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.

Spotlight

Hexagon PPM

Hexagon PPM (formerly Intergraph Process, Power & Marine) software solutions help visualize, create, and manage the life cycle of facilities and structures of all complexities. With nearly five decades of innovation and proven industry leadership, we have become the trusted partner for organizations challenged with the engineering, design, building, and operation of facilities and structures across the globe.

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Chemical Technology

THE BENEFITS OF CHEMICAL FOAMERS, AND HOW BEST TO USE THEM TO MAXIMISE PRODUCTION

Article | July 20, 2022

Downhole fluid build-up coupled with a drop in reservoir pressure can lead to the rapid decline of gas production rates, and can ultimately result in a well ceasing production. While there are many ways to deliquify a well to maximise production, chemical foamers can be incredibly effective and well worth considering. In this blog post, Kevin Lonie shares some of the benefits of using chemical foamers, and provides insights and advice around how best to use them… “Foamers are a much cheaper option than alternative solutions, such as mechanical lifts, and there is very little risk associated with their usage. If a foamer doesn’t work, it won’t make the well worse - so often we see clients giving them a go before opting for more expensive methods, in the hope that they produce the desired results. And we have seen their success over and over again.”

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Chemical Technology

IoT in Chemical market trends you Can’t miss in 2020: Here’s What Will Happen in the near future?

Article | July 20, 2022

Global IoT in Chemical market research report provides the newest industry data and industry future trends. It allows you to identify the products and end users driving Revenue growth and profitability. The IoT in Chemical industry report lists the leading competitors and provides the game-changing strategic analysis of the key factors driving the market. The report includes the forecasts by 2020-2028, analysis by 2014-2019, and discussion of important industry trends, market size, market share predictions and profiles of the top IoT in Chemical industry players.

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Chemical Technology

The State of Intelligent Operations in Oil and Gas

Article | August 2, 2022

Intelligent Operations can play a vital role in creating connected content environments, however, many companies – especially within oil and gas – having been slow on the uptake. Businesses that implement digital transformation initiatives often gain a competitive advantage over their rivals, as they benefit from reductions in human error, increases in productivity and further support for compliance efforts.

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Chemical Management

The pandemic, climate change, plastic waste and the great divide: the world in 2025

Article | June 13, 2021

NOBODY SHOULD be surprised that the developing world has fallen behind in the battle to reduce greenhouse gas emissions as the region is a long way from recovering from the pandemic.Evidence to this effect emerged last week in comments made by Fatih Birol, executive director of the International Energy Agency (IEA). “In many emerging and developing economies, emissions are heading upwards while clean energy investments are faltering, creating a dangerous fault line in global efforts to reach climate and sustainable energy goals,” said Birol. At the current rate, carbon dioxide emissions from developing countries largely in Asia, Africa and Latin America are set to increase by 5bn tonnes/year over the next two decades, according to the IEA, as access to power increases.At present, around 785m people worldwide have no access to electricity. There are also 2.6bn people without access to clean cooking options.

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Spotlight

Hexagon PPM

Hexagon PPM (formerly Intergraph Process, Power & Marine) software solutions help visualize, create, and manage the life cycle of facilities and structures of all complexities. With nearly five decades of innovation and proven industry leadership, we have become the trusted partner for organizations challenged with the engineering, design, building, and operation of facilities and structures across the globe.

Related News

NGOs file suit over transparency of TSCA new chemicals programme

Chemical Watch | March 18, 2020

A coalition of NGOs has sued the US EPA over an alleged lack of transparency in the TSCA new chemicals programme, which "thwart[s] the ability of the public to be informed and to provide input". According to a complaint filed by five environmental nonprofits in federal court today, the EPA has operated its TSCA premanufacture review process in a "black box, denying the public information to which they are legally entitled". Having access to timely information, they contend, is necessary to ensure the members they represent "are able to provide input on the potential risks of new chemicals and the need for protections from those risks prior to completion of EPA’s reviews." And they therefore have asked the court to ensure that the EPA complies with TSCA’s disclosure provisions, including by requiring that it:

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ACC to Trump, governors: Keep chemical industry going during coronavirus crisis

