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AI Integrated Into Injection Molding Process Control | Plastics Technology

A 360-degree look at resin conveying systems: types, operation, economics, design, installation, components and controls.

This Knowledge Center provides an overview of resin moisture and the drying process, including information on the best drying practices for your manufacturing facility. types of 3d printers

Combat the skilled labor shortage using this comprehensive resource to train your own plastics processing experts.

Deep dive into the basics of blending versus dosing, controls, maintenance, process integration and more.

This Knowledge Center provides an overview of the considerations needed to understand the purchase, operation, and maintenance of a process cooling system.

Learn about sustainable scrap reprocessing—this resource offers a deep dive into everything from granulator types and options, to service tips, videos and technical articles.

Despite price increase nominations going into second quarter, it appeared there was potential for generally flat pricing with the exception of a major downward correction for PP.

First quarter was ending up with upward pricing, primarily due to higher feedstock costs and not supply/demand fundamentals.

Despite earlier anticipated rollover in prices for most of the volume commodity resins, prices were generally on the way up for all going into the third month of first quarter.  

While price initiatives for PE and PVC were underway, resin prices had rollover potential for first two months of 2024, perhaps with the exception of PET.

Flat-to-downward trajectory for at least this month.

A mixed bag, though prices likely to be down if not flat for all this month.

Resin drying is a crucial, but often-misunderstood area. This collection includes details on why and what you need to dry, how to specify a dryer, and best practices.

Take a deep dive into all of the various aspects of part quoting to ensure you’ve got all the bases—as in costs—covered before preparing your customer’s quote for services.

In this collection of articles, two of the industry’s foremost authorities on screw design — Jim Frankand and Mark Spalding — offer their sage advice on screw design...what works, what doesn’t, and what to look for when things start going wrong.

In this collection, which is part one of a series representing some of John’s finest work, we present you with five articles that we think you will refer to time and again as you look to solve problems, cut cycle times and improve the quality of the parts you mold.

Gifted with extraordinary technical know how and an authoritative yet plain English writing style, in this collection of articles Fattori offers his insights on a variety of molding-related topics that are bound to make your days on the production floor go a little bit better.

In this three-part collection, veteran molder and moldmaker Jim Fattori brings to bear his 40+ years of on-the-job experience and provides molders his “from the trenches” perspective on on the why, where and how of venting injection molds. Take the trial-and-error out of the molding venting process.

Mike Sepe has authored more than 25 ANTEC papers and more than 250 articles illustrating the importance of this interdisciplanary approach. In this collection, we present some of his best work during the years he has been contributing for Plastics Technology Magazine.

In this collection of content, we provide expert advice on welding from some of the leading authorities in the field, with tips on such matters as controls, as well as insights on how to solve common problems in welding.

Mold maintenance is critical, and with this collection of content we’ve bundled some of the very best advice we’ve published on repairing, maintaining, evaluating and even hanging molds on injection molding machines.

Thousands of people visit our Supplier Guide every day to source equipment and materials. Get in front of them with a free company profile.

There are many fundamental differences between thermosets and thermoplastics, from the way raw materials are furnished to the molder and the process in which parts are molded.  

It’s all about sustainability and the circular economy, and it will be on display in Orlando across all the major processes. But there will be plenty to see in automation, AI and machine learning as well.

Polymer Resources responds to sustainability push by upgrading plant with grinding and shredding equipment to take on both postindustrial and postconsumer reclaim.  

First quarter was ending up with upward pricing, primarily due to higher feedstock costs and not supply/demand fundamentals.

An integral supplier in the effort to fast-track COVID-19 vaccine deployment, Retractable Technologies turned to Arburg and its PressurePilot technology to help deliver more than 500 million syringes during the pandemic.

Megatrends such as sustainability are the driving force behind a slew of new product introductions at the May show. Catch up on what’s in store on the show floor right here.

With frequent purging, you can minimize serious contamination issues and get both better results and higher profits.

Realtime Robotics seeks to get more robots involved in manufacturing by addressing the biggest current barrier: programming costs.

