The Fracturing of E-Commerce Robotics Strategies
Robotics and automation continues to evolve within the fulfillment center, logistics network, and storefront. Retailers adapt their buy online, pickup in store (BOPIS) strategies.
Visual Inspection
Also, Ansys delivered the Simulation World 2021 opening keynote.
Acoustic Monitoring
Assembly Line
Multi-Task Robotic Reinforcement Learning at Scale
Date: April 19, 2021
Authors: Karol Hausman, Yevgen Chebotar
For general-purpose robots to be most useful, they would need to be able to perform a range of tasks, such as cleaning, maintenance and delivery. But training even a single task (e.g., grasping) using offline reinforcement learning (RL), a trial and error learning method where the agent uses training previously collected data, can take thousands of robot-hours, in addition to the significant engineering needed to enable autonomous operation of a large-scale robotic system. Thus, the computational costs of building general-purpose everyday robots using current robot learning methods becomes prohibitive as the number of tasks grows.
Read more at Google AI Blog
How Robotic Automation Impacts E-Commerce
Date: April 20, 2021
Author: Robert McElmurry
AI and machine learning technologies are enabling new applications. In fact, most of the applications in ecommerce/fulfillment require some type of machine vision. However, with the huge proliferation of SKUs, the old way of programming for a particular part or object discretely is much more difficult to figure out what item to pick next. AI and machine learning will provide more opportunities for companies to expand their capabilities and help ease the burden of dealing with high levels of product variability.
Read more at Fanuc America
A digital twin solved the risks associated with the 50m smart patching line made by Raute
Date: April 21, 2021
Author: Ville Paso
Don’t keep the customer waiting - While I got my item faster than expected once I arrived at the store, it was really disappointing that they missed the mark on their “30 minutes or less” promise by two full hours.
Read more at Siemens Ingenuity
Walmart Is Pulling Plug on More Robots
Date: April 21, 2021
Author: Sarah Nassauer
The retailer is phasing out the hulking automated pickup towers that were erected in more than 1,500 stores to dispense online orders. The decision reflects a growing focus on curbside pickup services that have become more popular during the Covid-19 pandemic and continues a broader retreat from some initiatives to use highly visible automation in stores.
Read more at Wall Street Journal
How Amazon's Middle Mile team helps packages make the journey to your doorstep
Date: April 22, 2021
“To give you an idea of the scale and complexity we’re managing, our trucking network alone presents us with over 1088 — or ten octovigintillion — possible routing solutions,” says Tim Jacobs, director of Middle Mile Research Science and Optimization. “This is an especially large number, when you consider that there are 1082 atoms in the visible universe.”
And that’s just for the trucking network.
When a product is ordered on the Amazon Store, there are several ways it can make its way from a fulfillment center to the customer’s residence.
Read more at Amazon Science
Purchase Path Deep Dive: Walgreens
Date: April 24, 2021
Author: Prudhvi Tavva
Don’t keep the customer waiting - While I got my item faster than expected once I arrived at the store, it was really disappointing that they missed the mark on their “30 minutes or less” promise by two full hours.
Read more at Ox Blog
Surge Demand
There aren’t many machines synonymous with a family name, but Zamboni is one of them. The US is still competitive with China in critical future industries like solar photovoltaic panel manufacturing. Reinforcement learning learns to evolve.