1. # of interviews last week : 10
# of interviews to date : 120
Failure prediction in manufacturing systems using
real-time operational data
Raunak Bhinge Yung-Chih Chen Scott Crider Jinsu Choi
3rd Year PhD in Mech Eng
CEO & Domain Expert
Business and Policy
Head of China operations,
Marketing and Strategy
2nd Year MBA
Head of financials and
fundraising
Computer Science
Head of software
development
Kevin Ray
Ex-CTO of Majesco
Technical Advisor
2. Temperature Frequency Vibration
holder
What we initially wanted to do (before week 1)
Optimize tool life using operational data – use each tool longer and save money through
optimized tool utilization
Lathes
3. KP KA VP CR CS
KR
CH
R$C$
• Tool holder
manufacturers
• Academic research
institutes
• Machine control
system providers
• Industry forums &
tastemakers
• Capital for
manufacturing
• Data scientists
• Patents
• Domain Knowledge
• Product Design
• Production
• New Application
Development
• Sales & Outreach
• Improve tool utilization
• Prevent poor quality
production due to worn
tools
• Avoid unplanned
downtime due to tool
failure/wear
• Reduce dependence on
operators for machine
monitoring
• Reduce training time for
new operators
• Improve cycle time
• Reduce risk of fire
• GET : Pilot programs to
demonstrate value
• KEEP: Quick ROI
• KEEP: Monitoring and
reporting
• GROW: Broaden scope of
analytics
• GROW: Consulting insights
from operating data
• GROW: Line extensions for
new machines and
applications
• Distributors
• Trade Shows
• Digital Media
• With significant tool
failure rates
• Who are looking to
incrementally
automate their
machines
• With high operator
turnover
• Who machine high-
value components
• Manufacturing
• R&D Mechanical / EE / CS
• Sales
• Patent
• Tool equipment sale
• Reports with optimization analysis
Owners of medium to
large machine shops…
4. We are going to
revolutionize the
manufacturing industry!
In the meantime. . .
6. “I don’t care about improving tool
efficiency – my tools cost about $20 each
and last over 200 parts. Downtime, quality,
customer orders, labor – there are way
more important problems to deal with!”
Gordon Long,
20 years of machining experience
“Oh no no no – the tools that break are the
drills, taps and end mills – the milling
machine is what you should be looking at!”
Mick Franssen,
30 years of machining experience
7. “The tool holder is interesting – but why don’t you
put it into my vise jaw? It is pretty standard and
can fit onto my machine quickly. Take this one!”
Ken Berling,
Owner of Monterey Industries
“The machine tool communication problem is
being solved today, but automation and
monitoring has not yet hit the mainstream
industry – you need to standardize the way
you collect data and communicate”
Benjamin Moses,
Technical Director, AMT
9. “This is just the beginning! Design products for
tomorrow, not for today – even Autodesk is
coming out with a suite of mobile / tablet apps for
machinists – smartphone apps are a good idea!”Carl Bass,
CEO, Autodesk
“Real-time data is useless! Once this data is put
together with the process information, we can
figure out better ways to make the same part.
The machinists, however, need something
visual, something decision-making!”
