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Bahadır Bulut, MSc | Sales Engineer, Turkey
RÜZGAR VERİSİ ANALİZİ İÇİN
ÖNERİLER
Yıldız Teknik Üniversitesi, Rüzgar Günleri’16, 29.03.2016, İstanbul
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
İÇERİK
๏ Kintech Engineering hakkında
๏ Ölçüm Ekipmanları
๏ Rüzgar Verisi ve Analizi
KINTECH ENGINEERING HK.
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
• %100 bağımsız şirket yapısı
• %100 in-house teknoloji
• 15 yılın üzerinde meteorolojik ölçüm
tecrübesi
• 6000’in üzerinde data logger satışı
• 9 farklı ülkede 30’un üzerinde uluslararası
çalışan
RÜZGAR SANTRALİ GELİŞTİRME
Bahadır Bulut | Sales Engineer, Turkey
sales.turkey@kintech-engieering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Site Selection
Pre selection of area
Electrical grid access
Environmental
feasibility
Wind resources
Site visits
Meteorological
Measurements
Installation of
Measurement Mast
Permission of land
Purchasing
equipment
Commisioning
-> Operating of
Measurement Mast
Feasibility
Studies
->Site Assessment
Wind farm lay outs
Wind resources
and energy yield
reports
Uncertainty
assessment
Engineering
Process
-> Engineering Projects
Electrical projects
Civil work, design
Electrical lines,
substations,
grid integration
Administrative
Process
-> Permits
Grid connection
permits
Wind data
certifications
- Land Permits
Financing
-> Wind turbine
suitability, classes
Technical due
deligence
Operation
-> Monitoring
Performance tests
O & M activities
Environmental
survey
ÖLÇÜM EKİPMANLARI
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Anemometre - Hız Ölçer (Hz)
V [m/s] = A ([m/s]/[Hz])*F [Hz]+B [m/s]
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Windvane - Yön Ölçer (V / Ω)
Potansiyometriklerde kısa devreyi
önlemek için dead band kaçınılmazdır,
bu durumda ölü alan hakim rüzgar yönü
tersine kalibre edilmeli !
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Sıcaklık & Nem Ölçer (V)
F = A x V + B
A = slope
B = offset
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Basınç Ölçer (V)
F = A x V + B
A = slope
B = offset
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Ultrasonik Anemometre
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Data Logger (Veri Kaydedici)
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
• Veri Kaydı ve veri yönetimi
• Verilere uzaktan erişim
• Verileri canlı olarak izleme
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
• Ho < Hma
• Hmi < Hma ve Ho
• Ho, Hma, Hmi ve Std >= 0
• Temazsızlık? Std=0?
• Uzun dönem veri ile uyum? (MERRA,
ERA, NCAR…)
Rutin Kontroller
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Sayısal Veri
DaTim S1a S1x S1i S1s S2a S2x S2i S2s S3a S3x S3i S3s S4a S4x S4i S4s
20.01.2013 02:10 6.00 8.08 6.21 0.35 6.89 8.13 6.06 0.36 6.25 6.71 5.89 0.17 6.19 6.53 5.80 0.11
20.01.2013 02:20 6.66 7.35 6.25 0.18 6.63 7.26 6.20 0.18 6.20 6.81 5.80 0.19 6.16 6.53 5.89 0.12
20.01.2013 02:30 6.86 7.85 6.16 0.23 6.83 7.62 6.20 0.23 6.59 7.17 6.21 0.15 6.52 6.99 6.12 0.18
20.01.2013 02:40 6.32 7.21 5.29 0.33 6.29 7.30 5.28 0.33 6.26 7.13 5.38 0.28 6.19 6.85 4.93 0.35
20.01.2013 02:50 6.50 8.04 5.34 0.44 6.47 7.99 5.28 0.44 6.19 7.54 5.06 0.35 6.01 6.76 4.70 0.31
20.01.2013 03:00 6.15 7.26 5.43 0.26 6.12 7.21 5.42 0.27 6.19 6.67 5.34 0.22 6.05 6.53 5.52 0.16
20.01.2013 03:10 6.30 7.12 5.66 0.26 6.28 7.17 5.61 0.25 6.22 6.76 5.80 0.17 6.40 6.85 6.03 0.14
20.01.2013 03:20 6.32 7.03 5.66 0.26 6.28 7.21 5.56 0.27 6.14 6.76 5.43 0.21 6.18 6.62 5.57 0.21
20.01.2013 03:30 6.67 7.63 5.79 0.41 6.67 7.58 5.74 0.40 6.38 7.22 5.61 0.25 6.54 7.08 5.84 0.24
20.01.2013 03:40 7.32 8.77 6.30 0.49 7.30 8.68 6.25 0.48 6.84 8.14 5.84 0.40 6.04 7.22 4.84 0.60
20.01.2013 03:50 7.26 8.40 6.12 0.39 7.23 8.50 6.16 0.39 6.63 7.72 5.11 0.53 5.08 6.49 3.42 0.65
20.01.2013 04:00 7.38 9.32 6.44 0.47 7.35 9.32 6.39 0.48 6.87 7.95 5.89 0.38 6.33 7.91 4.97 0.61
20.01.2013 04:10 7.19 8.68 5.15 0.56 7.14 8.77 5.47 0.55 6.93 8.37 5.61 0.48 6.53 7.95 4.70 0.55
20.01.2013 04:20 7.45 10.05 5.15 0.81 7.42 9.92 5.33 0.80 7.21 9.56 5.34 0.69 6.64 8.59 4.15 0.66
20.01.2013 04:30 7.19 9.68 5.43 0.66 7.18 9.46 5.56 0.67 6.93 9.15 5.75 0.52 6.71 7.81 5.34 0.38
