6 APPLICATIONS OF MACHINE LEARNING IN OIL AND GAS? The issue of environmental sustainability is a major concern for governments and players from the oil and gas industry worldwide. The negative impacts as a result of activities carried out by oil and gas companies have been a major tool not only for the livelihood and health of people but more so to the environment, such as pollution.
The risk of environmental pollution, hazards and severity can be and will be reduced with the use of machine learning and deep learning in the years to come. There has been an amazing application in chemical engineering, process safety, process control tuning, advanced dynamic and process optimization. We can see that the Oil and Gas industry when we talk about software especially machine learning solutions didn’t have any innovation in the last 15 years.
If you are a manager in the Oil and gas, you are afraid that Hazzard will happen and you can’t reduce the risk. What to do about it?
1. Predictive analytics for MPPL (Multiple Pipeline Product)

Model-based, predictive analytics lends itself to crunching multiple data sources to pinpoint risks for pipeline integrity management, while analytics for process monitoring and measurement evolve to better discover crucial variances. Kageera and Optimize Global Solutions vendors are starting to use rules and heuristic techniques to spot deviations impacting the accurate understanding of flow, production, and gas quality. Through the ability to set thresholds on deviations, measurement software can help spot problems such as missing data, suspect data, or uncollected data.
Predictive analytics for pipeline integrity is emerging, but engineers must advise analytics experts on underlying data sources and configuring KPIs.
Measurement
is crucial to the midstream, as are ways of converting measurement and flow data into production reports. With solutions, look for analytics and reports that can quickly update trends and generate new reports as new data from metering or gas analysis become available.
The foundation for analytics goes all the way back to plant and asset design. Install enough instrumentation to drive better predictions.
To work well, an analytics program might identify the need for some newer instrumentation, such as replacing gas charts with EFMs, investing in new acoustic leak detection technology, or online corrosion measurement transmitters.
2. Boosting the Business Values via PyRISK™ Dynamic QRA The Frontier of Dynamic QRA and Static QRA

The oil and gas industry has been using static quantitative risk assessment (QRA) and related studies for more than 50 years to evaluate risks of major accident hazards. It is applied to demonstrate a risk to the public and employees as part of complying with regulatory requirements, which vary worldwide.
Static QRA studies typically play an important role early in the design stage of a project’s capital expenditure (CAPEX) phase; for example, when evaluating concepts, optimizing design, and establishing cost-effective risk management.
Currently, Static QRA for oil and gas assets usually provides an overview of risk at a fixed reference point in time. Such studies involve hundreds, sometimes thousands, of scenarios covering operating conditions, manning levels, and maintenance activities. The cost can be substantial, and a study may need repeating every few years. Despite this, some operators have recognized a need to utilize Dynamics QRAs as a fundamental decision-support tool for their projects and operations beyond the explicit regulatory requirements. By doing so, they gain insights into how to save costs and maintain or increase production efficiency while operating safely.
Some operators are now moving beyond static QRA models to make better use of the huge volume of data that are collected in a process involving considerable time, effort, and cost. They are starting, or planning to, update data more frequently using a dynamic approach to risk-based safety management. New cloud-based tools, combining secure data storage and analytics, are assisting them on this journey in pursuit of potential cost, operational, and safety benefits.
PyRISK™
On the Quantitative Risk Assessment project which is expected to save 60% of the work effort through the full utilization of Machine Learning.
The outcome is a faster and better decision support and simpler and easier risk communication in all phases of an asset’s life cycle. We estimate that PyRISK™ can reduce the overall cost of safety studies by up to 40 to 60% over the lifetime of an asset. Dynamic Risk Estimation & Decision Making
Kageera’s product in cooperation with Optimize Global Solutions for PyRISK™ unlocks opportunities for machine learning in risk management. It supports customers already using PyRISK™ to perform Dynamic QRA to get even more value from the data at no additional cost.
The PyRISK™ approach offers significant cost advantages. Our estimate is that an operator may end up spending 30–40% less on safety studies over the 25- to the 30-year lifecycle of a medium- to the large-sized asset, while getting much more value out of the data generated in their QRA studies.
3. PySEP ™ (MACHINE LEARNING IN OIL AND GAS)

PySEP™: An integrated and holistic approach of delivering bespoke models which includes an immense diversity of process modeling, automation & optimization, Linear Programming, data analytics and machine learning solution for wide-ranging applications for offshore processing, gas processing, LPG, refineries, and chemical plants. PySEP™ Solutions provide the following functions, but not limited to:
- Field life cycle analysis and project evaluation.
- Reservoir management and dynamic nodal analysis.
- Flow assurance and hydro-dynamic slug management.
