This article was published as a part of the Data Science Blogathon.
Introduction
The use of artificial intelligence (AI) in diesel generator sets is becoming more common as the technology continues to develop and become more affordable. A DG is a type of internal combustion engine that uses diesel fuel to generate electrical power. Major technology companies such as Google, Microsoft and Salesforce have been developing AI to perform all sorts of tasks away from the human sphere thereby reducing the time and effort required to attain the same.
Companies across the world and industries are currently employing AI to let machines take over some of the repetitive tasks they have on their plate, while still retaining human involvement. One such example is automated Diesel Generators (DG set) of different voltage like 750 KVA, 1000 KVA, etc. which can be made easier when AI takes over the most tedious or laborious task or process.
Read more about the combination of AI & DG.
Artificial Intelligence & Machine Learning
Source: https://www.veritis.com/wp-content/uploads/2018/09/ai-power-ml-driven-devops-trend.jpg
Cognitive technologies like machine learning can be used to anticipate things that might happen in the future based on previous data, with enterprises using it for making predictions about what customers may want or stocks will plummet. Real-world use cases include catching fraudulent transactions in bank accounts or detecting ransomware attacks thereby limiting the damage caused. AI solutions also deliver better customer service experiences including chatbots or virtual assistants which can cater to client needs 24/7 rather than employees who work normal business hours.
Diesel Generator (DG)
A diesel generator is a type of internal combustion engine that uses diesel fuel to generate electrical power. Diesel generators are used in a variety of applications, including backup power for homes and businesses, as well as being used as the main power source in many off-grid locations.
Source: https://www.mtu-solutions.com/content/dam/mtu/application/power-generation/series/4000/MTU_20V4000HD_Persp2_oeFA_FS_2021.png/_jcr_content/renditions/original./MTU_20V4000HD_Persp2_oeFA_FS_2021.pngDiesel Generator & Artificial Intelligence
Source: https://www.researchgate.net/profile/Maryam-Bayati-2/publication/338402353/figure/fig4/AS:844243123830790@1578294654417/PS-survey-spectra-of-DG-MoC-A-I-and-Pt-DG-MoC-A-II-catalysts-B-XPS-spectra-of-Mo-3d.png
The use of artificial intelligence (AI) in diesel generator sets is becoming more common as the technology continues to develop and become more affordable. There are many potential advantages to using AI in diesel generators, including improved efficiency, reduced maintenance costs, and increased uptime.
One company that is using AI in its diesel generators is Cummins, which has developed an AI-powered diagnostic tool called Insite Pro. This tool is designed to help users troubleshoot and repair their generators more quickly and effectively. In one case study, a customer was able to reduce the time spent on repairs by 50% using Insite Pro.
Another benefit of using AI in diesel generators is the ability to monitor performance in real-time and identify potential issues before they cause downtime. This proactive approach can help prevent unplanned outages and save businesses money. Overall, the use of AI in diesel generators can provide many benefits, ranging from improved efficiency to increased uptime. As the technology continues to develop, we can expect to see even more applications for AI in this industry.
Advantages of using Artificial Intelligence in a Diesel Generator
Source: https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRNECsuFu2DOfmeeEXUYx7tODETCXExLbM-bQ&usqp=CAU
A diesel generator can be a lifesaver in many different situations. They are typically used as backup power sources in the event of an outage, but they can also be used while camping or during other activities where reliable power is not available.
One of the biggest advantages of automating a diesel generator is the peace of mind it can provide. If you are using a generator for critical purposes, such as powering a hospital or other essential facility, you need to know that it will start up and provide power when needed without any issues. Automating the startup and shutdown process can help to ensure that your generator is always ready to go when you need it.
Another advantage of automating a diesel generator is that it can help to improve its efficiency. If your generator is only turned on when it is needed, it will not have to run as often, which can help to prolong its life. In addition, automating the startup and shutdown process can help to prevent damage to the engine by preventing it from being turned on and off too frequently.
