monitoring hive weight, temp, and sound: the inside info and what it might mean bryan hains

40
Monitoring Hive Weight, Temp, and Sound: The Inside Info and What it Might Mean Bryan Hains Antonio Frasconi. Angry Beekeeper.

Upload: saburo

Post on 16-Jan-2016

18 views

Category:

Documents


0 download

DESCRIPTION

Monitoring Hive Weight, Temp, and Sound: The Inside Info and What it Might Mean Bryan Hains. Antonio Frasconi. Angry Beekeeper. Special thanks to: Paul Vonk , Center for Honeybee Research South Carolina Beekeepers Association NASA HoneyBeeNet Thanks to SMBG for - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Monitoring Hive Weight, Temp, and

Sound: The Inside Info and What it Might Mean

Bryan Hains

Antonio Frasconi. Angry Beekeeper.

Page 2: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Special thanks to: •Paul Vonk, Center for Honeybee Research•South Carolina Beekeepers Association•NASA HoneyBeeNet

Thanks to SMBG for Helping to interpret the data!

2

Page 3: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Background

3

Page 4: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Past4

Page 5: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Past and Present5

Page 6: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

About HiveTool.net

• Open-source• Goal is to produce software tools to monitor,

manage and research bees and honey production• Uses off the shelf, consumer grade (low cost)

hardware• All the data is available for download by anyone at

anytime for analysis• Feeds data to NASA’s HoneyBeeNet

6

Page 7: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Hive Locations (17)7

Page 8: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

The Setup

8

Page 9: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Hardware and Software

• IBM Lenovo X60 laptop circa 2006 $90 ebay– 1.6 GHz, 80GB HD, 1GB RAM

– Dual boot windows xp, unix

• Lubuntu lightweight Ubuntu unix free• Adam equipment CPWplus 200 scale $160 amazon• TEMPer2 USB thermoprobe $16 ebay• Kinobo Akiro USB 2.0 microphone $19 amazon• Extension cord $5• USB hub, extender, misc connectors $26• Hivetool software, sox, etc free• Plywood free

======

$316 TOTAL PROJECT COST

9

Page 10: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

10

Page 11: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Hardware Configuration

Inside Outside

Power120 VAC

Linux-based laptop or Pi

Scale12 VDC RS-232

RS-232 to USBAdapter

TEMPer2 Hive

TEMPer2 Ambient

Microphone Hive

Hive

USB Hub

1

2

3

4

Platform(Load cells)

Weatherproof Electronics Enclosure

Controller

11

Page 12: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Outside and Inside the Hive12

Page 13: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

What the Software Does• At prespecified intervals, crontab:

– Runs shell and perl scripts to capture hive data– Updates graphs– Emails computer status and daily graph– Backs up data and store offsite

• Web pages updated in real time and served to the world

6 am noon 6 pm midnight

Audio samplingWeigh

Email update

Update long graphsArchive data

13

Page 14: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

System Output14

Page 15: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

What Can be Learned?

and

What Does it Mean?

15

Page 16: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

A Typical Day in the Life16

Broodnest temp

Ambient temp

Hive weight

Midnight Noon Midnight

Page 17: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Pollen vs. Nectar Flow

Data Log Data Log

17

Page 18: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Cleansing or Orientation Flight• At around noon on two days (12/27/13, 1/7/14), a sudden drop in

hive weigh was noticed • From a 0.2 lb drop (62.7 – 62.5), a rough estimate of the number of

bees leaving can be calculated; assuming 3000 bees per pound, approximately 600 more bees were flying

18

• Is it possible to calculate hive strength and egg laying ability of the queen?

Page 19: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Cleansing or Orientation Flight19

bchains@doppelbienen:2014/03/30 13:40 + 105.2 lb 2014/03/30 13:45 + 105.2 lb 2014/03/30 13:50 + 105.2 lb 2014/03/30 13:55 + 105.1 lb 2014/03/30 14:00 + 105.0 lb 2014/03/30 14:05 + 104.9 lb 2014/03/30 14:10 + 104.7 lb 2014/03/30 14:15 + 104.8 lb 2014/03/30 14:20 + 104.9 lb 2014/03/30 14:25 + 105.0 lb

Page 20: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Robbing?20

Page 21: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Dehydration and Respiration in High Humidity

• From midnight- 8 AM the hive gained weight (~0.2 lb = 3 oz = 90 mL) • Source is probably fog and/or condensation from bee respiration due to

lowered dewpoint

21

Page 22: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Rain and Cold Spell22

Page 23: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Growing Colony (Eucalyptus Flow?)

