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Asian Journal of Animal and Veterinary Advances

Year: 2010 | Volume: 5 | Issue: 8 | Page No.: 537-546
DOI: 10.3923/ajava.2010.537.546
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Research Article

General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

B. Koc, M. Terin, M. Ceylan and E. Dagistan

ABSTRACT


With this study, the overall situation of beekeeping in Eastern and possible future cases in light of the available data reveals, the problem of identifying and developing some proposals aimed. This study presents a study of the current status (During the 1991-2005 period) and 15-year trend of beekeeping in the Eastern Anatolian Region of Turkey. Study has indicated the current situation of beekeeping. At this stage, a simple proportional tables, simple index, chain index and an average annual growth rate of such analysis is used. The long-term trend analysis for the prediction of the future, the ARIMA Model Used. The 17.05% of total honey production of Turkey is produced in this region and it contains 18.33% of the total bee hives. There are a total of 4.027 villages and 841.000 beehives in the Eastern Anatolian Region producing 14.116 tons honey. Honey production per bee hive is close to the Turkish average (16.7 kg). In the 1991-2005 period, the annual average increase in the number of hives number was -2.43%; honey production decreased by -1.86% and wax production was reduced by -0.94%. According to ARMA analysis, the honey production in 2005 of 14 thousand tons, 14.6 thousand tons in 2020 would be approximately estimated. In the long term trend analysis, it was found that if honey production continues with the current techniques and information level of the farmers, no development will be achieved in honey and wax production in the long term.
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Received: April 19, 2010;   Accepted: July 18, 2010;   Published: September 30, 2010

How to cite this article

B. Koc, M. Terin, M. Ceylan and E. Dagistan, 2010. General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis. Asian Journal of Animal and Veterinary Advances, 5: 537-546.

DOI: 10.3923/ajava.2010.537.546

URL: https://scialert.net/abstract/?doi=ajava.2010.537.546

INTRODUCTION


Beekeeping is still an important activity in developed and developing countries. While, in Europe, beekeeping is considered as a traditional activity, in countries such as Spain, Poland, Hungary, Greece and Turkey it is carried out to increase the incomes of rural people who are engaged in agricultural activities and in Far East, Central and Southern America it is carried out to generate foreign income and in developed countries such as USA, Canada and Japan, it is carried out to assist in pollination of crops (Firatli et al., 2000; Nuray and Aziz, 2003; Parlakay and Esengun, 2005).

In the world approximately 56 million honey bee colonies is available (Kaygan and Yildiz, 2006). Ninty percent of these colonies in Europe, Africa and Asia are located. Turkey, in terms of honey bee colonies are located within the first 30-35 countries (Topcu and Arslan, 2004). In 2006 the World honey production was 1.478.261 tons. The largest producer is China which alone makes up 21.20% of the total. Other important producers are USA, Argentina and Turkey. Honey from these four countries make up approximately 40.00% of world honey production (FAO, 2008). The most important exporter in the world is China and the most important importers are Germany and USA. Although, the USA is the second largest honey producer, due to its high domestic consumption, it also imports a significant amount (Celikel, 2002).

Today, nature, destruction of the unconscious as a result of the use, of agricultural products due to a lack of pollination causes a drop in productivity. lack of pollination, honey bee colonies can be fixed. The contribution of vegetable production in the honey bee, bee products, is more than the revenue (Kumova and Korkmaz, 2000).

In experiments on the utilization of bees in vegetable gardens as a pollinator, it was found that grain yield of broad beans increased from 20 to 70.00% and fruit weight per plant increased 25.00% in courgettes. It is thought that the contribution that beekeeping makes to an economy through fertilization is at least equal to its contribution provided by bee products (Celikel, 2002). For example, it is estimated that in USA the value of products that need bee pollination is $24 billion and total value of the products in which commercial pollination is utilized is $10 billion (Parlakay and Esengun, 2005). Therefore, the developed and developing country with beekeeping activity in a given activity is important for different purposes. Not connected to the soil, that can be done with little capital and less labor due to an agricultural activity to date is in the foreground (Cengiz and Yucel, 2001; Nuray and Aziz, 2003).