20.01.2013 04:40 7.40 8.31 6.25 0.00 7.35 8.31 6.34 0.37 6.69 7.91 5.98 0.23 6.85 7.45 6.12 0.22
20.01.2013 04:50 7.28 8.08 6.62 0.00 7.26 8.08 6.66 0.29 6.42 7.08 5.84 0.22 6.67 7.26 6.21 0.20
20.01.2013 05:00 6.47 7.26 5.79 0.00 6.46 7.30 5.79 0.31 6.16 6.81 5.66 0.18 6.16 6.62 5.52 0.19
20.01.2013 05:10 6.10 6.80 5.52 0.00 6.06 6.75 5.42 0.20 5.90 6.39 5.47 0.16 5.83 6.26 5.52 0.14
20.01.2013 05:20 6.30 7.76 5.38 0.00 6.28 7.81 5.24 0.46 5.95 6.85 4.92 0.39 5.73 6.35 4.93 0.26
20.01.2013 05:30 5.52 6.85 4.83 0.00 5.50 6.89 4.78 0.34 5.19 6.07 4.56 0.29 5.32 5.84 4.70 0.21
20.01.2013 05:40 5.34 7.08 4.70 0.00 5.31 7.21 4.60 0.40 4.91 5.61 4.42 0.22 4.82 5.34 4.29 0.20
20.01.2013 05:50 5.21 6.39 4.10 0.00 5.17 6.11 4.23 0.34 4.89 5.47 4.10 0.30 4.43 5.11 3.83 0.23
20.01.2013 06:00 5.89 7.17 4.61 0.00 5.85 7.17 4.60 0.42 5.50 6.26 4.24 0.35 4.81 5.71 3.83 0.38
20.01.2013 06:10 5.89 7.31 4.70 0.00 5.85 7.26 4.64 0.37 5.48 6.85 4.51 0.30 4.90 5.61 4.15 0.33
20.01.2013 06:20 5.47 6.62 4.28 0.00 5.46 6.61 4.28 0.46 5.02 6.21 4.19 0.36 4.35 5.34 3.46 0.29
20.01.2013 06:30 5.37 6.62 4.06 0.00 5.36 6.71 4.05 0.44 4.85 6.26 3.96 0.39 4.24 5.89 3.37 0.38
20.01.2013 06:40 4.88 6.39 3.74 0.00 4.86 6.25 3.63 0.52 4.13 6.12 3.00 0.61 3.27 4.70 2.18 0.55
20.01.2013 06:50 3.82 4.93 2.77 0.47 3.79 4.83 2.62 0.47 3.17 4.28 2.12 0.38 2.38 3.19 1.77 0.27
20.01.2013 07:00 3.33 6.25 1.63 0.00 3.29 6.16 1.66 0.71 2.67 5.06 1.57 0.62 1.99 3.37 1.12 0.47
20.01.2013 07:10 4.09 7.40 1.08 0.00 4.05 6.89 1.25 1.20 3.53 6.16 1.16 1.13 2.71 4.93 1.12 0.82
20.01.2013 07:20 4.10 6.80 1.26 1.09 4.09 6.84 1.34 1.05 3.52 6.67 1.62 0.94 3.00 5.34 0.53 0.94
20.01.2013 07:30 4.91 7.99 2.64 0.00 4.91 7.95 2.67 0.86 4.22 7.68 2.86 0.70 3.54 5.89 1.40 0.66
20.01.2013 07:40 7.43 8.95 5.75 0.58 7.37 8.77 5.79 0.59 6.16 7.86 4.19 0.63 4.93 6.58 3.14 0.61
20.01.2013 07:50 7.39 9.36 5.57 0.64 7.34 9.09 5.38 0.62 6.16 8.05 4.65 0.58 5.20 6.44 3.97 0.48
20.01.2013 08:00 5.98 10.19 3.96 0.98 5.94 9.92 3.95 0.98 5.15 8.73 3.18 0.87 4.59 8.18 3.19 0.84
STD=0
Minimum > Average
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Zaman Serisi
• Kontroller yapılırken
zaman serisi ve
korelasyon grafikleri
hızlı bir görüş
sağlayacaktır
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Korelasyon
• Farklı yüksekliklerdeki
anemometreler
arasındaki 10 dk’lık
farklar fazla olmamalı.
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Gölge Etkisi
http://www.iawe.org/Proceedings/11ACWE/11ACWE-Lubitz.pdf
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Gölge Etkisi
http://www.iawe.org/Proceedings/11ACWE/11ACWE-Lubitz.pdf
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Buzanma veya Donma
Donmuş
Anemometre
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Buzanma veya Donma
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Buzanma veya Donma
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
10 dk’lık değişimlerDaTim S1a S1x S1i S1s S2a S2x S2i S2s S3a S3x S3i S3s S4a S4x S4i S4s S1-S2 S1-S3 S2-S3 S2-S4 S3-S4
20.01.2013 02:10 6.00 8.08 6.21 0.35 6.89 8.13 6.06 0.36 6.25 6.71 5.89 0.17 6.19 6.53 5.80 0.11 -0.89 -0.25 0.64 0.70 0.06
20.01.2013 02:20 6.66 7.35 6.25 0.18 6.63 7.26 6.20 0.18 6.20 6.81 5.80 0.19 6.16 6.53 5.89 0.12 0.03 0.46 0.43 0.47 0.04
20.01.2013 02:30 6.86 7.85 6.16 0.23 6.83 7.62 6.20 0.23 6.59 7.17 6.21 0.15 6.52 6.99 6.12 0.18 0.03 0.27 0.24 0.31 0.07
20.01.2013 02:40 6.32 7.21 5.29 0.33 6.29 7.30 5.28 0.33 6.26 7.13 5.38 0.28 6.19 6.85 4.93 0.35 0.03 0.06 0.03 0.10 0.07
20.01.2013 02:50 6.50 8.04 5.34 0.44 6.47 7.99 5.28 0.44 6.19 7.54 5.06 0.35 6.01 6.76 4.70 0.31 0.03 0.31 0.28 0.46 0.18
20.01.2013 03:00 6.15 7.26 5.43 0.26 6.12 7.21 5.42 0.27 6.19 6.67 5.34 0.22 6.05 6.53 5.52 0.16 0.03 -0.04 -0.07 0.07 0.14
20.01.2013 03:10 6.30 7.12 5.66 0.26 6.28 7.17 5.61 0.25 6.22 6.76 5.80 0.17 6.40 6.85 6.03 0.14 0.02 0.08 0.06 -0.12 -0.18
20.01.2013 03:20 6.32 7.03 5.66 0.26 6.28 7.21 5.56 0.27 6.14 6.76 5.43 0.21 6.18 6.62 5.57 0.21 0.04 0.18 0.14 0.10 -0.04
20.01.2013 03:30 6.67 7.63 5.79 0.41 6.67 7.58 5.74 0.40 6.38 7.22 5.61 0.25 6.54 7.08 5.84 0.24 0.00 0.29 0.29 0.13 -0.16