DG Parameters to Monitor
Source: https://i0.wp.com/datoms.io/wp-content/uploads/2021/12/dg-monitoring-parameters-25.png?fit=1921%2C808&ssl=1
One needs to keep an eye on a wide range of variables in order to properly enhance DG set performance. Each of these variables has a unique role in the DG set’s optimization. Among the variables that need to be watched are:
Load
Source: https://www.ny-engineers.com/hs-fs/hubfs/PF%20100.png?width=743&height=417&name=PF%20100.png
The quantity of energy a DG must deliver depends on the load it is under. When a DG is operated at less than maximum load, carbon deposits from inside the engine. The DG’s ability to produce electricity is reduced as a result. A DG’s efficiency is also decreased by overloading the engine, which shortens the engine’s lifespan and increases the engine’s wear and tears.
Operational Hours
Source: https://www.mdpi.com/energies/energies-15-01007/article_deploy/html/images/energies-15-01007-g009a.png
One of the most crucial metrics to precisely monitor is the length of time the DG set has been operating. Operational hours are useful in understanding the usage patterns of DG sets because they are employed for a wide range of applications.
Fuel Usage
.png)
Source: http://tinyurl.com/3vz5d7ap
Fuel needs to be regularly monitored in order to determine the DG’s overall efficiency, how fuel quality impacts performance, and whether fuel theft is taking place. Fuel directly affects how much it costs to run a DG set.
Coolant, Lube Oil Pressure, Engine Temperature
In order to preserve the engine from rusting, coolants are needed to maintain engine temperature. If the drop in coolant levels is not fixed right away, the DG overheats and might sustain irreversible damage.
Battery status
Source: https://i0.wp.com/minsatech.com/wp-content/uploads/2020/08/image-1.png?resize=580%2C159&ssl=1
In DG sets, starting voltage is produced by batteries. Over time, the batteries degrade, which makes it difficult to start the DG set.
Imagine traditionally these steps have to be performed manually. But with the help of modern technology, it can be all automated using Artificial Intelligence. AI takes over the most tedious or laborious task or process. AI can automate tasks as when electric supply cuts it will automatically power on and everything will be monitored using DG Monitor Software called Insite Pro. It will give real-time data and if any faults are found. Faults can be timely repaired.
Conclusion to Artificial Intelligence
Companies worldwide and industries are currently employing AI to let machines take over some of the repetitive tasks they have on their plate, while still retaining human involvement. One example is automated Diesel Generators (DG set) of different voltage like 750 KVA, 1000 KVA, etc. Cognitive technologies like machine learning can be used to anticipate things that might happen in the future based on previous data, with enterprises using it for making predictions about what customers may want or stocks will plummet. One company that is using AI in its diesel generators is Cummins, which has developed an AI-powered diagnostic tool called Insite Pro. This tool is designed to help users troubleshoot and repair their generators more quickly and effectively. In one case study, a customer was able to reduce the time spent on repairs by 50% using Insite Pro. One needs to keep an eye on a wide range of variables in order to properly enhance DG set performance. Each of these variables has a unique role in the DG set’s optimization. Among the variables that need to be watched are Load, Operational Hours, Fuel Usage, Coolant, lube oil pressure, engine temperature, and Battery Status.
# Companies across the world and industries are currently employing AI to let machines take over some of the repetitive tasks they have on their plate, while still retaining human involvement.
# AI perform all sorts of tasks away from the human sphere thereby reducing the time and effort required to attain the same.
# Diesel generator is a type of internal combustion engine that uses diesel fuel to generate electrical power.
# Advantages to using AI in diesel generators, including improved efficiency, reduced maintenance costs, and increased uptime.
# A diesel generator can be a lifesaver in many different situations.
I hope you liked my article on using artificial intelligence in diesel generators. If you have any questions or suggestions on what my next article should be about, please write to me at [email protected].
CONNECT WITH ME VIA: LinkedIn
The media shown in this article is not owned by Analytics Vidhya and is used at the Author’s discretion.
Thanks for sharing information with us
This is very educating, thanks for the content.
Thanks for the content