smart systems in pig production - alberta pork
TRANSCRIPT
©2018 Maximus
www.maximus-solution.com
Tom Stein DVM, MS, PhDRed Deer Technology Workshop
October 23, 2019
Smart Systems in Pig Production
“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
2L
BM
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.
“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
Swine Tech, IncCedar Rapids, Iowa
Reduce pre-wean loss by preventing crushing deaths in baby pigs
Real-Time Sound Processing with Machine Learning
10.8% PWM 16.4% PWM5% PWM 11% PWM
Early Detection of Illness in Pigs – Tracking Behavior with RFID
Jaryssa Maselyne – Leuven University, Belgium
Early Detection of Illness in Pigs – Tracking Behavior with RFID
Early Detection of Illness in Pigs – Tracking Behavior with RFID
Early Detection of Illness in Pigs – Tracking Behavior with RFID
Animal Health Analytics, LLC
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
Sudden decrease in outside temperature → increased coughing in pigs
26
12 of 12 OF’s IAV-S positive
(PRRS-negative, Myco-negative)
Sequence:
H1N1
3. Cough pattern classification…
27
2. Detection dynamics…
IAV
IAV
Grower contacts Vet
Voice Assistants
Voice-Based Data Entry and Work Flow
Voice-Based Query
AR – Augmented Reality
A “Brain in the Barn”
Medication cooler
Semen storage
“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
Real-Time Data Acquisition – Sow Farms
Why Real-Time Data?
©2018 Maximus www.maximus-solution.com
Ranking Growers by Performance & $ Value
$10 - $15 higher cost per pig weaned
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
Hedge management platform
50
4000-head“Quad Barn”Wean-to-FinishTunnel ventilated
©2018 Maximus
www.maximus-solution.com
The Connected Feed Trailer ™ is the heart of FeedTrackur™
©2018 Maximus
www.maximus-solution.com
58
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