20.01.2013 03:40 7.32 8.77 6.30 0.49 7.30 8.68 6.25 0.48 6.84 8.14 5.84 0.40 6.04 7.22 4.84 0.60 0.02 0.48 0.46 1.26 0.80
20.01.2013 03:50 7.26 8.40 6.12 0.39 7.23 8.50 6.16 0.39 6.63 7.72 5.11 0.53 5.08 6.49 3.42 0.65 0.03 0.63 0.60 2.15 1.55
20.01.2013 04:00 7.38 9.32 6.44 0.47 7.35 9.32 6.39 0.48 6.87 7.95 5.89 0.38 6.33 7.91 4.97 0.61 0.03 0.51 0.48 1.02 0.54
20.01.2013 04:10 7.19 8.68 5.15 0.56 7.14 8.77 5.47 0.55 6.93 8.37 5.61 0.48 6.53 7.95 4.70 0.55 0.05 0.26 0.21 0.61 0.40
20.01.2013 04:20 7.45 10.05 5.15 0.81 7.42 9.92 5.33 0.80 7.21 9.56 5.34 0.69 6.64 8.59 4.15 0.66 0.03 0.24 0.21 0.78 0.57
20.01.2013 04:30 7.19 9.68 5.43 0.66 7.18 9.46 5.56 0.67 6.93 9.15 5.75 0.52 6.71 7.81 5.34 0.38 0.01 0.26 0.25 0.47 0.22
20.01.2013 04:40 7.40 8.31 6.25 0.00 7.35 8.31 6.34 0.37 6.69 7.91 5.98 0.23 6.85 7.45 6.12 0.22 0.05 0.71 0.66 0.50 -0.16
20.01.2013 04:50 7.28 8.08 6.62 0.00 7.26 8.08 6.66 0.29 6.42 7.08 5.84 0.22 6.67 7.26 6.21 0.20 0.02 0.86 0.84 0.59 -0.25
20.01.2013 05:00 6.47 7.26 5.79 0.00 6.46 7.30 5.79 0.31 6.16 6.81 5.66 0.18 6.16 6.62 5.52 0.19 0.01 0.31 0.30 0.30 0.00
20.01.2013 05:10 6.10 6.80 5.52 0.00 6.06 6.75 5.42 0.20 5.90 6.39 5.47 0.16 5.83 6.26 5.52 0.14 0.04 0.20 0.16 0.23 0.07
20.01.2013 05:20 6.30 7.76 5.38 0.00 6.28 7.81 5.24 0.46 5.95 6.85 4.92 0.39 5.73 6.35 4.93 0.26 0.02 0.35 0.33 0.55 0.22
20.01.2013 05:30 5.52 6.85 4.83 0.00 5.50 6.89 4.78 0.34 5.19 6.07 4.56 0.29 5.32 5.84 4.70 0.21 0.02 0.33 0.31 0.18 -0.13
20.01.2013 05:40 5.34 7.08 4.70 0.00 5.31 7.21 4.60 0.40 4.91 5.61 4.42 0.22 4.82 5.34 4.29 0.20 0.03 0.43 0.40 0.49 0.09
20.01.2013 05:50 5.21 6.39 4.10 0.00 5.17 6.11 4.23 0.34 4.89 5.47 4.10 0.30 4.43 5.11 3.83 0.23 0.04 0.32 0.28 0.74 0.46
20.01.2013 06:00 5.89 7.17 4.61 0.00 5.85 7.17 4.60 0.42 5.50 6.26 4.24 0.35 4.81 5.71 3.83 0.38 0.04 0.39 0.35 1.04 0.69
20.01.2013 06:10 5.89 7.31 4.70 0.00 5.85 7.26 4.64 0.37 5.48 6.85 4.51 0.30 4.90 5.61 4.15 0.33 0.04 0.41 0.37 0.95 0.58
20.01.2013 06:20 5.47 6.62 4.28 0.00 5.46 6.61 4.28 0.46 5.02 6.21 4.19 0.36 4.35 5.34 3.46 0.29 0.01 0.45 0.44 1.11 0.67
20.01.2013 06:30 5.37 6.62 4.06 0.00 5.36 6.71 4.05 0.44 4.85 6.26 3.96 0.39 4.24 5.89 3.37 0.38 0.01 0.52 0.51 1.12 0.61
20.01.2013 06:40 4.88 6.39 3.74 0.00 4.86 6.25 3.63 0.52 4.13 6.12 3.00 0.61 3.27 4.70 2.18 0.55 0.02 0.75 0.73 1.59 0.86
20.01.2013 06:50 3.82 4.93 2.77 0.47 3.79 4.83 2.62 0.47 3.17 4.28 2.12 0.38 2.38 3.19 1.77 0.27 0.03 0.65 0.62 1.41 0.79
20.01.2013 07:00 3.33 6.25 1.63 0.00 3.29 6.16 1.66 0.71 2.67 5.06 1.57 0.62 1.99 3.37 1.12 0.47 0.04 0.66 0.62 1.30 0.68
20.01.2013 07:10 4.09 7.40 1.08 0.00 4.05 6.89 1.25 1.20 3.53 6.16 1.16 1.13 2.71 4.93 1.12 0.82 0.04 0.56 0.52 1.34 0.82
20.01.2013 07:20 4.10 6.80 1.26 1.09 4.09 6.84 1.34 1.05 3.52 6.67 1.62 0.94 3.00 5.34 0.53 0.94 0.01 0.58 0.57 1.09 0.52
20.01.2013 07:30 4.91 7.99 2.64 0.00 4.91 7.95 2.67 0.86 4.22 7.68 2.86 0.70 3.54 5.89 1.40 0.66 0.00 0.69 0.69 1.37 0.68
20.01.2013 07:40 7.43 8.95 5.75 0.58 7.37 8.77 5.79 0.59 6.16 7.86 4.19 0.63 4.93 6.58 3.14 0.61 0.06 1.27 1.21 2.44 1.23
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Vertical Wind Profile – Düşey Rüzgar Profili
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Vertical Wind Profile – Düşey Rüzgar Profili
POWER LAW
v / vo = (h / ho)α
v = h yüksekliğindeki hız (m/s)
vo = ho yüksekliğindeki hız (m/s)
α = the wind shear exponent (Rüzgar değişimi katsayısı)
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Vertical Wind Profile – Düşey Rüzgar Profili
Example - Wind Velocity in a Terrain with Several Buildings
With a Wind Shear Exponent 0.25 and wind velocity at level 10 m measured to 5 m/s - wind velocity at level 40 mcan be estimated
by transforming (1) to
v = (h / ho)α vo (1b)
Substituting with values
v = ((40 m) / (10 m))0.25 (5 m/s)
= 7.1 m/s
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Vertical Wind Profile – Düşey Rüzgar Profili
LOG LAW
Rüzgar Verisi ve Analizi – Rüzgar Hızı
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Vertical Wind Profile – Düşey Rüzgar Profili
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Rutin Kontroller
Temel ve rutin kontrol olarak her zaman için:
- 0 <= Yo <=360
Olmalıdır.