Midnights

Daily

23

Page 24: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Untreated Varroa Infestation• Total hive weight is dropping• Treated with half dose MAQS on Sep 15, and Nov 10 – ineffective

Midnights

Daily

24

Page 25: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Analysis of Hive Sounds

25

Page 26: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Sampling

• Microphone placed in center of broodnest

• Frequency range: 100–16000 Hz

• Sound sampled at 16k Hz for 10 sec, every 2h from 7am-7pm (depending on season)

• 1000 Hz lowpass filter to reduce noise

• Spectrogram updated q 2h on day’s events

• Ogg format used to archive sounds

Charles Butler. 'The feminine monarchie or a treatise concerning bees, and the due ordering of them'. Oxford, 1609. [NLS shelfmark: MRB.13]

26

Page 27: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Spectrogram

• “Looking for” queen tooting/piping (350-550 Hz = G sharp), quacking (200-350 Hz), regular buzzing, disturbed sounds, tapping feet

27

Page 28: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Circadian Activity

Typical warm and sunny day

7 am 7 pm

28

Page 29: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Queen Piping29

Page 30: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Waggle DanceWaggle dance

30

Page 31: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Cold Foggy Day31

Page 32: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Raindrops32

Page 33: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

What I’ve Learned

• Bees are incredible creatures• Awesome insight can be obtained by simply weighing the

hive• This can be done cheaply• Daily activity varies dramatically per nectar, pollen,

weather• I’m more in touch with my bees, but inside the hive less

• We need more hive monitoring! Join me!

33

Bryan Hains [email protected]

Beebox: http://99.47.64.18:8080/ Doppelbienen: http://99.47.64.18:8081/

Page 34: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Appendix

34

Page 35: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Next Steps

• Real-time audio streaming and analysis, email alerting for weight changes (swarming)

• Video quantification of traffic?• Autonomous hive computer:

– Raspberry Pi B: solar, wifi

35

Page 36: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Spring Nectar Flow (GA003)

• Adding and removing honey supers is best managed by knowing the beginning and end of nectar flows

• This hive experienced a 90 pound weight gain in just three weeks

Date Day of Year Weight Delta Weight

2012/03/12 72 140.1 1.3

2012/03/14 74 143.2 2.3

2012/03/16 76 133.2 4.7

2012/03/18 78 136.7 3.6

2012/03/20 80 151.1 7.7

2012/03/22 82 159.2 3.3

2012/03/24 84 165.0 2.5

2012/03/26 86 178.0 8.8

2012/03/28 88 189.5 9.1

2012/03/30 90 202.5 4.7

2012/04/01 92 206.5 3.4

2012/04/03 94 210.4 0.9

22 Day Total Weight Gain 89.6

36

Page 37: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Example: Untreated Varroa Infestation37

Page 38: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Predictive Mathematical Models

ΔHive Weight = Weight Gain - Weight Loss [1]

Weight Gain = Nectar + Pollen + water + brood growth + bee growth + landings + FOD [2]

Weight Loss = Evaporation + Metabolic activity (respiration) + bee deaths + waste elimination + take offs [3]

Evaporation = (Nectart0)*ER + (Nectart-1)*2/3*ER + (Nectart-2)*1/3*ER [4]

where

Evaporation Rate (ER)

~ (Water Content * Temperature * Wind) Humidity [5]

FOD (Foreign Object or Debris): Rain, animals, branch, rock

38

Page 39: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Walking Around?

• Walking around after dark

39

Page 40: Monitoring Hive Weight, Temp, and Sound:  The Inside Info and  What it Might Mean Bryan Hains

Audio Example: Leaf Blower

• Bzzzz

40