Journal of
Soil Science and Environmental Management

  • Abbreviation: J. Soil Sci. Environ. Manage.
  • Language: English
  • ISSN: 2141-2391
  • DOI: 10.5897/JSSEM
  • Start Year: 2010
  • Published Articles: 314

Full Length Research Paper

Prospects for sustainable cocoa farming from the rainfall balance in the last thirty years at Lôh-Djiboua and Gôh post-pioneer regions, Côte d’Ivoire

KASSIN Koffi Emmanuel
  • KASSIN Koffi Emmanuel
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
KOUAME Brou
  • KOUAME Brou
  • Water and Soil Suitable Management Program of CNRA, Ivorian, BP 603 Bouaké, Cote d'Ivoire.
  • Google Scholar
COULIBALY Klotioloma
  • COULIBALY Klotioloma
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
COULIBALY Klotioloma
  • COULIBALY Klotioloma
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
N’GUESSAN Walet Pierre
  • N’GUESSAN Walet Pierre
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
AKA Aka Romain
  • AKA Aka Romain
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
ASSI Marise Evelyne
  • ASSI Marise Evelyne
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
GUIRAUD Brigitte Honorine
  • GUIRAUD Brigitte Honorine
  • Cacao program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
Kone Boake
  • Kone Boake
  • Palm oil Program of CNRA, Ivorian, PB 808 Divo, Cote d'Ivoire.
  • Google Scholar
YAO Guy Fermand
  • YAO Guy Fermand
  • Water and Soil Suitable Management Program of CNRA, Ivorian, BP 603 Bouaké, Cote d'Ivoire.
  • Google Scholar


  •  Received: 15 June 2018
  •  Accepted: 13 September 2018
  •  Published: 30 November 2018

 ABSTRACT

The rainfall disturbances observed in the recent decades in Côte d'Ivoire constitute a constraint for sustainable cocoa production, the mainstay of the Ivorian economy. These disturbances constitute, in addition to the losses of production and those from the quality of the cocoa beans, one of the causes of the high cocoa mortality at the recovery stage in all cocoa production area. The present study, carried out in the Goh and Lôh Djiboua, post-pioneer regions, is a contribution for the searching of solutions to the continuity challenge of the Ivorian cocoa farming in front of the climate change. It aims to analyze not only the evolution and distribution of rainfall, but also to identify the rainfall constraints related to cocoa farming, and to propose possible solutions to ensure the sustainability of cocoa farming in these two regions. The analysis covered the three decades of the period from 1986 to 2015. The rainfall data were collected at the weather stations of the CNRA (Centre National de Recherche Agronomique) based both on Divo and Gagnoa. The study of the two rainfall data series using the rainfall index showed that the current climate of the two regions is characterized by a predominance of dry periods at Divo and the wet one in Gagnoa. Also, 40 to 90% of the 30-years recorded less than 700 mm of rain during the main rainy season both in the two regions. In addition the beginning of the rainy season in the two regions is between the 1st and 2nd 10 days of March in both regions, while in practice the planting of cacao is usually made in May or June. To note this variability, the technical itineraries for all regions must to be regionalized to enable cocoa to exhibit its potentialities in its new production environment.

Key words:  Rainfall assessment, Lôh-Djiboua and Goh regions, sustainable cocoa farming.

 