Offerings range from recycled, biobased, biodegradable  and monomaterial structures that enhance recyclability to additives that are more efficient, sustainable and safer to use.  

Understand the differences between distributive and dispersive mixing, and how you can promote one or the other in your screw design.

Topping five other entries in voting by fellow molders, the Ultradent team talks about their Hot Shots sweep.

Serendipitous Learning Opportunities at PTXPO Underscore the Value of Being Present.

Introduced by Zeiger and Spark Industries at the PTXPO, the nozzle is designed for maximum heat transfer and uniformity with a continuous taper for self cleaning.

Ultradent's entry of its Umbrella cheek retractor took home the awards for Technical Sophistication and Achievement in Economics and Efficiency at PTXPO. 

technotrans says climate protection, energy efficiency and customization will be key discussion topics at PTXPO as it displays its protemp flow 6 ultrasonic eco and the teco cs 90t 9.1 TCUs.

Shibaura discusses the upcoming Plastics Technology Expo (PTXPO) March 28-30

NPE2024: Experience the latest eco-friendly innovations in the plastics industry at the Sustainability Hub.

FANUC America president and CEO Michael Cicco presents his show opening keynote, ‘Unlocking the Potential: Robotics, AI and Automation in the New Tech Era,’ at NPE2024.

NPE2024: Cypet shows off new capabilities for its ISBM machines.

Plastics Technology and other Gardner Business Media brands are exhibiting at NPE2024. Learn about what’s ‘Covered in Plastics Technology,’ get a unique photo op and enter the #COVEREDinPT givaway. 

As the government funds infrastructure improvements, a hot topic at NPE2024 – exploration of the role recycled plastics can play in upcoming projects, particularly road development. 

NPE2024: Hear from industry experts at the Bottling Stage.

Mixed in among thought leaders from leading suppliers to injection molders and mold makers at the 2023 Molding and MoldMaking conferences will be molders and toolmakers themselves. 

After successfully introducing a combined conference for moldmakers and injection molders in 2022, Plastics Technology and MoldMaking Technology are once again joining forces for a tooling/molding two-for-one.

Multiple speakers at Molding 2023 will address the ways simulation can impact material substitution decisions, process profitability and simplification of mold design.

When, how, what and why to automate — leading robotics suppliers and forward-thinking moldmakers will share their insights on automating manufacturing at collocated event.

As self-imposed and government-issued sustainability mandates approach, injection molders reimagine their operations.

August 29-30 in Minneapolis all things injection molding and moldmaking will be happening at the Hyatt Regency — check out who’s speaking on what topics today.

Get your clicking finger in shape and sign up for all that we have in store for you in 2023.  

Molding 2023 to take place Aug. 29-30 in Minnesota; Extrusion 2023 slated for Oct. 10-12 in Indiana.

In this webinar, Cold Jet will discuss some of the ways processors use dry ice such as in-machine mold cleaning at operating temperatures, de-flashing or de-burring parts, improving OEE scores, extending mold life, cleaning parts before painting, post-processing 3D printed parts, lowering GHG emissions, and monitoring and reporting the process. Agenda: Cold Jet Overview & Dry Ice 101 Understanding the Process and Fine-Tuning Techniques Case Studies: Applications in Plastics Monitoring the Process Exploring the Importance of Dry Ice Cleaning in an ESG Era

Discover possible applications in large format printing including layup tools, transport modules, film fixation devices, design components and enclosures. These are used in various industries such as automotive, aerospace, architecture and many others. Agenda:  Possible applications in large format printing: layup tools, transport modules, film fixing devices, design components and enclosures. Process reliability and component quality in component production Pros and cons of the technology Sneak peek into current development projects—What will the large format printing of tomorrow look like?

