Smart Systems in Pig Production - Alberta Pork
Transcript of Smart Systems in Pig Production - Alberta Pork
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©2018 Maximus
www.maximus-solution.com
Tom Stein DVM, MS, PhDRed Deer Technology Workshop
October 23, 2019
Smart Systems in Pig Production
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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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Through a partnership
between Amsterdam-
based startup
Connecterra and Google’s
open-source technology
Tensorflow
the Seven Oaks cows are
the first in the U.S. to
wear Ida — the
Intelligence Dairy
Farmer’s Assistant — a
machine learning-based tracker and app.
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“This validates our core thesis that farmers don’t care about data; they care about insights. The sensor is not the center of our universe. We don’t consider ourselves to be a wearable company; we are a farmer assistant product, and we also integrate with farm data. The wearable sensor is just one source for us; our AI capabilities are what our customers like.”
Yasir KhokharCEO of Connecterra
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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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Animal Health Analytics, LLC
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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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©2018 Maximus www.maximus-solution.com
Sudden decrease in outside temperature → increased coughing in pigs
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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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2. Detection dynamics…
IAV
IAV
Grower contacts Vet
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Voice Assistants
Voice-Based Data Entry and Work Flow
Voice-Based Query
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AR – Augmented Reality
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A “Brain in the Barn”
Medication cooler
Semen storage
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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”
1
2
3
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Real-Time Data Acquisition – Sow Farms
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Why Real-Time Data?
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©2018 Maximus www.maximus-solution.com
Ranking Growers by Performance & $ Value
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$10 - $15 higher cost per pig weaned
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New World of Smart Pig Production
• Look, See and Manage Forward
• Prediction
• Detecting Changes
• Real-time Awareness & Intervention
• Human observation no longer the “gold standard” of animal husbandry
• Retrospective analysis will become “project work”
• “Autonomous Finishing Barns” ???
• AI-Based Automated Marketing & Hedging
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Hedge management platform
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50
4000-head“Quad Barn”Wean-to-FinishTunnel ventilated
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©2018 Maximus
www.maximus-solution.com
The Connected Feed Trailer ™ is the heart of FeedTrackur™
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www.maximus-solution.com
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Customer Tyson
Order Number 0000692719 Received :
Site Name:
Invoice #: IVC625896
Sales Order #:
Group Code:
Bins:
Address:
City, State, Zip:
CO#/Twnshp/Sec:
MILL:
Driver Name:
Trailer Number:
Formula:
Formula Desc:
Ordered Date
Scheduled Del Date:
Delivery Priority:
Ordered Qty:
Loaded Date: AUTO
Delivery Date Time:
Loaded Qty:
Comment:
Truck Comp
1 6060 Disinfecting
2 5960
3 5960
4 5940
5 6780
6 5960
7 5960
8 6180
9 5960
Item Description QTY
27,299.8
11,616.8
6,762.9
4,188.9
3,874.5
207.5
150.6
139.9
132.8
125.7
82.1
72.6
54.8
27.4
13.7
10.1
54,760.0
CERTIFIED FEED DELIVERYDPTECHLINK LLC
Copyright©dptechlink, LLC 2015. All rights reserved.
Licensed To: DFS INC
12/8/15 4:14 PM
ORDER DETAILS
76 GRANT 18
North Mill
ANDERSON, DAVID
15990
57162000
SL TKY #6(P)
SL-PLANTZ
0000692719/2000
4306-150817G
27T/4A
54491 170TH AVE
POCAHONTAS, IA
54760
DO A D3 AFTER
DELIVERY
TRIP DETAILS
Begin Mileage 169,546.0
Weight Trip Started 11/24/2015 12:24 PM
23-Nov-15
24-Nov-15
Anytime
54000
24-Nov-15
11/24/2015 12:57 PM
Arrived Site 11/24/2015 12:57 PM
Compartment Unload 11/24/2015 1:20 PM
Compartment Unload 11/24/2015 1:20 PM
Trip Stopped 11/24/2015 12:24 PM
Trip Resumed 11/24/2015 12:24 PM
Left Campus 11/24/2015 12:27 PM
Compartment Unload 11/24/2015 1:20 PM
CONSTITUENTS Compartment Unload 11/24/2015 1:20 PM
Compartment Unload 11/24/2015 1:20 PM
Compartment Unload 11/24/2015 1:20 PM
Compartment Unload 11/24/2015 1:20 PM
Compartment Unload 11/24/2015 1:20 PM
CORN Arrived On Campus 11/24/2015 1:51 PM
MEAT SCRAPS Trip Ended 11/24/2015 1:51 PM
CORN (FINE) Compartment Unload 11/24/2015 1:20 PM
HIPRO SBM Left Site 11/24/2015 1:23 PM
SALT BIN 4A
ALIMET Amount 24,000
FAT BLEND TURKEY Ending Mileage 169,588.0
L-LYSINE LIQUID 50%
BETAINE EXCESS FEED
CHOLINE 60% Reason for Transfer Bin was Full
HILLSHIRE TURKEYMAX 2# (T) Person Authorizing Dave Anderson
LIME BULK Transferd to Site SL-PLANTZ
S-CARB (T) Transferred to Bin 2A
HY-D PREMIX 83.3
TOTAL
COPPER SULFATE Driver Dave Anderson
ALPHAGAL 280P