Turkey’s geographic richness owned habitat for many kinds of bees and the basin is the case. Terms of diversity of plant species in the temperate zone between the countries has a good position (Nuray and Aziz, 2003). Development of beekeeping as a result of this activity shall be converted to wealth production. In Turkey nearly 120.000 families keep bee hives with 10.00% earning their living from beekeeping and 28.000 earning additional income from this activity (Celikel, 2002). In 2005, there were 4.433.000 new bee hives and 157.000 existing bee hives in Turkey and in total of 22,500 villages, beekeeping is carried out. The honey harvested per bee hive is 17.9 kg (TSI, 2005).

In 2005 the honey production of Turkey was 82.336 tons and a large part is used in domestic consumption. Turkey is also a honey exporter, although not in large amounts. Turkey exports a large proportion to of honey to Germany which mostly imports pine honey. In addition, Turkey also exports honey to Saudi Arabia and France (Celikel, 2002).

Although, beekeeping has a great potential in Turkey it has not yet completed the institutionalization process and the process of being a sector. Although state organs determine many beekeeping and product standards, there are significant factors limiting the development of beekeeping in the country. These factors include the fact that bee farmers are not organized and carry out their activity according to the traditional methods of old bee farmers and appropriate or inadequate methods are used to combat diseases in the bees diseases (Dogaroglu, 1992; Cakmak et al., 2003; Sirali and Dogaroglu, 2005; Parlakay and Esengun, 2005). The main problems of beekeeping in Turkey and some solutions are listed as follows (Celikel, 2002).

The most important problem in beekeeping is breeding. This problem can be solved by making farmers use breeded queen bee and by increasing the number of institutions that will grow these queen bees which they need.

While the share of technical information and training in animal husbandry and other agricultural production costs vary between 8.00 and 10.00%; this share varies between 70.00-80.00% in beekeeping. For this reason, the organizations that aim to provide continuous extention and education services for beekeepers should be supported.

In studies such as erosion control, meadow improvement and forest maintenance, beekeeping should also be taken into account; the plants that are important for beekeeping should be included in these studies.

In appropriate applications by bee farmers of chemical substances leave residues in the honey. Adding naphthalene to wax, making drugs from diesel oil, use of drugs at the wrong time and the wrong amounts both jeopardize human health and result in quality issues for the exportation of honey.

In the study, the importance of Eastern Anatolian Region of Turkey was underlined. In addition, present situation feature of the sector was analyzed and some suggestions were provided. Finally, due to the sectoral characteristics, we can suggest that the beekeeping sector should be supported.

MATERIALS AND METHODS


The main material of this study consists of data collected from the Provincial Directorates of Agriculture in the region and statistical information provided on the web site of the Turkish Statistical Institute. In addition various related articles and publications were reviewed. The data used in this study covers the period 1991-2005.

The scope of the study is Eastern Anatolia Region of Turkey. There total 13 provinces in the region. These are Ağri, Ardahan, Bingöl, Bitlis, Erzurum, Erzincan, Elazıg, Hakkari, Igdır, Kars, Malatya, Van and Tunceli (Fig. 1). General economic structure of the region is premised on agriculture and husbandry.

The raw statistical data was processed and interpreted in the tables. The subject can be understood better by calculation according to the formula below:

The simple index of production of factors such as hive number, honey production and wax which is a by-product:

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(1)

The chain index is:

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(2)


Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
Fig. 1: View of eastern anatolian region on turkey map

and the annual average increase ratios are (Besir and Aykut, 2001; Koc and Ceylan, 2008):

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(3)

Long-term trend analysis study ARIMA (1.0.1) model was used. Model for non-seasonal series are called Autoregressive integrated moving average model, denoted by ARIMA (p,d,q). Here p indicates the order of the autoregressive part, d indicates the amount of differencing and q indicates the order of the moving average part. If the original series is stationary, d = 0 and the ARIMA models reduce to the ARMA models (Kemal et al., 2001; Contreras et al., 2003; Nochai and Nochai, 2006; Oguz and Serkan, 2009). The difference linear operator (Δ), defined by:

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(4)

The stationary series Wt obtained as the dth differences (Δd) of Yt:

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

ARIMA (p,d, q) has the general form Nochai and TNochai (2006):

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(5)

Or

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Autoregressive moving average model: ARMA (p, q) which has the general form (Nochai and Nochai, 2006).

