enhanced accuracy of emission monitoring enables companies to optimize their operations, reduce emissions, and improve overall operational safety and efficiency.
Furthermore, by providing reliable and real-time emission data, ES-PEMS helps mitigate environmental impacts and promotes environmental compliance. With the ability to identify sensor failure and equipment trips, the system ensures data availability, reducing the risk of inaccurate reporting.