 INTRODUCTION

Cocoa bean is the most important export product of Côte d'Ivoire. Its contribution to the total export incomes is estimated  at 40%, which corresponds to 15% of the gross  domestic  product (GDP).  It   is   also  the   main source of income for more than 500 000 producers and their families. The cocoa production system is extensive and itinerant on forest clearings (Coulibaly et al., 2002). This system is subject to climate constraints. It has been practiced successfully since 1920, when cocoa was introduced in Côte d'Ivoire until the 1990s because of favorable growing conditions (Assiri, 2007). This ensured a continuous renewal of the cocoa farms on the pioneer front from the East (1920 to 1960), to the Centre-West (1960 to 1980) and the Southwest and West, in the 1980s (Ruf, 1991; Ruf et al., 2015). Such an increase in the cultivation surface allowed the maintaining or increasing of the yielding of cocoa beans in Côte d’Ivoire. Today, the cocoa farms are aging in all cocoa growing area (Aguilar et al., 2003; Assiri, 2007; Deheuvels, 2007) and more particularly in the post pioneer regions like Lôh Djiboua and Goh in the Central West part of the country zones. It is therefore necessary to replant it, due to the economic importance of cocoa for Côte d'Ivoire and for the many smallholder farmers. However, in recent decades, several authors (Freud et al., 2000; Jarrige and Ruf, 1990; Ruf, 1995; Bari et al., 2016) report a general decrease in rainfall and a modification in the rainfall distribution during the year in both Côte d’Ivoire and the world. According to these authors, the evolution of the climate led to the appearance of ecological "limits" conditions of cocoa growing in some cultivation zones in Côte d'Ivoire. The rainfall decline is estimated between 20 and 25% as a function of regions (Coulibaly et al., 2009). In addition, observations made during the last decades in the farms reveal a high mortality of seedlings transplanted in June in accordance with the current practices and a reduced size of pods and beans during the main cocoa harvest season. Such a situation shows that Côte d'Ivoire is likely faced with the challenge of the sustainability of cocoa farming caused by climate change. If no sustainable solution is found, actual disturbances of rainfall might reduce the cultivated surfaces as well as cocoa production in the long term.  This  study  aims  to analyze the evolution and distribution of rainfall, identify the rainfall constraints related to cocoa farming, and to make suggestion to ensure the sustainability of cocoa farming in Côte d’Ivoire and particularly in these two regions.

 


 MATERIALS AND METHODS

Study area

The study was conducted at Lôh Djiboua and Gôh in Centre-West, Côte d'Ivoire. The main environmental characteristics are shown in Table 1. The two regions are composed of Gôh-Loh-Djiboua district (Figure 1). This district is a post-pioneer zone with an orchard of 22 years old (Deheuvels, 2007). These regions are under the influence of tropical humid climate with four-season, including two dry seasons and two rainy seasons. Since the late 1970s, the decline in annual rainfall amounts in the West African sub-region, particularly in Côte d'Ivoire, also affected this area (Brou et al., 2005; Kassin et al., 2008). The average humidity of 85% has a strong seasonal variation. The minima are obtained between November and March. The average temperature is 27°C and varies annually between 19 and 33°C.

 

 

 

METHODS

The rainfall data analyzed were collected at the meteorological stations of CNRA both based on Divo and Gagnoa. These data covered a period of 30 years, namely from 1986 to 2015. The two-rainfall series was complete. The methodology used for the analysis of the data consisted of first studying the evolution and distribution of rainfall over the whole period per decade. Then some rainfall parameters, such as annual rainfall heights and cumulative rainfall of a rainy season were calculated and compared to the thresholds required for cocoa (Mian, 2007).

Evolution of annual rainfall

The study of the variation of annual rainfall was done by calculating the rainfall index (Equation 1), which allows the determining of the excessive and deficit years relatively to each meteorological station (Servat et al., 1998). Thereafter, the frequency  of  years  with  annual rainfall less than 1200 mm,  the minimum threshold required for cacao tree was determined.

Where,= quantity of rainfall during year I;Average annual rainfall over the study period; S = standard deviation of the annual rainfall amounts during this period

A year is humid, when the rainfall index is positive; otherwise it is dried when this one is negative (Soro et al., 2011). Thereafter, the proportion of years with annual rainfall less than 1200 mm, the minimum threshold required for cacao was determined.

The rainfall index was then ranked according to the range of values (Table 1) to allow an assessment of the extent of drought or moisture for each year of the rainfall series (Wu et al., 2005).

Monthly rainfall distribution

The study of the monthly rainfall distribution was based on rainfall quantity criteria (IFCC, 1978). Thus, a month is dry when it records less than 50 mm of rain; a month is considered as deficit when it records a rainfall amount between 50 and 100 mm; a month is wet when it records a rainfall greater than 100 mm.

