Optimizing chemical production using data-driven, AI-enabled hybrid modeling

March 13, 2020

article image
Smart use of your plant’s data can take process efficiency to a higher level. Hybrid models driven by artificial intelligence deliver the best results for the least effort. And you don’t need a data science degree to enjoy them. Data is everywhere these days – and the volumes of it are growing exponentially all the time. We’re used to smart uses of it in our everyday lives. Like Amazon and Netflix using our past behavior to tempt us with new products or shows, even making them more appealing by tailoring how they look based on carefully constructed, data-driven profiles of our tastes. Much of that heavy lifting is done by artificial intelligence (AI). In chemical production, process control systems have been collecting data measurements during continuous or batch manufacturing for decades.

Spotlight

Daikin America, Inc

Daikin has been a world leader in the development, manufacture and sales of fluoropolymers and chemistry since 1924, . Headquartered in Osaka, Japan, Daikin is renowned for innovation, quality and commitment. As the world changes, Daikin is meeting the challenges with technology that makes a difference. We have in the forefront of the fluorocarbon industry is not just constant innovation in the products we develop, but the service and support behind them. Daikin’s fluoropolymers and chemicals, with their wide range of unique properties and Daikin’s products area ideally suited for use in aerospace, architecture, automotive, consumer cookware, energy storage, filtration, home goods, industry, medical, nonwovens, optics & displays, paper & packaging, oil & gas, renewable energy, semiconductor, textile & fabric treatments and wire & cable.

OTHER ARTICLES

Transporting biological and chemical materials - what you need to know

Article | February 13, 2020

The landscape of biological and chemical logistics has changed rapidly - as have the regulatory frameworks around it. What has not necessarily kept pace is the end-user understanding of the nature of these logistical processes, their opportunities and their constraints. Twenty years ago, the transmission of biological and chemical materials was limited to a small range of organisations: usually national and international research companies, hospitals, major university departments, police and military departments with forensic responsibilities.

Read More

Setting record straight on testing harm in chemicals

Article | February 13, 2020

The modern world is built on chemicals, be it the medicines we use, or cleaning fluids, crop protection products, or the raw materials for everything from laptops and mobile phones to clothes and furniture. Across all, we have created an entire modern society with chemicals, and, as a result, constantly stretched the size of the world population we can feed, clothe and shelter. Yet, balancing all the gains from the modern chemistry around us against any negative environmental and human impact has been a rising concern, making for ever greater focus on testing and on risk assessment.

Read More

Why chemical characterization is the best way to assess patient risk

Article | February 11, 2020

Everyone is very familiar with the phrase when buying a house: All that really matters are three things - location, location, and location. This same principle applies to extractables and leachables chemistry analysis – the three things that truly matter are identification, identification, and identification. The greatest growth in the past ten years in demonstrating the safety of medical devices and container closure systems for drugs has been using analytical chemistry to determine what chemicals can leach from the device and what the patient is exposed to during its intended use.

Read More

How Chemical Companies Benefit from the Experience Economy

Article | February 10, 2020

To feel or experience from a business engagement started with customer experience mainly in the consumer products business. Today it has extended to even knowledge industries like the chemical industry where experiencing or feeling can be leveraged to include all stake holders from customers primarily to employees to supply chain people & suppliers and all else. With digital technologies this has become easier than before. The benefits from promoting the ‘feel’ or ‘experience’ emotion could be multifarious for the chemical industry as described in this article.

Read More

Spotlight

Daikin America, Inc

Daikin has been a world leader in the development, manufacture and sales of fluoropolymers and chemistry since 1924, . Headquartered in Osaka, Japan, Daikin is renowned for innovation, quality and commitment. As the world changes, Daikin is meeting the challenges with technology that makes a difference. We have in the forefront of the fluorocarbon industry is not just constant innovation in the products we develop, but the service and support behind them. Daikin’s fluoropolymers and chemicals, with their wide range of unique properties and Daikin’s products area ideally suited for use in aerospace, architecture, automotive, consumer cookware, energy storage, filtration, home goods, industry, medical, nonwovens, optics & displays, paper & packaging, oil & gas, renewable energy, semiconductor, textile & fabric treatments and wire & cable.

Events