Canvas Category OEM : Chemical
For 100 years, Eastman has created innovative products and solutions that touch people’s lives every day. Join us this year as we celebrate the legacy of the dedicated people who have turned great ideas into materials that enhance the quality of life in material way. For Eastman, it is about Innovation. Then. Now. Next.
LLM-based Control Code Generation using Image Recognition
LLM-based code generation could save significant manual efforts in industrial automation, where control engineers manually produce control logic for sophisticated production processes. Previous attempts in control logic code generation lacked methods to interpret schematic drawings from process engineers. Recent LLMs now combine image recognition, trained domain knowledge, and coding skills. We propose a novel LLM-based code generation method that generates IEC 61131-3 Structure Text control logic source code from Piping-and-Instrumentation Diagrams (P&IDs) using image recognition. We have evaluated the method in three case study with industrial P&IDs and provide first evidence on the feasibility of such a code generation besides experiences on image recognition glitches.
♻️ Plant-Based Plastics Gain Favor as Companies Pursue Sustainability Goals
Bioplastics are expanding faster than recycled plastic in some cases, such as in Asian countries like China and Japan that are mandating more ecologically friendly materials, nova-Institute founder Michael Carus said. Even if global plastic recycling rates someday reach 70% compared with around 9% today, bioplastics alongside materials made from captured carbon dioxide will have a big role to play as the world transitions away from fossil-fuel-based materials.
The strongest demand for bioplastics is currently from fashion and food-packaging companies, but interest is also rising from companies in cosmetics, electronics and more durable goods such as tools, Eastman Chemical’s Chief Technology Officer Chris Killian said. Some of the earliest adopters of bioplastics are fashion companies, including Lululemon, which has a goal to replace the majority of oil-based nylon with plant-based nylon by 2030.
This year, Dow struck an agreement with biomass refinery startup New Energy Blue to buy bioethylene made from the stalks and leaves of corn grown in Iowa. Dow will then make conventional and recyclable plastics from the material and sell to companies in transportation, footwear, and packaging.
How Eastman Strives for a Circular Plastics Economy
“Mechanical recycling—where you go out and take items like single-use bottles, chop, wash and re-meld them and put them back into textiles or bottles—can only really address a small portion of the plastics that are out there,” Crawford said. After a few cycles, the polymers in the products degrade and the process is no longer possible.
Instead, Eastman uses advanced, also known as molecular or chemical, recycling. “We unzip the plastic back to its basic building blocks, then purify those building blocks to create new materials,” Crawford said. This “creates an infinite loop because that polymer can go through that process time and time again.”