- Refinery linear programming.
- Operator training simulation.
- The data-driven decision platform empowers senior management to take the best-suited decisions in a timely manner.
- Avoid unplanned downtime.
4. PyFCC™

PyFCC™: Machine learning smart solution for Fluid Catalytic Cracking delivered with out-of-the-box integrated architectures that seamlessly integrate the flow of information between operating facilities and final predictive model to sort out through the field complexities. The out-of-the-box integration is giving an opportunity to:
- Proactively predicts the FCC yield in response to any potential change in the refinery feedstock.
- Prediction of kinetics parameters and overall conversion efficiency weighing the actual operating conditions.
- The data-driven decision platform empowers senior management to take the best-suited decisions in a timely manner.
- Avoid unplanned downtime.
5. Remote operation and performance shutdown using IOT (PyMACHINA™)
Machine learning, Deep learning and the Internet of Things (IoT) that could potentially revolutionize the oil and gas industries. Having already made quite a storm in various other industries including consumer electronics, this couldn’t come at a better time for the oil industry as it currently faces dramatic drops in the price of oil.
- Remote operation with use of IoT (there is no need for people checking anything at platforms
- Remote notifications alarms and performance shutdown
Every 20 years we have a massive explosion of platforms we can reduce this risk with deep learning algorithms and IoT.
- Remote operations with the use of Deep Q learning and robotics (PyROBOT)
THE RESULT:
No accidents, no harm to the people, no damage to the environment that is the goal of our solutions in the oil and gas industry. (MACHINE LEARNING IN OIL AND GAS)
6. Deep Learning risk detecting and predictive diagnostics (PyVision™)
In an industry where oil prices are constantly rising, it has become imperative to act on operating costs, productivity and lead times in order to have better returns on investment.
There are different categories of Computer Vision such as image processing (including image recognition), facial recognition, optical character recognition. This variety means that CV can be useful for many different types of industries, and various practical use cases. Here are some concrete examples of CV applications that are currently in production:
- Smart Video surveillance system to help diagnose pool fire for example.
- Quality control automation of preventing fire in a refinery
Conclusion
Everything mention above entails smart and quick solutions, a big reduction in operating expenses of companies and consequently fewer overheads. This recipe of success would help the entities to survive throughout the wild competitions and reduce oil prices.
On the other hand, process and chemical engineers should start pulling up their socks and refresh their minds by recovering all basics and fundamentals of mathematics to be utterly equipped with the proper knowledge when they use ML and its application in the O&G industry. In order to have successful machine learning or deep learning solution you have to have:
- Initial screening with Experienced Process Flow Assurance Engineer and Machine Learning Engineer with a proven record in the field
- An agile action plan with applicable and rising risks
- Digest and analyze numerous sources of data
Until next time,
Happy machine learning in Oil and Gas.
If you are interested in our Oil and Gas solutions send me an email at manja.bogicevic[et]kageera.com
Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?
I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://www.binance.com/uk-UA/register?ref=GJY4VW8W
I am sorting out relevant information about gate io recently, and I saw your article, and your creative ideas are of great help to me. However, I have doubts about some creative issues, can you answer them for me? I will continue to pay attention to your reply. Thanks.
I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://accounts.binance.com/sk/register?ref=UM6SMJM3
After reading your article, it reminded me of some things about gate io that I studied before. The content is similar to yours, but your thinking is very special, which gave me a different idea. Thank you. But I still have some questions I want to ask you, I will always pay attention. Thanks.
I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://accounts.binance.com/sv/register-person?ref=PORL8W0Z
Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.com/en/register?ref=PORL8W0Z
At the beginning, I was still puzzled. Since I read your article, I have been very impressed. It has provided a lot of innovative ideas for my thesis related to gate.io. Thank u. But I still have some doubts, can you help me? Thanks.
At the beginning, I was still puzzled. Since I read your article, I have been very impressed. It has provided a lot of innovative ideas for my thesis related to gate.io. Thank u. But I still have some doubts, can you help me? Thanks.
At the beginning, I was still puzzled. Since I read your article, I have been very impressed. It has provided a lot of innovative ideas for my thesis related to gate.io. Thank u. But I still have some doubts, can you help me? Thanks.
Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.
Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://accounts.binance.com/fr/register?ref=W0BCQMF1
I am a website designer. Recently, I am designing a website template about gate.io. The boss’s requirements are very strange, which makes me very difficult. I have consulted many websites, and later I discovered your blog, which is the style I hope to need. thank you very much. Would you allow me to use your blog style as a reference? thank you!
I am a student of BAK College. The recent paper competition gave me a lot of headaches, and I checked a lot of information. Finally, after reading your article, it suddenly dawned on me that I can still have such an idea. grateful. But I still have some questions, hope you can help me.
