Know-How

The Fundamentals of Artificial Intelligence and Machine Learning and Their Application to Injection Molding
Injection Molding

The Fundamentals of Artificial Intelligence and Machine Learning and Their Application to Injection Molding

As AI and ML continue to develop, they can eventually play a role in helping molders predict more accurately and, perhaps someday, model very close to the actual process results.

READ MORE

Latest Know-How Articles

VIEW ALL
Know-How

How to Configure Your Twin-Screw Extruder for Mixing: Part 5

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

Read More

The Role Barrel Temperatures Play in Melting

You need to understand the basics of how plastic melts in an extruder to properly set your process and troubleshoot any issues. Hint: it’s not about the barrel temperature settings.

Read More
best practices

Fundamentals of Polyethylene – Part 6: PE Performance

Don’t assume you know everything there is to know about PE because it’s been around so long. Here is yet another example of how the performance of PE is influenced by molecular weight and density.

Read More
Extrusion

Screw Design Tips to Boost Productivity

In this collection of articles, two of the industry’s foremost authorities on screw design — Jim Frankland 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.

Read More
polyolefins

Fundamentals of Polyethylene – Part 5: Metallocenes

How the development of new catalysts—notably metallocenes—paved the way for the development of material grades never before possible.

Read More

Polyethylene Fundamentals – Part 4: Failed HDPE Case Study

Injection molders of small fuel tanks learned the hard way that a very small difference in density — 0.6% — could make a large difference in PE stress-crack resistance.

Read More

Latest Know-How News And Updates

Solving Issues with Gloss

Your problem may be related to tooling, material, processing, or combinations thereof. Here’s how to find the root cause.

Read More
best practices

EXTRUSION: Melting 101

Learn the basics on how polymer melts in a single screw. Barrel temperature plays less of a role than you might think.

Read More
Materials

Is It Glass Filled or Glass Reinforced?

Here is how to tell the difference.

Read More

Featured Posts

How To Design Three-Plate Molds – Part 4

There are many things to consider, and paying attention to the details can help avoid machine downtime and higher maintenance costs — and keep the customer happy.

Read More
Extrusion

What You Need to Know About the Design and Operation of Maddock Mixers

Designed properly, all entering solid polymer fragments and certain types of PE gels entering the Maddock mixer can be trapped and dispersed into the matrix resin. But many are not properly designed. Here’s what to look out for.  

Read More

Unraveling the Science and Myth Associated With Moisture Analysis — Part 2

Once you’ve selected the right moisture analyzer, the task of method development begins. Don’t skip this step or you’ll run into problems. Here’s what happened in my lab decades ago.  

Read More
polyolefins

Fundamentals of Polyethylene – Part 3: Field Failures

Polyethylene parts can fail when an inappropriate density is selected. Let’s look at some examples and examine what happened and why.

Read More
Commodity Resins

The Fundamentals of Polyethylene – Part 2: Density and Molecular Weight

PE properties can be adjusted either by changing the molecular weight or by altering the density. While this increases the possible combinations of properties, it also requires that the specification for the material be precise.

Read More
best practices

Understanding the Effect of Pressure Losses on Injection Molded Parts

The compressibility of plastics as a class of materials means the pressure punched into the machine control and the pressure the melt experiences at the end of fill within the mold will be very different. What does this difference mean for process consistency and part quality?

Read More