Dan Frayssinet,
CEO, DP Technology
10. KP KA VP CR CS
KR
CH
R$C$
• Tool holder
manufacturers
• Academic research
institutes
• Machine control
system providers
• Machine Tool
Manufacturers
• Vise Manufacturers
• Standards
Organizations
• Capital for
manufacturing
• Data scientists
• Patents
• Domain Knowledge
• Product Design
• Production
• Sales & Outreach
• Avoid unplanned
downtime due to tool
failure/wear
• Prevent poor quality
production due to
worn tools
• Reduce dependence
on operators for
machine monitoring
• Reduce training time
for new operators
• Improve cycle time
• Source of real-time
operational data
• Assist in Standards
compliance
• GET : Pilot programs to
demonstrate value
• GET : Plug ‘n’ Play
• KEEP : Quick ROI
• KEEP : Monitoring and
reporting
• GROW : Broaden scope of
analytics
• GROW : Consulting
• GROW : Line extensions
for new machines and
applications
• Distributors
• Trade Shows
• Digital Media
• Academic
conferences
• With significant tool
failure rates
• Who are looking to
automate
• With high operator
turnover rates
• Who machine high-
value components
• In mass manufacturing
• Manufacturing
• R&D Mechanical / EE / CS
• Sales
• Tool equipment sale
• Monitoring as a service
• Case studies / projects
• Data licensing
1. Owners of machine
shops
2. Data users for…
• CAM developers
• Communication
system developers
11. The MVP Route
Temperature Frequency
holderLathes
Vibration
Mills
Standard 6”
vise jaw
plate
Our ‘smart’ 6” vise jaw plate (prototype in aluminum)
Data collected : Real-time 3-axis vibration and acoustic
Can be used on any machine with a vise (even manual)
14. KP KA VP CR CS
KR
CH
R$
C$
• Academic research
institutes
• Machine control
system providers
• Vise Manufacturers
• Standards
Organizations
• Machine Tool
Manufacturers
• Tooling Manufacturers
• Capital for assembly,
manufacturing, testing
• Data scientists
• Patents
• Domain Knowledge
• Product Designers
• Embedded Sys Eng
• Marketing, CA, Partners
• Product Design
• Data analytics/R&D
• Purchase/Sourcing
• Supplier development
• Firmware flashing
• Monitoring service
• Assembly
• Participate in trade shows
• Track loaned equipment
• Avoid unplanned
downtime due to tool
failure/wear
• Prevent poor quality
production due to
worn tools
• Reduce dependence
on operators for
machine monitoring
• Reduce training time
for new operators
• Improve cycle time
• Source of real-time
operational data
• Assist in Standards
compliance
• GET : MMS, Conferences &
trade shows
• GET : Loan equipment with
a free trial month
• GET : Sample shop with IU
• GET : M/c-specific products
• KEEP : Plug ‘n’ Play
• KEEP : Quick ROI
• KEEP : Monitoring &
reporting
• GROW : Broader analytics
• GROW : Multiple sensor
system – 5% discounts
• GROW : Packages : Data viz
dash, charging dock
• Trade Shows
• Machine Tool
Manufacturers
• Tooling Manufacturers
• With significant tool
failure rates
• Who are looking to
automate
• With high operator
turnover rates
• Who machine high-
value components
• In mass manufacturing
• In developing countries
• Manufacturing, PCB Fabrication & Testing
• R&D (Mechanical / EE / CS engineers)
• Sales / Marketing (Trade shows, conferences)
• Space for assembly, testing and office
• Tool equipment sale : $5k
• Monitoring as a service : $1k / mo
• Case studies : Case-dependent
• Data licensing
1. Owners of machine
shops
2. Data users for…
• CAM developers
• Communication
system developers
• Manufacturing
Research Groups
• Stripped down product
sale without service /
installation : $500
15. “The guys at Microsoft and Amazon would love to see
this. Maybe we should take this to NIST. The thing is all
these people want to get into the industrial internet
but they need data. Here you are saying you have data!”
“Machine tool manufacturers are always competing!
They want to know how something will work only with
their machine! Your advantage is that it can work on
any machine – it can work on a Haas next to a Mori”
16. Failure prediction in manufacturing systems using
real-time operational data
Machine-independent data source for service
providers to the industrial internet
17. Fabrizio De Pasquale Kanu Gulati Bart Burnstein David Beyer
Associate Technology,
Venture Technology at Siemens
Senior Associate,
Zetta Ventures Partners
Senior Vice President,
Ruckus Wireless
Principal,
Amplify Partners
The Infinite Uptime extended family
Kris Winer Carl Bass
CEO, Tlera Corporation CEO, Autodesk