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.

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Chemical Management

Key Trends in the Digital Transformation of the Chemical Industry

Article | July 22, 2021

The chemical business is intricate, with numerous sub-sectors dealing with various challenges. Thus, there are some differences in the sector's main areas of digitalization. For instance, while specialty chemicals with smaller batches but larger profit margins are concerned with improving quality, large factories are concentrated on accelerating throughput speed. To be able to react to quick and repeated changes in demand, supply, and working circumstances, however, every plant must optimize output, reduce waste, improve safety and sustainability, and become more nimble. Therefore, the Industrial Internet of Things (IIoT), artificial intelligence (AI), and cloud computing are expected to be the three most popular applications for digital transformation during the coming two years. Key Trends Production Optimization The first and most valuable use cases of digitalization in chemical plants center on production optimization through improved equipment performance, process automation, remote and predictive monitoring, and simplified maintenance. Chemical factories, which often provide basic chemicals for use as end products in other sectors, have a special responsibility to maintain consistently high product quality. However, doing so can be challenging given the significant variations in raw material supply and quality. In addition, as process engineers can change the mix on the fly in reaction to fluctuations in quality, feedstock, or ambient temperatures, better data and analytics enable finer and more frequent adjustments. Lowering Waste The main advantage of digitally transformed plants so far has been cost reduction. The price volatility of raw materials is a problem for the chemical production sector because customers naturally want constant low prices. Minimizing waste is critical since facilities must contend with rising energy costs. Analytics tools that monitor fluctuating raw material prices aid factories in negotiating the best deals with suppliers and preparing in advance for price spikes. The risk of oversupply is reduced since plants can prepare the proper quantities of various products thanks to more precise demand predictions. Sustainability, Compliance, and Safety The chemical industry is heavily regulated as a result of the quantity of hazardous chemicals and the number of end-use industries that rely on it. Businesses are adopting digital transformation to boost safety awareness, reduce emissions and dangerous flare incidents, and guarantee a transparent and accurate audit trail. Plants that quickly adopt digital solutions for remote monitoring, supply chain visibility, waste reduction, production optimization, raising their safety profile, and opening up new opportunities will profit from higher profits and increased revenue, whereas those that hesitate for too long risk failing in the long run.

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Chemical Management

Petrochemical buyers, after a very difficult pandemic, can gain from China-driven deflation

Article | July 14, 2022

BUYERS OF polypropylene (PP) and other polymers and petrochemicals have had an incredibly difficult pandemic. Firstly, the converters and brand owners expected doom and gloom last March. At the time it seemed logical to expect a cratering of demand as the global economy pretty much imploded. Just looking at forecasts for GDP, parallels were drawn with the Global Financial Crisis when collapses in growth led to a cratering of polymers demand. The US is a good example where PP demand declined by 12% in 2008 over 2007. Demand then fell by a further 5% in 2009 over 2008.But what we all missed was the complete dislocation of polymers and petrochemicals demand from GDP. As economies registered historic declines, consumption went up. PP demand went through the roof, firstly for food packaging and hygiene applications.Then consumption for the durable goods made from PP also smashed through the rafters as we bought white goods (PP is used to make components of washing machines), consumer electronics (PP is used to make some electronic components) and carpets (PP fibres are used here).

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Chemical Technology

Survey Report: The State of Intelligent Operations in Oil and Gas

Article | June 6, 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. This report, produced in collaboration with OpenText, dives into the results of our Intelligent Operations in Oil and Gas Survey 2020, revealing where the industry is in terms of its adoption of Intelligent Operations and the hurdles it needs to overcome to truly embrace digital platforms and solutions.

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Chemical Technology

Application of Chromatography in Various Industries is Changing the Game!

