Integration of NDVI Imagery and Crop Coverage Registration System for Apiary Schedule

Fatih Sari; İrfan Kandemir; Durmuş A. Ceylan

Open Access

Integration of NDVI Imagery and Crop Coverage Registration System for Apiary Schedule

Fatih Sari

İrfan Kandemir

and

Durmuş A. Ceylan

| Jul 02, 2020

Journal of Apicultural Science

Volume 64 (2020): Issue 1 (June 2020)

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Cite

Published Online: Jul 02, 2020

Page range: 105 - 121

Received: Sep 06, 2019

Accepted: Mar 05, 2020

DOI: https://doi.org/10.2478/jas-2020-0011

Keywords
Apiary Schedule, Geographical Information Systems, Multi Criteria Decision Analysis, Site Suitability Analysis

© 2020 Fatih Sari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

The boundaries of the study area (Konya province).

The implementation model of the apiary schedule.

NDVI images from 1st April to 31st August.

a-) 01–10 August 2018 NDVI Imagery b-) CCRS crop type map c-) Integration of CCRS and NDVI data (Apiary Schedule).

Determined apiary schedules from 1st April to 31st August.

Existing apiary locations and their clusters.

NDVI graphics for early season apiaries.

NDVI graphics of apiaries in agricultural lands.

Distribution of apiaries according to suitability values corresponding to their geographical locations, considering the value 6 as the suitability threshold (The blue line represents the average suitability value of 176 beekeeping locations).

Comparison of apiary schedule and field study dates.

Average season start and end dates retrieved from field studies

	Region	Average Start Date	Average End Date	Apiaries
Early Season Apiaries	Beyşehir, Seydişehir, Bozkır	6 April	12 May	45
Late Season Apiaries	Hadim, Taşkent	3 May	27 May	35
Apiaries at Agricultural Lands	Çumra, Karapınar, Altınekin	8 June	24 August	96

Recent studies on beekeeping suitability and criteria

Criteria	Recent Studies
Elevation	Maris et al., (2008); Estaque & Murayama, (2010); Amiri & Shariff, (2012); Camargo et al., (2014); Zoccali et al., (2017);
Land use	Estaque & Murayama, (2010); Amiri & Shariff, (2012); Abou-Shaara et al., (2013); Camargo et al., (2014); Femandez et al., (2016); Zoccali et al., (2017);
Water Resources	Maris et al., (2008); Estaque & Murayama, (2010); Amiri & Shariff, (2012); Abou-Shaara et al., (2013); Camargo et al., (2014); Femandez et al., (2016); Zoccali et al., (2017);
Road Network	Maris et al. (2008); Estaque & Murayama (2010); Amiri & Shariff, (2012); Femandez et al., (2016); Zoccali et al., (2017)
Temperature	Amiri & Shariff, (2012); Abou-Shaara et al., (2013); Camargo et al., (2014); Zoccali et al., (2017)
Humidity	Abou-Shaara et al., (2013); (Camargo et al., 2014)
Precipitation	Amiri & Shariff, (2012); Camargo et al., (2014); Femandez et al., (2016);
Nectar and Pollen Class	Maris et al., (2008)
Summer Crops	Abou-Shaara et al., (2013)
Solar Radiation	Femandez et al., (2016)
Electromagnetic Radiation	Femandez et al., (2016)

Beekeeping suitability pairwise matrix

Criteria	AS	EL	SL	FL	DtW	DtR	DtS	DtP	DtB	DtRI	PR	ND	Weight
AS	1	2	2,7	0,3	1,1	4	4	2,5	2,5	4	3	3	0,129
EL		1	1,1	0,2	0,5	2	2	1,1	1,1	2	1,5	1,5	0,063
SL			1	0,2	0,3	1,2	1,2	1	1	1,2	1,1	1,2	0,048
FL				1	3,5	9	9	8	8	8	7	8	0,339
DtW					1	4	4,2	3	3	4,2	3	2,8	0,133
DtR						1	1	0,8	0,8	1	0,9	0,8	0,036
DtS							1	0,8	0,8	1	0,9	0,7	0,035
DtP								1	1	1,6	1,1	1,2	0,048
DtB									1	1,4	1,1	1,1	0,047
DtRI										1	0,9	0,7	0,035
PR											1	0,8	0,042
ND												1	0,045

(CR=0,081)									Total	1.0000

Field study results for a sample 5 of 176 apiaries

Apiary Name	Latitude	Longitude	Hive Count	Location	Begin Date	End Date	Honey Type
A1	32,86913	38,338409	50	Hüyük	3 April	10 May	Highland
A25	33,084416	38,181350	30	Gevrekli	5 April	16 May	Highland
A52	33,058012	38,308402	100	Karapınar	11 July	27 August	Sunflower
…	…	…	…	…	…	…	…
A102	32,88018	38,177285	15	Altınekin	9 July	23 August	Sunflower
A148	32,677932	38,339811	35	Bozkır	8 May	13 June	Highland

eISSN:: 2299-4831
Language:: English

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Integration of NDVI Imagery and Crop Coverage Registration System for Apiary Schedule

Article Category: Original Article

Published Online: Jul 02, 2020

Page range: 105 - 121

Received: Sep 06, 2019

Accepted: Mar 05, 2020

DOI: https://doi.org/10.2478/jas-2020-0011

Keywords
Apiary Schedule, Geographical Information Systems, Multi Criteria Decision Analysis, Site Suitability Analysis

© 2020 Fatih Sari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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Average season start and end dates retrieved from field studies

Recent studies on beekeeping suitability and criteria

Beekeeping suitability pairwise matrix

Field study results for a sample 5 of 176 apiaries

Integration of NDVI Imagery and Crop Coverage Registration System for Apiary Schedule

Article Category: Original Article

Published Online: Jul 02, 2020

Page range: 105 - 121

Received: Sep 06, 2019

Accepted: Mar 05, 2020

DOI: https://doi.org/10.2478/jas-2020-0011

KeywordsApiary Schedule, Geographical Information Systems, Multi Criteria Decision Analysis, Site Suitability Analysis

© 2020 Fatih Sari et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Fig. 6

Fig. 7

Fig. 8

Fig. 9

Fig. 10

Fig. 11

Fig. 12

Fig. 13

Average season start and end dates retrieved from field studies

Recent studies on beekeeping suitability and criteria

Beekeeping suitability pairwise matrix

Field study results for a sample 5 of 176 apiaries

Keywords
Apiary Schedule, Geographical Information Systems, Multi Criteria Decision Analysis, Site Suitability Analysis