The occurrence probability of humid, deficit and dry months per year led to determine the wettest and driest months over the observation period.

Climatic characterization of rainy season

The characterization of the growing seasons consisted of determining the beginning and end of  the  rainy  seasons  by  the rainfall balance method (Cocheme et Franquin, 1976). According to this method, the rainy period is defined by the position of the 10 days rainfall curve above the 10 days ETP curve of the latest normal (1971 to 2000). The beginning and the end of the rainy season are thus at dates corresponding to the intersections of the two curves. Subsequently, the probability of rainy seasons was calculated by 10 days by comparing the rainfall totals of the major rainy seasons per year at the threshold of 700 mm required for cocoa farming.

 

 


 RESULTS

Variation of annual rainfall

The study showed a secession of wet and dry periods (Figures 2 and 3) in the two stations. At Divo, the three decades were moderately dry ranging from 60 to 80% of years characterized by rainfall deficits (Table 2). The extreme dry and wet years were almost non-existent in this station.

 

 

At Gagnoa, the decade (1986-1995) was moderately dry with 60% years characterized by a rainfall deficit (Table 3). On the other hand, the decades of 1996 to 2005 and 2006 to 2015 were moderately humid from 60 to 80% of the years having recorded rainfall surpluses. Only 10% of the years were extremely wet in this station. Furthermore, taking into account the minimum threshold of 1200 mm of annual rains, required for cocoa farming, over the three decades 50 to 60% of the years at Divo and 20 to 30% at Gagnoa were deficient (Table 4).

 

 

Monthly rain distribution

During 30 years of observations, March, April, May, June, September and October were the rainiest months, with probabilities of occurrence of events P> 100 mm greater than 50%, on one hand (Table 5). On the other hand, January and December were the driest months.

 

 

Evolution on the beginning and the end of the rainy seasons

Divo station at the Lôh Djiboua region

Figure 4 indicated that the beginning of the rainy seasons varied between the 1st 10 days of January (1996 to 2005) and the 2nd 10 days of March  (2006  to 2015) with the frequency of the events P> ETP of 50 and 40% (Table 6). However, over the 30 years of observations (1986-2015), the rainy season started at the 1st 10 days of March with a probability of P> ETP of 50%. Over the past three decades, the beginning of rainy seasons varied between 30 and 70 days with early rains during the 1996 to 2005 decade.

 

 

 

The end of the rainy seasons also fluctuated from the 1st 10 days of May (1986-2006) to the 2nd 10 days of July (2006-2015), that is, an offset of 10 to 50 days with P> ETP event probabilities of 0% at the 2nd 10 days of May and 10% at the 3rd 10 days of July. Nevertheless, over all the 30 years, the rainy seasons ended from the 2nd 10 days of July with a probability of the P> ETP event of 43% in the 3rd 10 days of July (Table 7). So the length of the rainy seasons was thus 70 days during the decade (1986-1995) and 130 days during the decades 1996-2005 and 2006-2015. As a result, the duration of the rainy season was increased with 60-days from 1986-1995 to 1996-2005 and 2006-2015.

 

 

Moreover, in the past 30 years, 90% of the years (1986-1995);  and  40%  during  the  decades  1996   to 2005 and 70% in the decade 2006-2015 recorded cumulative rainfall less than 700 mm, the minimum required for the cacao cultivation during the great rainy season.

Gagnoa Station in the Gôh region

The beginning of the rainy seasons in Gagnoa fluctuated between the 2nd 10 days of March (1986 to 1995, 1996 to 2005) and the 3rd 10 days of February (2006-2015) during the three decades (Figure 5). However, the probability of occurrence of the P> ETP events (Table 8) was higher (60%) in the 3rd 10 days of March than in the 2nd 10 days (50%) during the decade (1986 to 1995). The beginning of the rainy season therefore varied between 10 and 20 days from decade to decade. In addition, over the 30 years, the probability of rains settling during the 3rd 10 days of March was greater (60%) than that of the 2nd 10 days (47%).