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Zaman Serisi
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Rüzgar Yönü Standart Sapması
Tarih
Anemo_
Thies_10
1
Anemo_
Thies_10
1-STDev
Anemo_
Thies_99
Anemo_
Thies_99-
STDev
Anemo_
Thies_80
Anemo_
Thies_80-
STDev
Anemo_
Thies_60
Anemo_
Thies_60-
STDev
VeletaThi
es_100
VeletaThi
es_100-
STDev
VeletaThi
es_80
VeletaThi
es_80-
STDev
31.12.2014 08:20 1.50 0.55 1.45 0.57 1.59 0.44 2.26 0.60 229 55 139 57
31.12.2014 08:30 1.39 0.63 1.37 0.56 1.41 0.44 2.07 0.72 215 86 143 72
31.12.2014 08:40 1.27 0.40 1.31 0.39 1.60 0.17 2.62 0.22 170 13 139 7
31.12.2014 08:50 1.82 0.53 1.70 0.51 1.87 0.64 2.31 0.63 186 55 125 45
31.12.2014 09:00 1.78 0.65 1.69 0.66 1.48 0.80 1.33 0.52 280 88 60 103
31.12.2014 09:10 1.57 0.39 1.41 0.40 0.78 0.38 2.02 0.52 297 27 15 88
31.12.2014 09:20 1.16 0.40 1.14 0.46 1.29 0.79 1.92 0.39 350 69 38 66
31.12.2014 09:30 2.63 1.41 2.54 1.29 2.10 0.67 1.72 0.63 347 50 25 56
31.12.2014 09:40 2.35 0.83 2.29 0.80 1.68 0.70 0.85 0.51 333 9 347 27
31.12.2014 09:50 1.18 0.46 1.16 0.53 1.42 0.74 2.02 0.51 25 43 70 20
31.12.2014 10:00 1.23 0.35 1.12 0.32 1.58 0.26 2.03 0.22 59 34 104 11
31.12.2014 10:10 1.18 0.30 1.11 0.35 1.23 0.56 1.98 0.32 10 70 93 14
31.12.2014 10:20 1.40 0.30 1.34 0.29 1.18 0.52 1.69 0.31 239 56 172 29
31.12.2014 10:30 2.18 0.73 2.05 0.74 2.10 0.69 2.00 0.70 242 32 219 30
31.12.2014 10:40 2.04 0.96 1.82 0.91 1.17 0.61 1.19 0.55 284 57 228 89
• Düşük rüzgar
hızlarında (2 m/s ve
altı) türbülans fazla
olacağından yönün
standart sapmasının
büyük olması
beklenir.
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Rüzgar Yönü Standart Sapması
• Yüksek rüzgar
hızlarında yönün
standart sapmasının
küçük olması
beklenir.
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Rüzgar Yönü Buzlanması veya Donması
• Rüzgar yönünde
buzlanma veya donma
olduğu durumlarda uzun
süreler için aynı ortalama
değerleri veya çok düşük
hatta «0» standart
sapma değerleri
gözlemlenebilir.
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Yön sensörleri arasındaki farklar ve 10 dk’lık değişimler
DaTim D1a D1s D2a D2s D1-D2 D1Change D2Change
20.01.2013 02:10 252 2 251 2 1 0 0
20.01.2013 02:20 255 1 253 1 2 3 2
20.01.2013 02:30 253 3 252 3 1 -2 -1
20.01.2013 02:40 257 3 254 3 3 4 2
20.01.2013 02:50 258 5 255 5 3 1 1
20.01.2013 03:00 257 4 256 2 1 -1 1
20.01.2013 03:10 257 2 258 2 -1 0 2
20.01.2013 03:20 260 4 260 3 0 3 2
20.01.2013 03:30 266 3 268 3 -2 6 8
20.01.2013 03:40 261 7 263 6 -2 -5 -5
20.01.2013 03:50 255 3 254 5 1 -6 -9
20.01.2013 04:00 257 4 256 3 1 2 2
20.01.2013 04:10 263 6 263 5 0 6 7
20.01.2013 04:20 267 8 267 8 0 4 4
20.01.2013 04:30 264 6 267 4 -3 -3 0
20.01.2013 04:40 258 3 262 2 -4 -6 -5
20.01.2013 04:50 262 3 264 2 -2 4 2
20.01.2013 05:00 267 2 266 2 1 5 2
20.01.2013 05:10 261 2 260 2 1 -6 -6
20.01.2013 05:20 258 5 260 3 -2 -3 0
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Bağlantı hatası
0
30
60
90
120
150
180
210
240
270
300
330
360
00:00 01:12 02:24 03:36 04:48 06:00 07:12 08:24
Derece
Zaman
Ana yön ve Ters bağlanmış yön
Ana Yön
Ters Bağlanmış Yön
Rüzgar Verisi ve Analizi – Rüzgar Yönü
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Rüzgar yönü doğrulama – Radar grafikler
• Ölçüm direğindeki yön
sensörlerin kendi içinde
kısaylaması
• Uzun dönem veri ile
doğrulanması (Merra,
NCAR vb…)
Rüzgar Verisi ve Analizi
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Türbülans ve engellerin etkisi
Rüzgar Verisi ve Analizi
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Türbülans ve engellerin etkisi
Rüzgar Verisi ve Analizi
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Türbülans ve engellerin etkisi
Rüzgar Verisi ve Analizi
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Weibull Eğrisi
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Sıcaklık Sensörü Kontrolü – Zaman serisi genel trend
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Sıcaklık Sensörü Kontrolü – Zaman serisi günlük trend
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Sıcaklık Sensörü Kontrolü – Doğrulama
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Nem Sensörü Kontrolü – Zaman serisi genel trend
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Nem Sensörü Kontrolü - Doğrulama
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Basınç Sensörü Kontrolü – Zaman serisi genel trend