Cooling time is typically the longest step of the molding process. How can you make it more productive? Learn how cooling time can be turned into production time by running two molding processes simultaneously on a single molding machine. For longer cycles, this can mean twice the productivity. In this webinar, you'll learn more about the Shuttle Mold System and how to calculate its potential productivity impacts for your application. Agenda: Learn how the Shuttle Mold System can deliver value to your business See the recent technical updates made to the system Calculate the potential impact on productivity

Turnaround time can be as low as 24 hours, although two or three days might be more typical. Rapid prototyping like this is especially useful to quickly identify critical end-use part geometries that will work in the molding process. Key components include material choice, 3D printing technology selected, use of adaptable mold bases for the mold inserts and implementation of appropriate injection molding process conditions. This presentation will review work conducted toward the assessment of a high-stiffness, high-temperature-resistant ceramic modified urethane acrylate for injection molding inserts. Agenda:  Guide for 3D-printed injection mold inserts Optimization of digital light processing (DLP) printing Compatibility with various thermoplastics Real-world application success stories

Tony will address common challenges encountered at each stage and provide invaluable insights to effectively navigate these obstacles. Agenda: Bridging the gap between color and appearance: learn how to achieve harmony between the intended color and the final appearance of your plastic products. Importance of using a data-driven color management model: color measurement technology provides valuable insights and analytics that enable plastic manufacturers to optimize color formulations, troubleshoot color inconsistencies, enhance operational efficiency and drive continuous improvement in their production processes. Choosing the right toolset: gain insights into selecting the most suitable technology and processes tailored to your workflow and specific needs.

Innovative closures at the forefront of this trend have fostered a tooling evolution that enables cost-effective manufacturing of lightweight designs. Find out more about why global beverage brands are switching closures, specific design best practices and the significant merits of a mono-material package solution. Join this webinar to find out how these production changes can enable you to reach your sustainability goals and drive business growth. Agenda: The trend toward lightweight beverage closure designs The advantages of lightweight and tethered closures Why beverage brands are implementing tethered solutions even in the absence of mandates Tooling design best practices to mold today’s ultra-lightweight closure designs The merits of a mono material package solution

Every three years, leaders from almost every major industry gather at NPE to advance their businesses through innovations in plastics. The largest plastics trade show in the Americas, NPE offers six technology zones, keynote speakers, workshops and opportunities to build partnerships. 

The 3D Printing Workshop @ NPE2024 – The Plastics Show, is an immersive, half-day workshop focused on the emerging possibilities for part production via 3D printing and additive manufacturing. Presented by Additive Manufacturing Media, Plastics Technology and MoldMaking Technology, the 3D Printing Workshop will build upon a successful model first introduced at IMTS 2014. Attendees will benefit from a program focused on practical applications of 3D technologies related to plastics processing. This event will conclude with a 3D Printing Industry Reception sponsored by Additive Manufacturing Media.

The Society Plastics Engineers (SPE) Extrusion Division and the SPE Eastern New England Section will co-host the Screw Design Conference-Topcon on June 19-20, 2024 @ UMass Lowell in Lowell, MA.  This highly technical program will focus upon screw design principles for single and twin screw extruders with wide ranging topics relating to screw designs for feeding, melting, mixing, venting and pumping plastics products and parts.   Areas of focus will include screw designs for melt temperature and gel management, gel minimization, bioplastics, recycled materials and foaming.   In addition to the technical sessions, a tour of the UMass Lowel Plastics Processing Laboratories will be integrated into Day 2 of the event.    This program is not just for screw designers, but to help anyone responsible for any type of extrusion operation to evaluate existing extrusion equipment; and also to prepare for future projects. Price to attend:  Less than $1000!  Registrations will be accepted in early 2024. Call for papers – To be considered to give a presentation, please submit a talk title and abstract on or before December 15 to:   Technical Chair: Eldridge M. Mount III, e-mail emmount@msn.com Corporate sponsorships - A limited # of corporate sponsorships (15) are available on a 1st come basis.  Included is a 6’ tabletop display (must fit on table), denotation in all promotional activities, and 1 no charge registration.  To become a sponsor contact: Charlie Martin, Leistritz Extrusion, e-mail cmartin@leistritz-extrusion.com, cell 973-650 3137 General information:   A reception on Day 1 and a tabletop display area will allow the attendees to meet and discuss state-of-the-art screw technologies with industry experts.  The SPE Extrusion Division will issue a “Screw Design Certificate” to all participants who have attended the program.  Students are encouraged to attend and will receive a discounted rate.   For additional information contact:  Program Chair:  Karen Xiao, Macro Engineering, KXiao@macroeng.com

Debuting in 2010, the Parts Cleaning Conference is the leading and most trusted manufacturing and industrial parts cleaning forum focused solely on delivering quality technical information in the specialized field of machined parts cleansing. Providing guidance and training to understand the recognized sets of standards for industrial cleaning, every year the Conference showcases industry experts who present educational sessions on the latest and most pressing topics affecting manufacturing facilities today.  Discover all that the 2022 Parts Cleaning Conference has to offer!

