2025 Twin Screw Report
Published

Smart Systems Illuminate Material Recovery for Enhanced Plastics Recycling

Data collection and machine learning can give MRF operators and brand owners an enhanced view of the fate of recyclable materials.

Share

Material recovery facilities (MRFs) sit at a critical juncture in the plastic material value chain. As stakeholders strive for greater material circularity, better data acquisition and feedback could reveal low-hanging fruit at the recovery stage.

Suppliers of automated and even AI-enhanced recovery systems seek to enable collaboration across the value chain, by bringing state of the art technology to MRF operations.

Better Data for MRF Operators

Operations at MRFs have long benefited from automated stations using near-infrared scanning and eddy current separation technology, but these systems are largely open-loop. To evaluate effectiveness, bale audits can be conducted periodically but require time and labor and yield only a snapshot. For more sophisticated, real-time, actionable data, some operators have turned to vision-based systems, such as RecycleOS from EverestLabs

Sorting Conveyor at MRF

Workers remove unrecyclable materials by hand at an Ohio MRF.
Photo Credit: Matt Stonecash

 

RecycleOS is an AI software product that uses data from live camera feeds to identify and track individual items in the waste stream. Data on oversorting and undersorting of materials can be used to optimize sorting systems, including the implementation of robotics, which Everest also supplies.

“Quantifying the amount and type of plastics going to the landfill is eye opening for an (MRF) operator because they’ve never had this data available in real time before,” says JD Ambati, CEO and founder at EverestLabs.

Machine learning enables systems to get better over time, and adapt to the waste streams and operating characteristics where they are implemented, which of course vary across the country’s thousands of recycling programs.

Better Data for CPG Brands

Inventory tracking systems throughout the supply chain have given brands detailed information about exactly where and how many products are produced distributed, and sold. Marketing research reveals how customers select and utilize the products. But what happens next is a bit murkier. As recycling becomes more important, CPG brands have taken greater interest in the end of life stage for disposable products and packaging.

Brands can give their materials a better shot at being recycled by following guides, like the Association for Plastic Recycler’s design guide. But consumers and advocates for the environment have expressed dissatisfaction with materials being “recyclable” in the most literal sense, i.e., that a product could theoretically be recycled assuming its recovery and ignoring all economic and social factors. For many, a recycled material must actually be recycled to be considered sustainable, and in order to be recycled a material must first be recovered.

By connecting brands with material recovery data, EverestLabs hopes to close that information loop as well.

“We are bridging the gulf between CPG brand and the MRF, using AI and automation. Our goal is to empower everyone in the ecosystem to make data driven decisions,” says Ambati.

According to Everest, the system can recognize individual products, even distinguishing between similar containers from competing brands. Not only can producers evaluate design changes based on real-world recoverability, but they can also learn how that recoverability varies from MRF to MRF or with regional differences in waste streams.

Sharing this kind of information and visibility between organizations provides an opportunity to increase recovery and recycling, and to make verifiable sustainability claims based on real world results. It could represent a leap forward from green labeling and wishcycling strategies.

Process Cooling
Register Now!
Custom Manifold Assemblies - ManifoldBuilder.com
Plastics Size Reduction
Resinworks with Optimizer
chemical foaming agents rotational molding video
Guill - World Leader in Extrusion Tooling
Plastics Recycling Latam STD
PT Top Shops
See How Much You Can Save Ulta Low Energy Dryer
Gardner Business Media, Inc.
We ❤ Powders

Related Content

New Facility Refreshes Post-Consumer PP by Washing Out Additives, Contaminants

PureCycle prepares to scale up its novel solvent recycling approach as new facility nears completion.

Read More
Automation

ICIS Launches: Ask ICIS Generative AI Commodities Assistant

Said to be the first of its kind, this AI assistant will enhance access to ICIS’ intelligence and insights for the energy and chemical markets.

Read More
Recycling

Recycled Material Prices Show Stability Heading into 2023

After summer's steep drop, most prices leveled off in the second half.

Read More
Additives

Gerdau Graphene Launches “First” Graphene-Enhanced PE Additive Masterbatch for Extruded Packaging and More

The company has also partnered with conglomerate Sumitomo Corp. for distribution of its graphene-enhanced masterbatches in Japan.

Read More

Read Next

best practices

People 4.0 – How to Get Buy-In from Your Staff for Industry 4.0 Systems

Implementing a production monitoring system as the foundation of a ‘smart factory’ is about integrating people with new technology as much as it is about integrating machines and computers. Here are tips from a company that has gone through the process.

Read More
NPE

See Recyclers Close the Loop on Trade Show Production Scrap at NPE2024

A collaboration between show organizer PLASTICS, recycler CPR and size reduction experts WEIMA and Conair recovered and recycled all production scrap at NPE2024.

Read More
NPE

Beyond Prototypes: 8 Ways the Plastics Industry Is Using 3D Printing

Plastics processors are finding applications for 3D printing around the plant and across the supply chain. Here are 8 examples to look for at NPE2024.

Read More
PT Top Shops