Rüzgar Verisi ve Analizi – Diğer Sensörler
Bahadır Bulut | Sales Engineer, Turkey
turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
Basınç Sensörü Kontrolü - Doğrulama
Bahadır Bulut, MSc | Sales Engineer, Turkey
SORULAR & CEVAPLAR
Bahadır Bulut | Sales Engineer, Turkey
sales.turkey@kintech-engineering.com
+90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
TEŞEKKÜRLER

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Yıdız Teknik Üniversitesi - Rüzgr Günleri Sunum - 29032016

  • 1. Bahadır Bulut, MSc | Sales Engineer, Turkey RÜZGAR VERİSİ ANALİZİ İÇİN ÖNERİLER Yıldız Teknik Üniversitesi, Rüzgar Günleri’16, 29.03.2016, İstanbul
  • 2. Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 İÇERİK ๏ Kintech Engineering hakkında ๏ Ölçüm Ekipmanları ๏ Rüzgar Verisi ve Analizi
  • 3. KINTECH ENGINEERING HK. Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 • %100 bağımsız şirket yapısı • %100 in-house teknoloji • 15 yılın üzerinde meteorolojik ölçüm tecrübesi • 6000’in üzerinde data logger satışı • 9 farklı ülkede 30’un üzerinde uluslararası çalışan
  • 4. RÜZGAR SANTRALİ GELİŞTİRME Bahadır Bulut | Sales Engineer, Turkey sales.turkey@kintech-engieering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Site Selection Pre selection of area Electrical grid access Environmental feasibility Wind resources Site visits Meteorological Measurements Installation of Measurement Mast Permission of land Purchasing equipment Commisioning -> Operating of Measurement Mast Feasibility Studies ->Site Assessment Wind farm lay outs Wind resources and energy yield reports Uncertainty assessment Engineering Process -> Engineering Projects Electrical projects Civil work, design Electrical lines, substations, grid integration Administrative Process -> Permits Grid connection permits Wind data certifications - Land Permits Financing -> Wind turbine suitability, classes Technical due deligence Operation -> Monitoring Performance tests O & M activities Environmental survey
  • 5. ÖLÇÜM EKİPMANLARI Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 6. Anemometre - Hız Ölçer (Hz) V [m/s] = A ([m/s]/[Hz])*F [Hz]+B [m/s] Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 7. Windvane - Yön Ölçer (V / Ω) Potansiyometriklerde kısa devreyi önlemek için dead band kaçınılmazdır, bu durumda ölü alan hakim rüzgar yönü tersine kalibre edilmeli ! Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 8. Sıcaklık & Nem Ölçer (V) F = A x V + B A = slope B = offset Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 9. Basınç Ölçer (V) F = A x V + B A = slope B = offset Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 10. Ultrasonik Anemometre Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124
  • 11. Data Logger (Veri Kaydedici) Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 • Veri Kaydı ve veri yönetimi • Verilere uzaktan erişim • Verileri canlı olarak izleme
  • 12. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 • Ho < Hma • Hmi < Hma ve Ho • Ho, Hma, Hmi ve Std >= 0 • Temazsızlık? Std=0? • Uzun dönem veri ile uyum? (MERRA, ERA, NCAR…) Rutin Kontroller
  • 13. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Sayısal Veri DaTim S1a S1x S1i S1s S2a S2x S2i S2s S3a S3x S3i S3s S4a S4x S4i S4s 20.01.2013 02:10 6.00 8.08 6.21 0.35 6.89 8.13 6.06 0.36 6.25 6.71 5.89 0.17 6.19 6.53 5.80 0.11 20.01.2013 02:20 6.66 7.35 6.25 0.18 6.63 7.26 6.20 0.18 6.20 6.81 5.80 0.19 6.16 6.53 5.89 0.12 20.01.2013 02:30 6.86 7.85 6.16 0.23 6.83 7.62 6.20 0.23 6.59 7.17 6.21 0.15 6.52 6.99 6.12 0.18 20.01.2013 02:40 6.32 7.21 5.29 0.33 6.29 7.30 5.28 0.33 6.26 7.13 5.38 0.28 6.19 6.85 4.93 0.35 20.01.2013 02:50 6.50 8.04 5.34 0.44 6.47 7.99 5.28 0.44 6.19 7.54 5.06 0.35 6.01 6.76 4.70 0.31 20.01.2013 03:00 6.15 7.26 5.43 0.26 6.12 7.21 5.42 0.27 6.19 6.67 5.34 0.22 6.05 6.53 5.52 0.16 20.01.2013 03:10 6.30 7.12 5.66 0.26 6.28 7.17 5.61 0.25 6.22 6.76 5.80 0.17 6.40 6.85 6.03 0.14 20.01.2013 03:20 6.32 7.03 5.66 0.26 6.28 7.21 5.56 0.27 6.14 6.76 5.43 0.21 6.18 6.62 5.57 0.21 20.01.2013 03:30 6.67 7.63 5.79 0.41 6.67 7.58 5.74 0.40 6.38 7.22 5.61 0.25 6.54 7.08 5.84 0.24 20.01.2013 03:40 7.32 8.77 6.30 0.49 7.30 8.68 6.25 0.48 6.84 8.14 5.84 0.40 6.04 7.22 4.84 0.60 20.01.2013 03:50 7.26 8.40 6.12 0.39 7.23 8.50 6.16 0.39 6.63 7.72 5.11 0.53 5.08 6.49 3.42 0.65 20.01.2013 04:00 7.38 9.32 6.44 0.47 7.35 9.32 6.39 0.48 6.87 7.95 