Presented by Additive Manufacturing Media, Plastics Technology and MoldMaking Technology, the 3D Printing Workshop at IMTS 2024 is a chance for job shops to learn the emerging possibilities for part production via 3D printing and additive manufacturing. First introduced at IMTS 2014, this workshop has helped hundreds of manufacturing professionals expand their additive capabilities.  

Formnext Chicago is an industrial additive manufacturing expo taking place April 8-10, 2025 at McCormick Place in Chicago, Illinois. Formnext Chicago is the second in a series of Formnext events in the U.S. being produced by Mesago Messe Frankfurt, AMT – The Association For Manufacturing Technology, and Gardner Business Media (our publisher).

RJG has augmented its CoPilot process control with artificial intelligence (AI) trained on in-house data gleaned from its network of training labs.

RJG has added MAX — an AI-powered process advisor — to its CoPilot process control system. RJG says MAX, short for Molding Automation Xperience, uses AI technology powered by proven Master Molder techniques to provide molders with real-time guidance for optimizing their injection molding processes.

An RJG spokesperson told Plastics Technology that the AI runs locally on the CoPilot and was trained on data from multiple sources, including the company’s in-house CoPilot data and the expertise of its trainers, which it says ensures that MAX adheres to how RJG teaches, matching a template in its Master Molder courses.

The company used its Traverse City, Michigan, lab machines and molds for a period of months working with internal subject matter experts, trainers and outside consultants. The spokesperson said RJG also used its training labs in the U.K., France, Alabama and North Carolina, leveraging their in-house experts and trainers to test the system. In addition, it was beta tested at two external partners, beginning in October.

RJG notes that molders face a shortage of skilled processors who can troubleshoot injection molding processes, resulting in excessive scrap, machine downtime and wasted engineering hours. RJG developed MAX to assist in bridging that skills gap and reducing waste during production.

The smart assistant monitors process parameters in real-time and offers troubleshooting advice to help molders resolve issues and improve productivity. Featuring an intuitive interface, MAX delivers step-by-step instructions for restoring a process to an optimized state. When a process goes out of match, the technician is alerted by the card-select icon that there’s an issue. Tapping this icon takes the technician to the card-select screen, where the template match card is highlighted, prompting the technician to tap it. Once clicked, the job dashboard rearranges to display the most helpful data and start to get the process back into match.

On the CoPilot’s job dashboard, technicians can view the guidance system card, enabling them to verify that the machine settings match the setup sheet. Technicians then indicate whether each setting matches, if it’s been fixed or if it does not apply to this process. Once the settings are confirmed, the system waits 30 minutes for the process to stabilize before giving the technician more advice.

Upon stabilization, the guidance system will continue advising the technician based on decoupled molding principles, recommending process adjustments in a systematic manner. After an adjustment has been made, the system waits a total of three cycles for the process to stabilize, before offering additional advice.

The guidance system continues this cycle of advice until the process is stabilized and the template is once again matching. Once the guidance is complete, the technician can document what was done in a note. By documenting the problem — including what changes were made and by whom — CoPilot helps ensure transparency from shift to shift, keeping a record of what was changed and when.

MAX, short for Molding Automation Xperience, uses AI technology powered by proven Master Molder techniques. Photo Credit: RJG 

And as with all sciences, there are fundamentals that must be considered to do color right. Here’s a helpful start.

First find out if they are the result of trapped gas or a vacuum void. Then follow these steps to get rid of them.

Modifications to the common core pin can be a simple solution, but don’t expect all resins to behave the same. Gas assist is also worth a try.

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