The point of view of your article has taught me a lot, and I already know how to improve the paper on gate.oi, thank you. https://www.gate.io/signup/XwNAU
Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://accounts.binance.com/en/register-person?ref=P9L9FQKY
The point of view of your article has taught me a lot, and I already know how to improve the paper on gate.oi, thank you. https://www.gate.io/zh-tw/signup/XwNAU
The point of view of your article has taught me a lot, and I already know how to improve the paper on gate.oi, thank you. https://www.gate.io/vi/signup/XwNAU
Your post provides some useful advice on the subject. Thanks for sharing your experience with us.
Very nice post. I just stumbled upon your blog and wanted to say that I’ve really enjoyed browsing your blog posts. In any case I’ll be subscribing to your feed and I hope you write again soon!
This post exceeded my expectations, appreciate it.
Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://accounts.binance.com/en/register-person?ref=JHQQKNKN
I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://www.binance.com/tr/register?ref=53551167
prednisone over the counter uk: http://prednisone1st.store/# prednisone in mexico
dating single online: matchmaking dating – meet girls for free
amoxicillin 500 mg without prescription: [url=http://amoxicillins.com/#]where to buy amoxicillin over the counter[/url] amoxicillin price canada
new treatments for ed [url=https://cheapestedpills.com/#]medicine for erectile[/url] cure ed
п»їMedicament prescribing information.
canada pharmacy online legit canada drugs
Some are medicines that help people when doctors prescribe.
is canadian pharmacy legit legitimate canadian online pharmacies
can i buy amoxicillin over the counter buy amoxicillin 250mg – amoxicillin no prescipion
get propecia without a prescription order propecia for sale
amoxicillin generic brand: [url=https://amoxicillins.com/#]amoxicillin pharmacy price[/url] buy amoxicillin online with paypal
generic amoxicillin online: http://amoxicillins.com/# amoxicillin capsules 250mg
order cheap propecia without prescription propecia for sale
https://pharmacyreview.best/# canadian pharmacy scam
cost of amoxicillin prescription amoxicillin for sale – buy amoxicillin over the counter uk
where to get amoxicillin over the counter amoxicillin 875 125 mg tab – amoxicillin canada price
drug information and news for professionals and consumers.
compare ed drugs: what is the best ed pill – non prescription ed drugs
drug information and news for professionals and consumers.
purchase amoxicillin online: [url=https://amoxicillins.com/#]amoxicillin without rx[/url] can i buy amoxicillin over the counter
amoxicillin where to get: [url=https://amoxicillins.com/#]generic amoxicillin online[/url] order amoxicillin online no prescription
the canadian drugstore prescription drugs canada buy online
https://propecia1st.science/# cost generic propecia without insurance
amoxicillin 500mg capsule order amoxicillin uk – can you buy amoxicillin over the counter canada
male ed drugs: ed drug prices – online ed medications
amoxicillin 800 mg price: [url=https://amoxicillins.com/#]generic amoxicillin 500mg[/url] amoxicillin 50 mg tablets
https://propecia1st.science/# cost of generic propecia price
what are ed drugs: ed medications online – best erectile dysfunction pills
Medscape Drugs & Diseases.
mobic pill: buy generic mobic without a prescription – can i purchase cheap mobic without prescription
Commonly Used Drugs Charts.
canada drugs online review trusted canadian pharmacy
canadian pharmacy scam pharmacy in canada
where to buy cheap mobic tablets [url=https://mobic.store/#]can i buy cheap mobic without insurance[/url] where buy mobic pill
can i buy amoxicillin online amoxicillin pills 500 mg – amoxicillin generic brand
india pharmacy: reputable indian online pharmacy – india online pharmacy
http://certifiedcanadapharm.store/# canadian pharmacy reviews
indian pharmacy online: indian pharmacies safe – indian pharmacies safe
mexican online pharmacies prescription drugs: mexico drug stores pharmacies – purple pharmacy mexico price list
Usually I do not read article on blogs, however I would like to say that this write-up very compelled me to take a look at and do so! Your writing taste has been amazed me. Thanks, quite nice post.