5.89 0.38 6.33 7.91 4.97 0.61 20.01.2013 04:10 7.19 8.68 5.15 0.56 7.14 8.77 5.47 0.55 6.93 8.37 5.61 0.48 6.53 7.95 4.70 0.55 20.01.2013 04:20 7.45 10.05 5.15 0.81 7.42 9.92 5.33 0.80 7.21 9.56 5.34 0.69 6.64 8.59 4.15 0.66 20.01.2013 04:30 7.19 9.68 5.43 0.66 7.18 9.46 5.56 0.67 6.93 9.15 5.75 0.52 6.71 7.81 5.34 0.38 20.01.2013 04:40 7.40 8.31 6.25 0.00 7.35 8.31 6.34 0.37 6.69 7.91 5.98 0.23 6.85 7.45 6.12 0.22 20.01.2013 04:50 7.28 8.08 6.62 0.00 7.26 8.08 6.66 0.29 6.42 7.08 5.84 0.22 6.67 7.26 6.21 0.20 20.01.2013 05:00 6.47 7.26 5.79 0.00 6.46 7.30 5.79 0.31 6.16 6.81 5.66 0.18 6.16 6.62 5.52 0.19 20.01.2013 05:10 6.10 6.80 5.52 0.00 6.06 6.75 5.42 0.20 5.90 6.39 5.47 0.16 5.83 6.26 5.52 0.14 20.01.2013 05:20 6.30 7.76 5.38 0.00 6.28 7.81 5.24 0.46 5.95 6.85 4.92 0.39 5.73 6.35 4.93 0.26 20.01.2013 05:30 5.52 6.85 4.83 0.00 5.50 6.89 4.78 0.34 5.19 6.07 4.56 0.29 5.32 5.84 4.70 0.21 20.01.2013 05:40 5.34 7.08 4.70 0.00 5.31 7.21 4.60 0.40 4.91 5.61 4.42 0.22 4.82 5.34 4.29 0.20 20.01.2013 05:50 5.21 6.39 4.10 0.00 5.17 6.11 4.23 0.34 4.89 5.47 4.10 0.30 4.43 5.11 3.83 0.23 20.01.2013 06:00 5.89 7.17 4.61 0.00 5.85 7.17 4.60 0.42 5.50 6.26 4.24 0.35 4.81 5.71 3.83 0.38 20.01.2013 06:10 5.89 7.31 4.70 0.00 5.85 7.26 4.64 0.37 5.48 6.85 4.51 0.30 4.90 5.61 4.15 0.33 20.01.2013 06:20 5.47 6.62 4.28 0.00 5.46 6.61 4.28 0.46 5.02 6.21 4.19 0.36 4.35 5.34 3.46 0.29 20.01.2013 06:30 5.37 6.62 4.06 0.00 5.36 6.71 4.05 0.44 4.85 6.26 3.96 0.39 4.24 5.89 3.37 0.38 20.01.2013 06:40 4.88 6.39 3.74 0.00 4.86 6.25 3.63 0.52 4.13 6.12 3.00 0.61 3.27 4.70 2.18 0.55 20.01.2013 06:50 3.82 4.93 2.77 0.47 3.79 4.83 2.62 0.47 3.17 4.28 2.12 0.38 2.38 3.19 1.77 0.27 20.01.2013 07:00 3.33 6.25 1.63 0.00 3.29 6.16 1.66 0.71 2.67 5.06 1.57 0.62 1.99 3.37 1.12 0.47 20.01.2013 07:10 4.09 7.40 1.08 0.00 4.05 6.89 1.25 1.20 3.53 6.16 1.16 1.13 2.71 4.93 1.12 0.82 20.01.2013 07:20 4.10 6.80 1.26 1.09 4.09 6.84 1.34 1.05 3.52 6.67 1.62 0.94 3.00 5.34 0.53 0.94 20.01.2013 07:30 4.91 7.99 2.64 0.00 4.91 7.95 2.67 0.86 4.22 7.68 2.86 0.70 3.54 5.89 1.40 0.66 20.01.2013 07:40 7.43 8.95 5.75 0.58 7.37 8.77 5.79 0.59 6.16 7.86 4.19 0.63 4.93 6.58 3.14 0.61 20.01.2013 07:50 7.39 9.36 5.57 0.64 7.34 9.09 5.38 0.62 6.16 8.05 4.65 0.58 5.20 6.44 3.97 0.48 20.01.2013 08:00 5.98 10.19 3.96 0.98 5.94 9.92 3.95 0.98 5.15 8.73 3.18 0.87 4.59 8.18 3.19 0.84 STD=0 Minimum > Average
  • 14. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Zaman Serisi • Kontroller yapılırken zaman serisi ve korelasyon grafikleri hızlı bir görüş sağlayacaktır
  • 15. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Korelasyon • Farklı yüksekliklerdeki anemometreler arasındaki 10 dk’lık farklar fazla olmamalı.
  • 16. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Gölge Etkisi http://www.iawe.org/Proceedings/11ACWE/11ACWE-Lubitz.pdf
  • 17. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Gölge Etkisi http://www.iawe.org/Proceedings/11ACWE/11ACWE-Lubitz.pdf
  • 18. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Buzanma veya Donma Donmuş Anemometre
  • 19. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Buzanma veya Donma
  • 20. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Buzanma veya Donma
  • 21. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 10 dk’lık değişimlerDaTim S1a S1x S1i S1s S2a S2x S2i S2s S3a S3x S3i S3s S4a S4x S4i S4s S1-S2 S1-S3 S2-S3 S2-S4 S3-S4 20.01.2013 02:10 6.00 8.08 6.21 0.35 6.89 8.13 6.06 0.36 6.25 6.71 5.89 0.17 6.19 6.53 5.80 0.11 -0.89 -0.25 0.64 0.70 0.06 20.01.2013 02:20 6.66 7.35 6.25 0.18 6.63 7.26 6.20 0.18 6.20 6.81 5.80 0.19 6.16 6.53 5.89 0.12 0.03 0.46 0.43 0.47 0.04 20.01.2013 02:30 6.86 7.85 6.16 0.23 6.83 7.62 6.20 0.23 6.59 7.17 6.21 0.15 6.52 6.99 6.12 0.18 0.03 0.27 0.24 0.31 0.07 20.01.2013 02:40 6.32 7.21 5.29 0.33 6.29 7.30 5.28 0.33 6.26 7.13 5.38 0.28 6.19 6.85 4.93 0.35 0.03 0.06 0.03 0.10 0.07 20.01.2013 02:50 6.50 8.04 5.34 0.44 6.47 7.99 5.28 0.44 6.19 7.54 5.06 0.35 6.01 6.76 4.70 0.31 0.03 0.31 0.28 0.46 0.18 20.01.2013 03:00 6.15 7.26 5.43 0.26 6.12 7.21 5.42 0.27 6.19 6.67 5.34 0.22 6.05 6.53 5.52 0.16 0.03 -0.04 -0.07 0.07 0.14 20.01.2013 03:10 6.30 7.12 5.66 0.26 6.28 7.17 5.61 0.25 6.22 6.76 5.80 0.17 6.40 6.85 6.03 0.14 0.02 0.08 0.06 -0.12 -0.18 20.01.2013 03:20 6.32 7.03 5.66 0.26 6.28 7.21 5.56 0.27 6.14 6.76 5.43 0.21 6.18 6.62 5.57 0.21 0.04 0.18 