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
(6)

Where:
Yt = Response (dependent) variable at time t
Yt-1, Yt-2, ....,Yt-p = Response variable at time lags t-1, t-2,….t-p, respectively
Φ0, Φ1, Φ2,......., Φp = Coefficients to be estimated
εt = Error term at time t
εt-1, εt-2,……, εt-q = Errors in previous time periods that are incorporated in the response Yt
μ = Constant mean of the process
-θ1, θ2,…… θq = Coefficients to be estimated

RESULTS


Current Situation of Beekeeping in Eastern Anatolian Region
Both migratory and stationary beekeeping enterprises mostly prefer the Eastern Anatolian Region. With its land structure, climate, rich flora and uncultivated large plains, this region consistutes one of the largest and richest basins of Turkey in flower honey production. Moreover it is also suitable for bee ecology. The Total honey production in 2005 was 14.040 tons in the Eastern Anatolian Region. Bee hives numbered 841.270 which was 18.33% of the total number of hives in Turkey.

Table 1: General situation of beekeeping in provinces in eastern anatolian region (2005)
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis
Source: TUIK, Animal Statistics, 2005 (www.tuik.gov.tr) and Records of *Provincial Directorate of Agriculture

Table 2: Relative situation of beekeeping in provinces in eastern anatolian Region (2005)
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Of the total honey produced in Turkey 17.05% came from this region. Honey is produced in 4.027 villages, with an average of 208.9 hives per village. and production per hive is 16.7 kg, which is close to the national average. In the region organic honey production is carried out especially in Van and Ardahan provinces (Table 1) and there appears to be a potential for widespread organic honey production in the region.

In the region, the largest honey producer is Erzurum province, the second largest is Van province. Organic honey production is particularly made in Van and Ardahan provinces (Table 2).

Annual Average Increase Rate of the Factors and Simple and Chain Index Analysis
In the 1991-2005 period, the annual average increase in the number of hives number was -2.43%; honey production decreased by -1.86%; and wax production was reduced by -0.94%. In the 1996-2000 period, despite the annual decrease of -12.01% in hive numbers, an increase of 3.39% was obtained in honey production. Therefore, it can be seen that annual average increase in honey production is not necessarily correlated with an annual increase in the number of hives thus it not a linear relationship. It can be stated that, even when the annual average bee hive number rate is negative, a positive annual average increase rate can be observed in honey production (Table 3).

Table 3: Annual average increase rates of factors related to beekeeping in eastern anatolian region
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 4: Simple index of factors related to beekeeping in the eastern anatolian region (1991-93 = 100)
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 5: Chain index (PI/PI-1) of factors related to beekeeping in eastern anatolian region
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

On the basis of the 1991-93 period averages, a 2.37 fold increase was obtained in the year 2000. However, this increase level could not be achieved in the following years. In 2000, a 9.57% decrease was experienced in honey production when compared to the same basis period. This indicates that although there was an increase in the number of hives the honey production obtained per unit did not be increase. In wax production, only a 10.03% increase was achieved when compared to the basis year in 2005 (Table 4).

In 1994, 19.79% increase was obtained in the number of hives, a 4.81% increase was obtained in honey production and a 3.25% decrease was observed in wax production when compared to the previous year. In the year 2000, a 1.86 fold increase was obtained in hive numbers when compared to the previous year and in the same period, a 19.13% decrease was obtained in honey production. The decrease rate in wax production in the same period was 10.18%. In 2005, increases were calculated in all factors according to the previous year (Table 5).