http://indiamedicine.world/# best online pharmacy india
mexican mail order pharmacies: mexico drug stores pharmacies – pharmacies in mexico that ship to usa
https://mexpharmacy.sbs/# mexico drug stores pharmacies
pharmacies in mexico that ship to usa: mexican drugstore online – reputable mexican pharmacies online
best online pharmacy india: india pharmacy mail order – indian pharmacies safe
http://indiamedicine.world/# Online medicine home delivery
https://mexpharmacy.sbs/# mexican mail order pharmacies
pet meds without vet prescription canada: reputable canadian online pharmacy – canadian drugs
https://certifiedcanadapharm.store/# canadian pharmacy price checker
indian pharmacy paypal: indianpharmacy com – mail order pharmacy india
mexican border pharmacies shipping to usa: best online pharmacies in mexico – pharmacies in mexico that ship to usa
http://indiamedicine.world/# Online medicine order
top online pharmacy india: world pharmacy india – india online pharmacy
http://indiamedicine.world/# Online medicine order
mexican border pharmacies shipping to usa: mexico drug stores pharmacies – best online pharmacies in mexico
http://certifiedcanadapharm.store/# my canadian pharmacy rx
canadian pharmacy 365: canadian world pharmacy – legit canadian pharmacy online
https://indiamedicine.world/# top 10 online pharmacy in india
ivermectin 12: ivermectin drug – ivermectin brand
http://azithromycin.men/# generic zithromax medicine
http://stromectolonline.pro/# stromectol ivermectin tablets
neurontin prescription medication: neurontin 600 mg price – neurontin 600 mg coupon
http://gabapentin.pro/# neurontin 300 mg tablet
ivermectin 6 mg tablets [url=https://stromectolonline.pro/#]ivermectin lotion price[/url] ivermectin humans
http://azithromycin.men/# zithromax capsules 250mg
zithromax z-pak: generic zithromax 500mg india – buy zithromax online australia
https://stromectolonline.pro/# ivermectin 400 mg brands
https://gabapentin.pro/# neurontin price
ivermectin 3mg tablets: ivermectin canada – ivermectin oral
can i buy zithromax online [url=https://azithromycin.men/#]can i buy zithromax over the counter in canada[/url] zithromax z-pak
п»їpaxlovid: paxlovid pharmacy – buy paxlovid online
antibiotic without presription: cheapest antibiotics – best online doctor for antibiotics
https://antibiotic.guru/# best online doctor for antibiotics
п»їpaxlovid: buy paxlovid online – paxlovid cost without insurance
https://lipitor.pro/# lipitor 10mg price
lipitor price uk [url=http://lipitor.pro/#]lipitor 10mg[/url] prescription medication lipitor
http://lisinopril.pro/# lisinopril generic
https://avodart.pro/# can i get generic avodart pills
http://misoprostol.guru/# Abortion pills online
http://misoprostol.guru/# Misoprostol 200 mg buy online
https://lipitor.pro/# lipitor generic coupon
cipro 500mg best prices [url=https://ciprofloxacin.ink/#]cipro ciprofloxacin[/url] cipro online no prescription in the usa
indianpharmacy com [url=https://indiapharmacy.cheap/#]pharmacy website india[/url] п»їlegitimate online pharmacies india
canadian pharmacy online ship to usa: reliable canadian online pharmacy – canada rx pharmacy world
canadian discount pharmacy: canadian pharmacy online – canadian neighbor pharmacy
you are in reality a just right webmaster. The site loading velocity is incredible. It seems that you are doing any unique trick. In addition, The contents are masterwork. you have performed a wonderful task on this topic!
indian pharmacy online: Online pharmacy India – cheapest online pharmacy india
pharmacy canadian: best canadian online pharmacy – canadian pharmacy cheap
buying prescription drugs in mexico: mexican rx online – mexico drug stores pharmacies
Your article gave me a lot of inspiration, I hope you can explain your point of view in more detail, because I have some doubts, thank you.
world pharmacy india: online shopping pharmacy india – cheapest online pharmacy india
medicine in mexico pharmacies: mexican rx online – purple pharmacy mexico price list
buy medications without prescriptions [url=http://internationalpharmacy.icu/#]buying prescription drugs online from canada[/url] citrus ortho and joint institute
http://interpharm.pro/# mexican farmacia online
п»їmexican pharmacy online – interpharm.pro Their worldwide delivery system is impeccable.
https://farmaciabarata.pro/# farmacia online 24 horas
https://onlineapotheke.tech/# versandapotheke
http://farmaciabarata.pro/# farmacia online 24 horas
https://edapotheke.store/# п»їonline apotheke
acheter sildenafil 100mg sans ordonnance
https://esfarmacia.men/# farmacias baratas online envГo gratis
Apoiar ferramentas de apostas e estar equipado com uma plataforma diversificada de transações financeiras, a 20Bet oferece suporte tangível aos jogadores. Este é um lugar onde eles podem apostar com dinheiro real, respaldados por concorrentes de diversas disciplinas esportivas. 20bet
п»їpharmacie en ligne: acheter mГ©dicaments Г l’Г©tranger