Smart Systems in Pig Production - Vita Plus · Control OS Controller Connect Biosecurity Sensors /...

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2019-03-27

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Tom Stein DVM, MS, PhDSenior Strategic Adviser

Maximus Systems

Smart Systems in Pig ProductionVita Plus Swine Summit

March 20-21, 2019

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Technologies – “Experiments” That Didn’t Work

Hot Nursery / Cold NurseryDouble-Deck, Triple-Deck NurseriesEMC VaccineAuto-Sort Machines

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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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“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

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2L

BM

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Swine Tech, IncCedar Rapids, Iowa

Reduce pre-wean loss by preventing crushing deaths in baby pigs

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Real-Time Sound Processing with Machine Learning

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10.8% PWM 16.4% PWM5% PWM 11% PWM

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Early Detection of Illness in Pigs – Tracking Behavior with RFID

Jaryssa Maselyne – Leuven University, Belgium

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Early Detection of Illness in Pigs – Tracking Behavior with RFID

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Early Detection of Illness in Pigs – Tracking Behavior with RFID

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Early Detection of Illness in Pigs – Tracking Behavior with RFID

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Pig Cough Monitor

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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…

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Animal Health Analytics, LLC

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Counting pigs

Whatever can be automated…

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Counting pigs

Whatever can be automated…

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Automated weighing

3D machine vision- $1,400/unit- 1 unit/pen- 18 pigs/pen- avg pen weight- standard deviation

Whatever can be automated…

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Real-Time Data Acquisition – Sow Farms

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$10 - $15 higher cost per pig weaned

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Ranking Growers by Performance & $ Value

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Voice Assistants

Voice-Based Data Entry and Work Flow

Voice-Based Query

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A “Brain in the Barn”

Medication cooler

Semen storage

Weather station

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A “Brain in the Barn”

Medication cooler

Semen storage

Weather station

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“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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Precision Farming – Leading the Way

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Thank you!

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THINK ‘PREDICTION FACTORS’ V. RISK FACTORS

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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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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”

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