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2019-03-27
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©2018 Maximus www.maximus-solution.com
Tom Stein DVM, MS, PhDSenior Strategic Adviser
Maximus Systems
Smart Systems in Pig ProductionVita Plus Swine Summit
March 20-21, 2019
©2018 Maximus www.maximus-solution.com
Technologies – “Experiments” That Didn’t Work
Hot Nursery / Cold NurseryDouble-Deck, Triple-Deck NurseriesEMC VaccineAuto-Sort Machines
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
Software Hardware
Control OS Controller
Connect
Biosecurity Sensors / Probes
Meters
Sow Proximity Switches
Actuators
Finish
RFID Cards / Readers
ESF Gestation
ESF Lactation
Sorter
Maximus ONE
MobileSmartphone
Tablet
LaptopDesktop
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©2018 Maximus www.maximus-solution.com
“Machine learning is probably the most important fundamental trend in technology today.”
“… the foundation of machine learning is data - lots and lots of data”
With machine learning, instead of writing rules, you give examples (lots of examples) to a statistical engine, and that engine generates a model that can tell the difference. You give it 100,000 pictures labelled ‘cat’ and 100,000 labelled ‘no cat’ and the machine works out the difference.
Benedict Evans, partner, Andreessen Horowitz
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
2L
BM
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
Swine Tech, IncCedar Rapids, Iowa
Reduce pre-wean loss by preventing crushing deaths in baby pigs
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©2018 Maximus www.maximus-solution.com
Real-Time Sound Processing with Machine Learning
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
10.8% PWM 16.4% PWM5% PWM 11% PWM
©2018 Maximus www.maximus-solution.com
Early Detection of Illness in Pigs – Tracking Behavior with RFID
Jaryssa Maselyne – Leuven University, Belgium
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©2018 Maximus www.maximus-solution.com
Early Detection of Illness in Pigs – Tracking Behavior with RFID
©2018 Maximus www.maximus-solution.com
Early Detection of Illness in Pigs – Tracking Behavior with RFID
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©2018 Maximus www.maximus-solution.com
Early Detection of Illness in Pigs – Tracking Behavior with RFID
©2018 Maximus www.maximus-solution.com
Pig Cough Monitor
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©2018 Maximus www.maximus-solution.com
Sudden decrease in outside temperature increased coughing in pigs
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2. Detection dynamics…
IAV
IAV
Grower contacts Vet
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12 of 12 OF’s IAV-S positive
(PRRS-negative, Myco-negative)
Sequence:
H1N1
3. Cough pattern classification…
©2018 Maximus www.maximus-solution.com
Animal Health Analytics, LLC
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©2018 Maximus www.maximus-solution.com
Counting pigs
Whatever can be automated…
©2018 Maximus www.maximus-solution.com
Counting pigs
Whatever can be automated…
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©2018 Maximus www.maximus-solution.com
Automated weighing
3D machine vision- $1,400/unit- 1 unit/pen- 18 pigs/pen- avg pen weight- standard deviation
Whatever can be automated…
©2018 Maximus www.maximus-solution.com
Real-Time Data Acquisition – Sow Farms
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
$10 - $15 higher cost per pig weaned
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©2018 Maximus www.maximus-solution.com
Ranking Growers by Performance & $ Value
©2018 Maximus www.maximus-solution.com
Voice Assistants
Voice-Based Data Entry and Work Flow
Voice-Based Query
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
A “Brain in the Barn”
Medication cooler
Semen storage
Weather station
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
A “Brain in the Barn”
Medication cooler
Semen storage
Weather station
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©2018 Maximus www.maximus-solution.com
“Brains in the barns”
“Brain in the office”- sow management - nursery & finishing - movements, sales- feed- controllers & data- health & disease- employees, growers
“Brains in your hands”
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©2018 Maximus www.maximus-solution.com
Precision Farming – Leading the Way
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com
THINK ‘PREDICTION FACTORS’ V. RISK FACTORS
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©2018 Maximus www.maximus-solution.com
Software Hardware
Control OS Controller
Connect
Biosecurity Sensors / Probes
Meters
Sow Proximity Switches
Actuators
Finish
RFID Cards / Readers
ESF Gestation
ESF Lactation
Sorter
Maximus ONE
A combination of 16 datasets are used to inform the algorithms, including data about patients’ behavioral health claims, chronic disease history and interactions with pharmacies. The algorithms were built with the help of in-house staff. Over the past few years, Cigna has hired more than 1,000 data scientists, software engineers and analytics experts
… began building a predictive model, using machine learning and predictive analytics, that identifies customers likely to overdose within the next month.
During a yearlong pilot program that ended in June 2018, Cigna identified about 1,130 customers for outreach.
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©2018 Maximus www.maximus-solution.com
New World of Smart Pig Production
• Automated Production Data Analysis
• Real-time
• Detect changes
• Predict
• Human observation no longer the “gold standard” of animal husbandry
• Retrospective analysis will become “project work”
©2018 Maximus www.maximus-solution.com
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©2018 Maximus www.maximus-solution.com
©2018 Maximus www.maximus-solution.com