 

 

 

The end of the main rainy season also fluctuated between the 1st 10 days (1986 to 1995 and 2006 to 2015) and the 2nd 10 days of July (1996-2005), an average offset of 10 days from decade to  decade.  The probability to have P> ETP events after these rainy decades is respectively 40 (1986 to 1995), 30 (1996 to 2005) and 20% (2006 to 2015). Moreover, over the thirty years of observations, the end of the main rainy season was at the 1st 10 days of July with a probability of the P> ETP event in the next decade of 47% (Table 8). Thus, the duration of the rainy season was 110 days (1986-1995), 130 days (1996-2005), 140 days (2006-2015) during the three decades. The duration of the rainy season thus varied from decade to decade between 10 and 20 days.

Moreover, in the past 30 years, 90% of the years (1986-1995) and 40% during the decades 1996 to 2005 and 2006 to 2015 recorded cumulative rainfall less than 700 mm, the minimum required for the cacao cultivation during the great rainy season.

 

 

 

 

 

 


 DISCUSSION

Evolution of annual rainfall

The study showed a fluctuation of the annual rainfall during the decades over the 30 years (1986-2015) in the two regions. The average annual rainfall  calculated over this period is between 1200 and 1400 mm, instead of 1500 and 1700 mm, during the period 1951-1960 (Dabin, 1973). This downward trend in rainfall was already highlighted by several other authors (Servat et al., 1995; Brou et al., 1998; Bari and al., 2016). However, the inter-annual average rainfall recorded remains above 1200 mm, the minimum required for cocoa farming, on one hand.  On the other hand, at the level of each weather station, the study showed the existence of years with a rainfall of less than 1200 mm. This average is 56% at Divo and 23% at Gagnoa. This reflects a gradual drying up of the climate in the study area and especially at Divo; where the three decades (1986-1995, 1996-2005 and 2006-2015) were moderately dry. The existence of these drier years with a rainfall of less than 1200 mm is a constraint for cocoa farming.

Rainfall distribution

The study of rainfall distribution revealed that the rainfall regime at the two stations was bimodal. The rainiest months are March, April, May and June for the great rainy season and September and October for  the short season. However, the beginning and the end of the seasons fluctuated from decade to decade. The shift of the beginning of the seasons from decade to decade at Divo is between 30 and 70 days and in Gagnoa between 10 to 20 days with a high probability of installation of the rains from the 2nd 10 days of March in the two stations. The study also revealed an increase in the rainy seasons during the last two decades, namely 1996-2005 and 2006-2015 for the two stations. However, this development has not affected much rainfall, especially at the Divo station since more than 70% of the years during the decade 2006-2015 recorded less than 700 mm of rain required for cocoa farming. Rainfall deficit recorded during this period exposes cocoa trees to water deficit.

The water deficit is a constraint for all crops and more particularly for the cocoa tree, a very sensitive plant. Several studies indeed showed the negative influence of the water deficit on the establishment of a young cacao and on the productivity and sustainability of a mature cacao. Indeed, for a cocoa seedling in the establishment phase some authors (Boyer, 1973; Freud et al., 2000; Petithuguenin, 1995) showed that the water deficit stops the growth, then leads to the death of young cocoa trees with a high mortality rate during the extremely dry years. For example, the mortality rate observed in Togo fluctuates from 15 to 53%  depending on the type of soil (Jagoret and Jadin, 1993). In Côte d'Ivoire; the mortality rate observed in a sample of 50 plots in the East is 39% (Petithuguenin, 1995). The water deficit also delays the development and entry into production of young cocoa trees. This study confirms that, in West Africa, the survival of young cocoa trees, with a shallow root system, is particularly conditioned by a good distribution of rains, on one hand. On the other hand, adult cocoa trees can withstand periods of water deficit greater than 3 months, due to their deep root system; but, their production potential is affected in different ways. When the water deficit occurs a few weeks before flowering, it leads to an increase in the final yield by stimulating flowering. A few weeks after fruit set, the same deficiency causes wilting of the young fruits. If it occurs 3 to 4 months after setting, it causes the reduction of the size of the cocoa beans. This explains the small size of the cocoa beans during the intermediate harvest in West Africa. Similarly, the size of the beans in the main crop is decreasing more and more. Such a phenomenon is linked to the water deficit recorded during the great rainy season (Brou et al., 2003). When the water deficit occurs over several months and is repeated from year to year, it weakens and reduces the longevity of the cocoa trees. This explains the shortenedness of the mature phase and the lateness of the senescent one (Petithuguenin, 1995)