Article | August 8, 2022

Used to separate and analyze compounds into their various components— chromatography plays a crucial part not just in the food industry but in the realms of drug testing, forensics, and even quality control in our favourite alcoholic drinks as well. Advanced Chromatography is an analytical technique introduced to the world by chromatography instrument companies to separate and analyze individual chemicals from complex compounds. Recent developments in the biotechnology and pharma industries have created a significant surge in the chromatography market. Read on to find out five fascinating facts about the day-to-day applications of chromatography in various industries and why businesses are looking to invest more in OEM chromatography manufacturing. Why are Industry-Decision Makers Adapting to Chromatography? Liquid Chromatography; A Popular Choice in Drug Testing Today, a lot of drug tests use liquid chromatography-mass spectrometry because it is easy to use, widely available, and gives quick results. LC and LC-MS can be done in almost any testing facility, which is different from other methods. It can be run by people with little training, so a testing facility can hire mostly technicians instead of highly trained scientists, who are harder to find. LC-MS is also very accurate, which means that there are fewer false positives. With liquid chromatography, you can get results in about 10 to 30 minutes, which is very fast. This technology is used by many drug testing labs across the country. It is widely used and trusted for testing drug samples and many other things. Businesses associated with the sports industry are leveraging chromatography to effectively and accurately test athletes for doping or performance-enhancing drugs. Use of HPCL in Pharmaceutical Industries Chromatography is used in the medical and pharmaceutical industries to create vaccines. In addition, chromatography can determine which antibodies best neutralize viruses and diseases. Mapp Biopharmaceutical, Inc. used the chromatography technique to develop the experimental immunization Zmapp to counteract the deadly Ebola virus. And it is still being used today to fight the coronavirus. The pharmaceutical industry has gained enormous success by exclusively using HPLC to obtain precise results during drug trials. The results can be used to analyze finished drug products and their ingredients quantitatively and qualitatively during manufacturing. The Detector in Forensic Science Chromatography methods are a well-established, powerful suite of methodologies in forensic science, from drug busts, murders, and robberies, to the identification of a plethora of chemical compounds that may be present in samples from terrorist incidents. Forensics use gas chromatography to help solve crimes. It helps analyze blood and clothing samples, allowing forensic scientists to investigate who and what was present at a crime scene. In particular instances, chromatography can even help forensic scientists pinpoint the exact whereabouts of the alleged perpetrator and victim before the crime happened. It’s an error-free process. Therefore, it is incredibly helpful in court. Additionally, chromatography is extremely handy in arson investigations. Most fires have a virtual cocktail of different substances. Every compound and substance differs in size and weight. Chromatography helps break down these varying compounds and substances to help determine what exactly started the fire. Liquid Chromatography in Food Industry Liquid chromatography plays a vital role in the food industry nowadays. It absolves and permits the selective removal of a wide variety of flavor and non-flavor-active food ingredients. The USDA, along with other countries, has prioritized rigorous testing of processed meat's contents. For example, in 2013, it was found that horsemeat was being sold as beef without anyone noticing. As a result, the food industry decided to change its analytical techniques. Chromatography quickly became the best way to find out what was in processed meats. High-Performance Liquid Chromatography and mass spectrometry were used to ensure that meat labeled beef was actually beef. In addition, it could tell if horse meat was mixed in with the beef, which helped keep people safe. Bio-Rad Fast Acid Analysis Column in Beverage Testing Not just food, many beverage manufacturers also use chromatography to ensure that each bottle of their product is the same. But, again, consistent taste is the main priority. And knowing the exact content of each bottle is the most proactive way to measure things. The Bio-Rad fast acid analysis column has been successfully used by many companies to quantitatively determine vitamin C in juices, fresh drinks, and powdered drinks. Chromatography Market is Opening New Dimensions in Various Businesses Undoubtedly, technological advancement has created a vigorous need for chromatography devices. According to Verified Market Research, growing at a CAGR of 3.4% from 2020 to 2027, the chromatography market is projected to reach USD 4.73 billion by 2027. The chromatography instrumentation market is currently witnessing huge advancements in the design of columns. This is raising the demand for development of better analytical reagents and resins. Increasing collaborations among the existing players, specifically in the Asian market is another propelling factor for this market. Additionally, emergence of green chromatography, increasing usage of chromatography instruments for monoclonal antibody purification, and usage of nanomaterial in chromatography are also fuelling the growth of this market. Plus, increased government funding in research and development activities is further driving the market growth. With various pharmaceutical and biotechnology companies, chemical, food and beverage, and other industries contributing to its market growth, one thing is for sure— the increase in the chromatography system market is here to stay.

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Fosroc

Fosroc is a world leader in the delivery of tailored Constructive Solutions for virtually any type of construction project, combining high quality products, expert technical support, customer service and innovation. Fosroc’s tailored Constructive Solutions are developed combining our extensive range of products with expertise and experience to meet the needs of the construction industry. From the cement factory through to final finishes of the construction project, Fosroc are your chosen partner for constructive solutions.

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.

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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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