Co-authors: Harald Lukosz and Javier Stillig, Bosch Rexroth
Nec temare, nec timide - Neither careless nor timid.
Fortes fortuna adiuvat - Fortune favors the bold.
You cannot change the wind, but you can set the sails differently. (Aristotle)
For centuries there have been many wise sayings on how to deal with disruptions and prevail amidst uncertain circumstances. Read on to learn how Splunk and Bosch Rexroth are building the next-generation factory to help manufacturers elevate their resilience and take advantage of new market trends and operating models.
The manufacturing industry has a long history of resilience. After the V-shaped recovery following the COVID-19 pandemic, the Global Manufacturing PMI almost continuously deteriorated, leading to cutbacks in output, purchasing and inventories due to weak demand.
A PMI above 50 represents an expansion whereas a reading under 50 represents a contraction, and a reading at 50 indicates no change.
Looking ahead into 2024 things don’t exactly look good for manufacturers. Amidst this upcoming perfect storm resilience is key to recover, survive and thrive amidst disruptions and quickly adapt to new operating models.
"The customer can have it painted any color he wants, so long as it's black." Henry Ford once famously declared the user options available for the new Model T. It was the age of mass production and the mantra of economies of scale, manufacturing the exact same products as cost-effective as possible.
Things have significantly changed since then and factory managers of the past decades have been following the efficiency north star, focusing on the key manufacturing KPI OEE (Overall Equipment Effectiveness) by optimizing availability, performance and quality.
Nowadays, driven by the megatrend of individualization, consumers can create their own individual car color and can even customize the entire car interior. Nike allows customers to design their own sports shoes by selecting various customizable options such as colors, and materials and even adding personalized text or symbols.
This means factory managers need to change their manufacturing operating model to a modular, agile and flexible production to enable cost-effective mass customization. An old manufacturing dream unfolds with lot size one becoming reality resulting in highly individualized products in constantly changing but small batch sizes. Unit costs, failure rates and machine changeover times would be significantly lower compared to decades before.
A flexible production makes also sense from a pure business perspective in these testing times as the new CEO Philipp Schramm of the German automotive supplier Brose highlights (Source: Handelsblatt, translated into English):
“We need to set up our production more flexibly.
Highly automated lines for just one customer are now proving to be a risk
if the customer does not retrieve the ordered quantities.”
Philipp Schramm, CEO Brose
Splunk and Bosch Rexroth have joined forces to help manufacturers elevate their resilience and take advantage of new market trends and agile operating models leveraging OT + IT + AI/ML.
Bosch Rexroth has developed an Intelligent Factory Floor which is above all smart and flexible. Roof, walls and floor are fixed, everything else can be adapted to new orders, production methods or business models. As such, it is easy to reconfigure machinery and to scale up or scale down production lines according to requirements.
The multi-color LED visualization in the floor can flexibly adjust walkways, and define safety zones and logistics areas. The Intelligent Floor collects data such as weight and distance via built-in sensors.
These rich data sources are ingested into Splunk’s data analytics platform leveraging AI capabilities. As a result, possible business outcomes not only include an optimized, agile production performance but also an elevated security posture including IT / OT cybersecurity. Predictive Analytics such as Predictive Maintenance and Predictive Quality based on the Splunk Machine Learning Toolkit can be implemented. Factory managers can finally bring cost-efficient lot size one production to life.
Multiple innovative use cases can be realized, such as sustainability, e.g. the CO2 footprint of manufacturing operations (scope 1) by getting the energy metrics from the Bosch sensors and correlating them with sector-specific calculation tools from the GHG Protocol - leveraging the inbuilt Splunk Sustainability Toolkit.
“It’s all about helping our manufacturing customers become more resilient.
The combination of Splunk’s data analytics platform
with Bosch Rexroth’s Intelligent Factory Floor empowers our customers
to leverage the advanced capabilities of the NextGen factory.”
Harald Lukosz, Product Owner Intelligent Factory Floor, Bosch Rexroth
Splunk and Bosch Rexroth are currently in the planning process to deploy the Intelligent Factory Floor in the Splunk Immersive Experience Center in London to demonstrate the NextGen Factory in real-life. Stay tuned!
And if you want to read on about the future of manufacturing a little further, we got you covered – check out these resources:
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