Impact of disturbance of the rainy seasons on cocoa farming

The study of the distribution of rainfall between 1986-1995, 1996-2005 and 2006-2015 revealed a shift in the dates of  the  beginning  and  end  of  the  growing seasons. The time lag is about 30 days between the was observed between the 1986-1995 decade and the decade 1986-1995 and the decade 1996-2005 and 70 days between the decade 1996 to 2005 and the decade 2006 to 20015.However, at Gagnoa, the lag is  less  pronounced.  It  is  30  days  between  the decade 1996-2005 and the decade 2006-20015. Any time lag1996-2005 decade. But, generally, over the period (1986 to 20015), the main rainy season was established at Divo from the 1st 10 days of March to the 2nd 10 days of July and at Gagnoa from the 3rd 10 days of March to the 1st 10 days of  July,  while  in practice the planting of cacao is usually made in May or June. That could partly explain the high mortality of seedlings or even the failure of replanting during the first two years of replantation. Climate change not only affects the agricultural calendar, but also the cacao growth and production cycle. In fact, at eastern Côte d'Ivoire, the first cocoa production zone, the main harvest is shifted from October to December (Brou et al., 2003). Many other studies have revealed that cacao productivity, development and quality are strongly affected by the amount, distribution and duration of rainfall (Almeida and Valle, 2007; Balasimha and Bhat, 1991; Moser et al., 2010). Consequently, cacao is not generally considered resilient in the face of extreme weather conditions, particularly during prolonged periods of drought (Alvim and Kozlowski, 1977; Almeida and Valle, 2007). Cacao’s noted low tolerance to prolonged water limitation is concerning given that climate models predict reduced rainfall, and increased temperatures will become significant limitations to production in the near future, with some areas of West Africa already being affected (Agbongiarhuoyi et al., 2013; Bari et al., 2016; Hutchins et al., 2015).

Solutions for sustainable cocoa production in the two regions

The study revealed a variation in rainfall over the years causing the shifts of the beginning and the end of the main rainy season in the two regions. Under these conditions, producers no longer know when to plant cocoa and associated food crops. This situation increases the vulnerability of rural populations in these two regions to face the adverse effect of climate change. Although the study showed a high probability to have the beginning of the main rainy season by the 2nd 10 days of March in both regions, it would be advantageous to make rainfall predictions and make these information available to farmers on time to help them install their crops at the good time. Similar studies have been done elsewhere (Cetin, 2015a; Cetin et al., 2018; Cetin et al., 2010; Cetin and al., 2016). In addition, the use of climate prediction models in combination with GIS will help define areas suitable for cocoa farming both regionally and nationally (Cetin, 2015b;Cetin,2015c;Kaya et al.,2018;Cetin et al., 2018b; Cetin et al., 2018c). In addition to deforestation, current cocoa full sun production systems have led to land degradation (Tondo et al., 2015; N'guessan et al., 2017; Kone et al., 2012).The promotion of agroforestry systems based on cocoa could not only contribute to restoring soil fertility but also diversify the income sources of cocoa farmers to make them less dependent on cocoa and vulnerable (Koko et al., 2013).