0.14 0.10 -0.04 20.01.2013 03:30 6.67 7.63 5.79 0.41 6.67 7.58 5.74 0.40 6.38 7.22 5.61 0.25 6.54 7.08 5.84 0.24 0.00 0.29 0.29 0.13 -0.16 20.01.2013 03:40 7.32 8.77 6.30 0.49 7.30 8.68 6.25 0.48 6.84 8.14 5.84 0.40 6.04 7.22 4.84 0.60 0.02 0.48 0.46 1.26 0.80 20.01.2013 03:50 7.26 8.40 6.12 0.39 7.23 8.50 6.16 0.39 6.63 7.72 5.11 0.53 5.08 6.49 3.42 0.65 0.03 0.63 0.60 2.15 1.55 20.01.2013 04:00 7.38 9.32 6.44 0.47 7.35 9.32 6.39 0.48 6.87 7.95 5.89 0.38 6.33 7.91 4.97 0.61 0.03 0.51 0.48 1.02 0.54 20.01.2013 04:10 7.19 8.68 5.15 0.56 7.14 8.77 5.47 0.55 6.93 8.37 5.61 0.48 6.53 7.95 4.70 0.55 0.05 0.26 0.21 0.61 0.40 20.01.2013 04:20 7.45 10.05 5.15 0.81 7.42 9.92 5.33 0.80 7.21 9.56 5.34 0.69 6.64 8.59 4.15 0.66 0.03 0.24 0.21 0.78 0.57 20.01.2013 04:30 7.19 9.68 5.43 0.66 7.18 9.46 5.56 0.67 6.93 9.15 5.75 0.52 6.71 7.81 5.34 0.38 0.01 0.26 0.25 0.47 0.22 20.01.2013 04:40 7.40 8.31 6.25 0.00 7.35 8.31 6.34 0.37 6.69 7.91 5.98 0.23 6.85 7.45 6.12 0.22 0.05 0.71 0.66 0.50 -0.16 20.01.2013 04:50 7.28 8.08 6.62 0.00 7.26 8.08 6.66 0.29 6.42 7.08 5.84 0.22 6.67 7.26 6.21 0.20 0.02 0.86 0.84 0.59 -0.25 20.01.2013 05:00 6.47 7.26 5.79 0.00 6.46 7.30 5.79 0.31 6.16 6.81 5.66 0.18 6.16 6.62 5.52 0.19 0.01 0.31 0.30 0.30 0.00 20.01.2013 05:10 6.10 6.80 5.52 0.00 6.06 6.75 5.42 0.20 5.90 6.39 5.47 0.16 5.83 6.26 5.52 0.14 0.04 0.20 0.16 0.23 0.07 20.01.2013 05:20 6.30 7.76 5.38 0.00 6.28 7.81 5.24 0.46 5.95 6.85 4.92 0.39 5.73 6.35 4.93 0.26 0.02 0.35 0.33 0.55 0.22 20.01.2013 05:30 5.52 6.85 4.83 0.00 5.50 6.89 4.78 0.34 5.19 6.07 4.56 0.29 5.32 5.84 4.70 0.21 0.02 0.33 0.31 0.18 -0.13 20.01.2013 05:40 5.34 7.08 4.70 0.00 5.31 7.21 4.60 0.40 4.91 5.61 4.42 0.22 4.82 5.34 4.29 0.20 0.03 0.43 0.40 0.49 0.09 20.01.2013 05:50 5.21 6.39 4.10 0.00 5.17 6.11 4.23 0.34 4.89 5.47 4.10 0.30 4.43 5.11 3.83 0.23 0.04 0.32 0.28 0.74 0.46 20.01.2013 06:00 5.89 7.17 4.61 0.00 5.85 7.17 4.60 0.42 5.50 6.26 4.24 0.35 4.81 5.71 3.83 0.38 0.04 0.39 0.35 1.04 0.69 20.01.2013 06:10 5.89 7.31 4.70 0.00 5.85 7.26 4.64 0.37 5.48 6.85 4.51 0.30 4.90 5.61 4.15 0.33 0.04 0.41 0.37 0.95 0.58 20.01.2013 06:20 5.47 6.62 4.28 0.00 5.46 6.61 4.28 0.46 5.02 6.21 4.19 0.36 4.35 5.34 3.46 0.29 0.01 0.45 0.44 1.11 0.67 20.01.2013 06:30 5.37 6.62 4.06 0.00 5.36 6.71 4.05 0.44 4.85 6.26 3.96 0.39 4.24 5.89 3.37 0.38 0.01 0.52 0.51 1.12 0.61 20.01.2013 06:40 4.88 6.39 3.74 0.00 4.86 6.25 3.63 0.52 4.13 6.12 3.00 0.61 3.27 4.70 2.18 0.55 0.02 0.75 0.73 1.59 0.86 20.01.2013 06:50 3.82 4.93 2.77 0.47 3.79 4.83 2.62 0.47 3.17 4.28 2.12 0.38 2.38 3.19 1.77 0.27 0.03 0.65 0.62 1.41 0.79 20.01.2013 07:00 3.33 6.25 1.63 0.00 3.29 6.16 1.66 0.71 2.67 5.06 1.57 0.62 1.99 3.37 1.12 0.47 0.04 0.66 0.62 1.30 0.68 20.01.2013 07:10 4.09 7.40 1.08 0.00 4.05 6.89 1.25 1.20 3.53 6.16 1.16 1.13 2.71 4.93 1.12 0.82 0.04 0.56 0.52 1.34 0.82 20.01.2013 07:20 4.10 6.80 1.26 1.09 4.09 6.84 1.34 1.05 3.52 6.67 1.62 0.94 3.00 5.34 0.53 0.94 0.01 0.58 0.57 1.09 0.52 20.01.2013 07:30 4.91 7.99 2.64 0.00 4.91 7.95 2.67 0.86 4.22 7.68 2.86 0.70 3.54 5.89 1.40 0.66 0.00 0.69 0.69 1.37 0.68 20.01.2013 07:40 7.43 8.95 5.75 0.58 7.37 8.77 5.79 0.59 6.16 7.86 4.19 0.63 4.93 6.58 3.14 0.61 0.06 1.27 1.21 2.44 1.23
  • 22. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Vertical Wind Profile – Düşey Rüzgar Profili
  • 23. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Vertical Wind Profile – Düşey Rüzgar Profili POWER LAW v / vo = (h / ho)α v = h yüksekliğindeki hız (m/s) vo = ho yüksekliğindeki hız (m/s) α = the wind shear exponent (Rüzgar değişimi katsayısı)
  • 24. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Vertical Wind Profile – Düşey Rüzgar Profili Example - Wind Velocity in a Terrain with Several Buildings With a Wind Shear Exponent 0.25 and wind velocity at level 10 m measured to 5 m/s - wind velocity at level 40 mcan be estimated by transforming (1) to v = (h / ho)α vo (1b) Substituting with values v = ((40 m) / (10 m))0.25 (5 m/s) = 7.1 m/s
  • 25. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Vertical Wind Profile – Düşey Rüzgar Profili LOG LAW
  • 26. Rüzgar Verisi ve Analizi – Rüzgar Hızı Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Vertical Wind Profile – Düşey Rüzgar Profili
  • 27. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Rutin Kontroller Temel ve rutin kontrol olarak her zaman için: - 0 <= Yo <=360 Olmalıdır.