S&P Global | March 18, 2020

The US chemical industry's trade group told President Donald Trump and state governors this week that its sector must maintain operations as the coronavirus outbreak spreads to ensure supply of chemicals needed for disinfectants, plastics for food preservation and medical equipment, and staples like diapers and soap. "The role of chemistry is particularly important today, as chemicals enable countless products that will be needed to support good hygiene and treat those who are infected with the coronavirus in the weeks and months ahead," American Chemistry Council President and CEO Chris Jahn said in a letter to Trump and governors late Tuesday. Efforts to hinder the spread of coronavirus have included cancellations of major sporting events, concerts, conferences, parades, and other large gatherings, as well as closures of bars and limiting restaurants to takeout and deliveries. Companies have increasingly sent employees to work from their homes, while hospitals, grocery stores, and drug stores work to keep up with demand for care and products.

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How small chemical company leaders are dealing with the coronavirus

C&EN | March 17, 2020

As measures to contain the coronavirus—SARS-CoV-2—sweep across the US, the heads of privately owned chemical and instrument companies find themselves in uncharted territory trying to keep their companies going and their employees safe. C&EN reached out to CEOs of several such firms to learn what they are doing to keep business moving forward. We heard stories about setbacks, as expected supplies didn’t come through, but also small triumphs, as needed safety equipment was finally found. Overall, these leaders are keeping a close eye on supplies while planning for the real possibility that orders will drop in the coming months. Keeping staff healthy and maintaining continuity in customer service are the top priorities at Boron Specialties. “We are a pretty small facility, seven people &on-site&, so as best as we can we’re isolating,” CEO and founder Beth Bosley says.

Read More

NGOs file suit over transparency of TSCA new chemicals programme

Chemical Watch | March 18, 2020

A coalition of NGOs has sued the US EPA over an alleged lack of transparency in the TSCA new chemicals programme, which "thwart[s] the ability of the public to be informed and to provide input". According to a complaint filed by five environmental nonprofits in federal court today, the EPA has operated its TSCA premanufacture review process in a "black box, denying the public information to which they are legally entitled". Having access to timely information, they contend, is necessary to ensure the members they represent "are able to provide input on the potential risks of new chemicals and the need for protections from those risks prior to completion of EPA’s reviews." And they therefore have asked the court to ensure that the EPA complies with TSCA’s disclosure provisions, including by requiring that it:

Read More

ACC to Trump, governors: Keep chemical industry going during coronavirus crisis

S&P Global | March 18, 2020

The US chemical industry's trade group told President Donald Trump and state governors this week that its sector must maintain operations as the coronavirus outbreak spreads to ensure supply of chemicals needed for disinfectants, plastics for food preservation and medical equipment, and staples like diapers and soap. "The role of chemistry is particularly important today, as chemicals enable countless products that will be needed to support good hygiene and treat those who are infected with the coronavirus in the weeks and months ahead," American Chemistry Council President and CEO Chris Jahn said in a letter to Trump and governors late Tuesday. Efforts to hinder the spread of coronavirus have included cancellations of major sporting events, concerts, conferences, parades, and other large gatherings, as well as closures of bars and limiting restaurants to takeout and deliveries. Companies have increasingly sent employees to work from their homes, while hospitals, grocery stores, and drug stores work to keep up with demand for care and products.

Read More

How small chemical company leaders are dealing with the coronavirus

C&EN | March 17, 2020

As measures to contain the coronavirus—SARS-CoV-2—sweep across the US, the heads of privately owned chemical and instrument companies find themselves in uncharted territory trying to keep their companies going and their employees safe. C&EN reached out to CEOs of several such firms to learn what they are doing to keep business moving forward. We heard stories about setbacks, as expected supplies didn’t come through, but also small triumphs, as needed safety equipment was finally found. Overall, these leaders are keeping a close eye on supplies while planning for the real possibility that orders will drop in the coming months. Keeping staff healthy and maintaining continuity in customer service are the top priorities at Boron Specialties. “We are a pretty small facility, seven people &on-site&, so as best as we can we’re isolating,” CEO and founder Beth Bosley says.

Read More

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