This project has received funding from the European Union’s Seventh Framework Programme for research, technological development and demostration under grant agreement no 604129 www.slopeproject.eu Sensors for timber grading in forest Jakub Sandak 1 , Anna Sandak 1 , Stefano Marazza 2 , Andreas Zitek 3 , Barbara Hinterstoisser 3 1 CNR-IVALSA, 2 COMPOLAB, 3 BOKU SLOPE Final Conference 10 th November, EIMA 2016, Bologna – Notturno Hall
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SLOPE Final Conference - sensors for timber grading in forest
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This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
SLOPEFinalConference10th November,EIMA2016,Bologna– Notturno Hall
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
QIdeterminationprinciple
6
Set of experimental sampleswith characteristics representingpoor quality QI = “0”
Set of experimental sampleswith characteristics representingsuperb quality QI = “1”
PLSmodelsforprediction
validationofmodels
implementationofmodelsforroutinedataprocessing
“neverending”tuningprocess
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
summaryofQI+weights
• Text• Text
• Text
8
weight for each quality aspect
rangeconstruct.
woodbiomass
/fuel pulp plywood class A class DT4.2 moisture 0 - 1 0,2 1
density 0 - 1 1 1 1 1 1carbohydrate content 0 - 1 1lignin content 0 - 1 1 1calorific value 0 - 1 1rotten wood progress 0 - 1 -100 1 1 1early/late wood ratio 0 - 1 0,2 1width of sapwood 0 - 1 0,1pith eccentricity 0 - 1 0,5 0,8 1width of bark 0 - 1 0,2 1 1 1presence of reaction wood 0 or 1 1 1 1 1presence of resin 0 or 1 0,2 1 1presence of rot 0 or 1 -100 0,7 1presence of bark 0 or 1 -0,5 0,2 1 1presence of contamination –soil 0 or 1 -0,1 -0,1presence of contamination – oil 0 or 1 1
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Maths behind
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For each log:
åå ×
=i
iimarket w
QIwQ
where:Qmarket – log quality for specific use/marketwi – weight of quality indexQIi – quality index assessed by sensor
)( ii wtresholdQI >"
where:treshold(wi) – minumum value of QIi
AND/OR*
* - depending on application
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
CF#1quality index
11
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Delimbing asasourceofqualityinfo
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0
5
10
15
20
25
30
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
logd
iameterencod
er(cm)
measurement number
diameterencoder
02000400060008000100001200014000160001800020000
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
loglengthencoder(mm)
measurement number
lengthencoder(fiveconsequitivelogs)
-1000
1000
3000
5000
7000
9000
11000
13000
15000
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
leftload
cell(N)
measurement number
leftloadcell
-1000
1000
3000
5000
7000
9000
11000
13000
15000
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
rightloa
dcell(N)
measurement number
rightloadcell
-1000
1000
3000
5000
7000
9000
11000
13000
15000
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
strokelo
adpressure(N)
measurement number
strokeloadpressure
0
20
40
60
80
100
120
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99 106
113
120
127
134
141
148
155
162
169
176
183
190
197
204
211
218
225
232
239
246
253
260
267
274
281
288
295
302
309
316
knivespressure(mA)
measurement number
knivespressure
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
CF#2quality index and"quality map"
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This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Timeofflight
Timeofshift:0.00365234sek
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Logfreevibrationsasasourceofqualityinfo
• Text• Text
• Text
16
Freevibrations
if:f1 = f2 - machine vibrations
f3 <> f1 - free vibrations of log,fundamental frequency
D1
l
D2
time
time
frequency
f2 f3
FFT
f1
frequencyFFT
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Freevibrations
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This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Nearinfraredspectroscopyasasourceofqualityinfo
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Visible&near infrared range (VNIR)
400nm
• Visible wavelength range ~ 390 - 700 nm• Near IR wavelength range ~ 700 nm - 2500 µm
2500nm
FTNIR(lab)800– 2400nm
Hyperspectral (lab)900– 1700nm
MicroNir (sensor)900– 1700nm
HamamatsuC12666MA340– 780nm
HamamatsuC11708MA
640– 1050nm
Rangecovered by sensors onprocessor head340– 1700nm
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
NIR/HIqualityindex
19
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
QIresults – example oflogprofiles
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This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
DefectdetectionwithNIR
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This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
Hyperspectralimagingasasourceofqualityinfo
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1190nm 1377nm
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129
This project has received fundingfrom the European Union’sSeventh Framework Programmefor research, technologicaldevelopment and demostrationunder grant agreement no 604129