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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Dando Chemicals US LLC

Dando customize pharmaceutical intermediates. We specialize in heterocycles and other small molecules to enable chemists to synthesize high impact target molecules that are devoid of metabolic liabilities. we provide various chemicals on agriculture, food industry, home application and beauty care.

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Chemical Management

The Digital Transformation of the Chemical Industry: The Key Trends

Article | July 13, 2021

From novel process technologies to sustainable plastics— the chemical industry is scaling up its digital initiatives. This has opened new doors for organizations to explore opportunities to increase efficiency and streamline the process. Admittedly, the chemical industry has been a little slower in implementing digital transformation. But COVID-19 has vastly increased the momentum of digitization among chemical plants. According to a KPMG survey, 96% of industry CEOs saw digital transformation accelerate in their organizations, with 48 percent saying it advanced by a few years. In addition, according to a recent Manufacturing Leadership Council (MLC) survey, 82% of respondents agreed that the pandemic had "created a new sense of urgency" in driving investment in new technologies and digitalization. Digital transformation solutions offer tremendous potential in the chemical sector. It can play a significant role in driving more value. So let's dig deeper and look at key technologies in bringing digital transformation to the chemical industry. Circular Economy Chemical manufacturers cannot exist within their own four walls any longer. They recognize the importance of working with their customers and other businesses and organizations to conserve resources and protect the environment. Chemical companies may source raw materials from recyclers as part of a circular economy, which necessitates fool proof solutions to confirm their quality and availability. Circular economy consortiums may advocate for reducing environmental threats such as ocean plastics or exposure to hazardous chemicals, opening up new avenues for innovation. Customers are constantly looking for new ways to reduce waste and protect their ecosystems. For example, farmers may benefit from solutions that can instantly analyze soil quality, weather, and crops to determine the best products and schedule for applying fertilizers, crop protectants, or new seeds. Using this data, they use only what they need, generate less waste, and maximize output. Error-Proof Operations Chemical firms are also embracing technology to achieve operational excellence. They've discovered the benefits of using machine learning andIoT technologies to automate standard back-end processes. Technologies such as these reduce the need for human intervention — and thus the possibility of human error. Blockchain technology can also significantly reduce counterfeit chemicals' use, which is especially important for chemical manufacturers who supply products to the pharmaceutical or agricultural industries. In addition, blockchain technology can enable track-and-trace processes that require less work and waste while protecting the enterprise's reputation. Staying Sharp in the Dynamic Market Staying agile in an uncertain M&A environment is a top priority for some businesses. For example, chemical firms must be able to quickly divest assets, adjust portfolios, and adapt operations in response to market changes. Technology can provide executives with the visibility into operations, shipments, and market conditions required to make critical decisions and remain agile. Data Analytics The chemical industry is leveraging cloud-based storage systems to store and share confidential data anytime and anywhere. Additionally, data analytics solutions can analyze all the data effectively to provide valuable insights to the industry. This will help you make meaningful decisions in real-time.

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Chemical Technology

Pandemic’s third wave seems unlikely to damage global petrochemicals demand

Article | July 20, 2022

Petrochemical stocks plunged worldwide on 19 July ahead of the Q2 earnings season. The declines were consistent with those in economically sensitive sectors such as steel, copper, automotive and housing,” wrote my ICIS colleague, Joseph Chang, in this Insight article.

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Chemical Technology

Energy portfolio restructuring: Charting the future

Article | August 2, 2022

Consumer needs and preferences in the energy industry are evolving. Environmental, social and governance (ESG) concerns are becoming more acute—inspiring action and shifting value towards low-carbon solutions. These trends accelerated in 2020 and for the first time, market capitalization of leading low-carbon solutions companies began to overtake those of oil and gas (O&G) majors. This is despite the majors laying out energy transition strategies, setting low carbon energy targets and generating higher revenues by an order of magnitude.1 In response to this radically changing landscape, energy companies are charting divergent courses for their futures. Some continue to bet on their ability to generate returns from the O&G value chain. They are focusing on growing margins and lowering carbon intensity. Others are supplementing their capabilities with low-carbon energy solutions or exiting hydrocarbons altogether. This blog focuses on the path forward for the energy majors in Europe who are betting big on diversification.

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Chemical Management

The supply-chain inflation threat to petrochemicals demand

Article | May 9, 2021

Petrochemicals themselves remain in short supply. This is partly because of reduced feedstock from refineries, a consequence of the pandemic-related collapse in transportation fuels demand.Global petrochemical supply is still edging back to something like normal following the US winter storms in February, during which most US capacity was shut down. A point of discussion is whether containers will become available in the right places at the right prices to relieve tightness in the European polyethylene (PE) market, once US supply has normalised. The container issue is making it difficult to move PE and polypropylene (PP) cargoes from Asia to Europe.Market intelligence from the US-based ICIS CDI team indicates that enough container freight space will be available to resume significant shipments of US PE to Europe, albeit at high prices. It will be several more weeks before domestic pipelines have been refilled, enabling US producers to refocus on exports, added CDI.

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Dando Chemicals US LLC

Dando customize pharmaceutical intermediates. We specialize in heterocycles and other small molecules to enable chemists to synthesize high impact target molecules that are devoid of metabolic liabilities. we provide various chemicals on agriculture, food industry, home application and beauty care.

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.

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