  • 28. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Zaman Serisi
  • 29. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Rüzgar Yönü Standart Sapması Tarih Anemo_ Thies_10 1 Anemo_ Thies_10 1-STDev Anemo_ Thies_99 Anemo_ Thies_99- STDev Anemo_ Thies_80 Anemo_ Thies_80- STDev Anemo_ Thies_60 Anemo_ Thies_60- STDev VeletaThi es_100 VeletaThi es_100- STDev VeletaThi es_80 VeletaThi es_80- STDev 31.12.2014 08:20 1.50 0.55 1.45 0.57 1.59 0.44 2.26 0.60 229 55 139 57 31.12.2014 08:30 1.39 0.63 1.37 0.56 1.41 0.44 2.07 0.72 215 86 143 72 31.12.2014 08:40 1.27 0.40 1.31 0.39 1.60 0.17 2.62 0.22 170 13 139 7 31.12.2014 08:50 1.82 0.53 1.70 0.51 1.87 0.64 2.31 0.63 186 55 125 45 31.12.2014 09:00 1.78 0.65 1.69 0.66 1.48 0.80 1.33 0.52 280 88 60 103 31.12.2014 09:10 1.57 0.39 1.41 0.40 0.78 0.38 2.02 0.52 297 27 15 88 31.12.2014 09:20 1.16 0.40 1.14 0.46 1.29 0.79 1.92 0.39 350 69 38 66 31.12.2014 09:30 2.63 1.41 2.54 1.29 2.10 0.67 1.72 0.63 347 50 25 56 31.12.2014 09:40 2.35 0.83 2.29 0.80 1.68 0.70 0.85 0.51 333 9 347 27 31.12.2014 09:50 1.18 0.46 1.16 0.53 1.42 0.74 2.02 0.51 25 43 70 20 31.12.2014 10:00 1.23 0.35 1.12 0.32 1.58 0.26 2.03 0.22 59 34 104 11 31.12.2014 10:10 1.18 0.30 1.11 0.35 1.23 0.56 1.98 0.32 10 70 93 14 31.12.2014 10:20 1.40 0.30 1.34 0.29 1.18 0.52 1.69 0.31 239 56 172 29 31.12.2014 10:30 2.18 0.73 2.05 0.74 2.10 0.69 2.00 0.70 242 32 219 30 31.12.2014 10:40 2.04 0.96 1.82 0.91 1.17 0.61 1.19 0.55 284 57 228 89 • Düşük rüzgar hızlarında (2 m/s ve altı) türbülans fazla olacağından yönün standart sapmasının büyük olması beklenir.
  • 30. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Rüzgar Yönü Standart Sapması • Yüksek rüzgar hızlarında yönün standart sapmasının küçük olması beklenir.
  • 31. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Rüzgar Yönü Buzlanması veya Donması • Rüzgar yönünde buzlanma veya donma olduğu durumlarda uzun süreler için aynı ortalama değerleri veya çok düşük hatta «0» standart sapma değerleri gözlemlenebilir.
  • 32. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Yön sensörleri arasındaki farklar ve 10 dk’lık değişimler DaTim D1a D1s D2a D2s D1-D2 D1Change D2Change 20.01.2013 02:10 252 2 251 2 1 0 0 20.01.2013 02:20 255 1 253 1 2 3 2 20.01.2013 02:30 253 3 252 3 1 -2 -1 20.01.2013 02:40 257 3 254 3 3 4 2 20.01.2013 02:50 258 5 255 5 3 1 1 20.01.2013 03:00 257 4 256 2 1 -1 1 20.01.2013 03:10 257 2 258 2 -1 0 2 20.01.2013 03:20 260 4 260 3 0 3 2 20.01.2013 03:30 266 3 268 3 -2 6 8 20.01.2013 03:40 261 7 263 6 -2 -5 -5 20.01.2013 03:50 255 3 254 5 1 -6 -9 20.01.2013 04:00 257 4 256 3 1 2 2 20.01.2013 04:10 263 6 263 5 0 6 7 20.01.2013 04:20 267 8 267 8 0 4 4 20.01.2013 04:30 264 6 267 4 -3 -3 0 20.01.2013 04:40 258 3 262 2 -4 -6 -5 20.01.2013 04:50 262 3 264 2 -2 4 2 20.01.2013 05:00 267 2 266 2 1 5 2 20.01.2013 05:10 261 2 260 2 1 -6 -6 20.01.2013 05:20 258 5 260 3 -2 -3 0
  • 33. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Bağlantı hatası 0 30 60 90 120 150 180 210 240 270 300 330 360 00:00 01:12 02:24 03:36 04:48 06:00 07:12 08:24 Derece Zaman Ana yön ve Ters bağlanmış yön Ana Yön Ters Bağlanmış Yön
  • 34. Rüzgar Verisi ve Analizi – Rüzgar Yönü Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Rüzgar yönü doğrulama – Radar grafikler • Ölçüm direğindeki yön sensörlerin kendi içinde kısaylaması • Uzun dönem veri ile doğrulanması (Merra, NCAR vb…)
  • 35. Rüzgar Verisi ve Analizi Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Türbülans ve engellerin etkisi
  • 36. Rüzgar Verisi ve Analizi Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Türbülans ve engellerin etkisi
  • 37. Rüzgar Verisi ve Analizi Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Türbülans ve engellerin etkisi
  • 38. Rüzgar Verisi ve Analizi Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Weibull Eğrisi
  • 39. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Sıcaklık Sensörü Kontrolü – Zaman serisi genel trend
  • 40. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Sıcaklık Sensörü Kontrolü – Zaman serisi günlük trend
  • 41. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Sıcaklık Sensörü Kontrolü – Doğrulama
  • 42. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Nem Sensörü Kontrolü – Zaman serisi genel trend
  • 43. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Nem Sensörü Kontrolü - Doğrulama
  • 44. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Basınç Sensörü Kontrolü – Zaman serisi genel trend
  • 45. Rüzgar Verisi ve Analizi – Diğer Sensörler Bahadır Bulut | Sales Engineer, Turkey turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 Basınç Sensörü Kontrolü - Doğrulama
  • 46. Bahadır Bulut, MSc | Sales Engineer, Turkey SORULAR & CEVAPLAR Bahadır Bulut | Sales Engineer, Turkey sales.turkey@kintech-engineering.com +90 (232) 388 3000 (Dahili 1) / +90 (532) 207 8124 TEŞEKKÜRLER