ARMA Model with the Help of Long Term Forecast
Obtained the number of hives model in the form (Table 6):

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 6: Estimated model parameters number of hives model
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 7: Long term ARIMA Analysis results of hive numbers
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 8: Estimated model parameters of honey production model
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

According to long-term ARMA analysis; the number of hives-which was recorded as 841 thousand in 2005 is estimated to reach 1.226 thousand in 2020, with the average annual increase of 2.54%. It has been found out that the number of hives shows a continuous upward trend by years (Table 7).

Obtained the of honey production model in the form (Table 8):

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

According to long-term honey production ARMA analysis; honey production-which was recorded as 14.040 tons in 2005 is estimated to decrease to 13.0 tons in 2010, with an average annual decrease of -1.42%. Honey production foreseen for 2015 is approximately 14.3 thousand tons, with an average annual increase of 0.22%. Honey production to exceed 13.7 thousand tons as of 2016 will reach 14.1 thousand tons in 2020. Average annual increase expected to be recorded in honey production in 2005–2020 period is calculated as 0.05%. It is thought that beekeeping, in turn, honey production in the region will not be subject to any considerable increase in the next 15 years (2005-2020) under current conditions and technical facilities (Table 9).

Obtained the of wax production model in the form (Table 10):

Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Long-term trend equation developed on the basis of the actual data of 1991-2005 period is used to estimate the potential wax production in the next 15 years. According to the data obtained from Turkish Statistics Institute; wax production recorded in Eastern Anatolia Region as 530 tons in 2005 is foreseen to be recorded as 519.7 tons in 2010, with an average annual decrease of -0.39%.

Table 9: Long term trend analysis results of honey production
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 10: Estimated model parameters of wax production model
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

Table 11: Long term trend analysis results of wax production
Image for - General Situation of Beekeeping in the Eastern Anatolian Region of Turkey and ARIMA Model with the Help of Long-term Analysis

But, an improvement in terms of wax production can be recorded as of 2020 and the concerned production can approximate to 2005 production. It is estimated that wax production will reach 536.3 tons in 2015 and then will show an average annual increase of 0.61% and be realized as 552.9 tons in 2020. Estimated average annual decrease rate for wax production in 2005-2020 period is 0.28% (Table 11).

DISCUSSION


In this study, the Eastern Anatolian Region is one of the richest basins for flower honey production. Honey production per bee hive is close to the Turkish average (16.7 kg). The highest honey production was made in Erzurum province and the second highest honey production was made Van province.

In Van province, it was seen that during this period annual average rate of increase of 5.28% in number of hives led to an increase of yield of 1.44 per hive and annual average rate of increase of 3.79% in totally honey production (Koc and Ceylan, 2008).

Turkey's other results are obtained in different regions is as follows: In Van province, the amount of honey hives 10.72 per kg were obtained (Yildirim and Agar, 2008). 15.89 kg in Bingoll (Kutlu and Sezen, 1999); 17.4 kg in Cukurova Region (Kumuva and Ozkutuk, 1988); 18.7 kg in Tokat (Cicek, 1993) and 8.5 kg in South Eastern Region of Turkey (Dagdemir and Topcu, 2003).

Turkey ranks fourth in world honey production and a large part of the production is used in domestic consumption. For example, 70.77% of beekeepers in the Aegean region (Mugla and İzmir) have sold in honey farm gate, while 10.77%, directly to retailers have been selling honey (Saner et al., 2004).

In Turkey breeding, technical information and education costs are high and extinction still not clear and education services are inadequate. In order to prevent inappropriate applications of chemicals and to facilitate quality production, the Provincial Directorate of Agriculture should provide related education and extinction not clear services free of charge and adequate sources should be spared for these applications.

It was found that annual increase rate in honey production is not correlated with annual increase rate in bee hive number. For example, in the year 2000, despite the increase in bee hive numbers, a decrease was observed in honey and wax production. In the long term trend analysis, it was found that if honey production continues with the current techniques and information level of the farmers, no development will be achieved in honey and wax production in the long term.

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    CrossRefDirect Link

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neelam chouksey Reply
16 June, 2021

i want this paper for my research work

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