This system also provides stress alleviating services (Jacobi et al., 2015; Verchot et al., 2007; Tscharntke et al., 2010; Beer et al., 1998). In coffee, shade trees protect the plants from drought by reducing the evaporative transpiration demand, and increasing the infiltration capacity of the soil (Lin, 2007). Shade can affect cacao stomatal conductance, ameliorating the effects of drought especially during seedling establishment. Such interaction was observed by Frimpong et al. (1999). Currently, chocolate makers have initiated in several countries the promotion of agroforestry in cocoa farming through numerous projects including REDD+. Drought-resistant plant material for cocoa could also be used in replantation or rehabilitation of farms (Medina and Laliberte, 2017; Smith, 2014). A review was done on the effects of drought and temperature stress and increased CO2 in Theobroma cacao Costa Rica: Bioversity International) and short cycle varieties for associated food crops. However, based on the concept that a healthy cacao tree under balanced nutrition is more likely to be resilient to abiotic stresses, potassium amendment was highlighted for its potential to mitigate the effect of drought in cacao orchards. Interactions between potassium nutrition and drought stress have been observed in other crops – e.g. sorghum (Asgharipour and Heidari, 2011); cassava (Ezui et al., 2017); olive (Erel et al., 2014); and highland banana (Taulya, 2013) – and could be a management opportunity towards drought resilience adaptability in cacao. Aside from depending on potassium to regulate intrinsic osmotic functions, cacao has a specifically high demand for potassium, particularly for pod structure, and so it could benefit from supplemental potassium. Therefore, the best period to apply potassium is thought to be during pod set and development (Almeida and Valle, 2007). Irrigation can also be adopted as a solution to provide cacao with additional water they need to express their potential.

 


 CONCLUSION

The current evolution and distribution of the rains  show a preponderance of moderately dry years in the Lôh Djiboua region and moderately humid in the Gôh region during the three decades studied. In addition, the study showed that the beginning of the main rainy season is between the 1st and 2nd 10 days of March in both regions. However, a high probability of rainfall deficit during rainy seasons, unfavorable to cacao was also revealed. So at the short term planting in both areas could be done earlier in March at the beginning of the rainy season to allow the young plants to benefit from all the rains so as to reduce their mortality rate. But tests will have to be carried out in real environment to confirm these periods. Agroforestry could also be a solution to mitigate the negative effects of climate on cocoa farming. Special attention should also be given to the choice of the soils. These soils should have a good water retention capacity in order to compensate for the rainfall deficit during the rainy seasons.

 


 CONFLICT OF INTERESTS

The authors have not declared any conflict of interests.

 



 REFERENCES

Aguilar P, Paulin D, Keho Y, Kamleu G, Raillard A, Deheuvels O, Petithuguenin P, Goskwoski J (2003). L'évolution des vergers de cacaoyers en Côte d'Ivoire entre 1955 et 2002. In Actes de la 14ème conférence internationale sur la recherche cacaoyère (Accra, Ghana, 13-18 octobre 2003) pp. 1167-1175.

 

Asgharipour MR, Heidari M (2011). 'Effect of potassium supply on drought resistance in sorghum: plant growth and macronutrient content', Pakistan Journal of Agricultural Sciences 48(3): 197–204.

 

Assiri AA (2007). Identification des pratiques paysannes dans la conduite des vergers de cacaoyers en Côte d'Ivoire. Mémoire de DEA, Université de Cocody, UFR STRM 61 p.

 

Bari A, Damania AB, Mackay M, Dayanandan S (2016). Applied mathematics and omics to assess crop genetic resources for climate change adaptive traits. Nature Publishing Group
Crossref

 

Beer J, Muschler R, Kass D, Somarriba E (1998). 'Shade management in coffee and cacao plantations', Agroforestry Systems 38(1-3):139-164

 

Boyer J (1973). Études particulières des facteurs hydriques de la croissance du cacaoyer. Café Cacao Thé 15(3):189-202.

 

Brou YT, Aindès F, Bigot S (2005). La variabilité climatique en Côte d'Ivoire : entre perception sociales et réponses agricole. Cahier de l'Agriculture, vol, 14, n°6, novembre-décembre 2008, pp. 533-540.

 

Brou YT, N'Goran JAK, Bigot S, Servat E (2003). Risque climatique et production agricole en Côte d'Ivoire : effet des variations pluviométriques sur la production cacaoyère. In : Actes de la 14ème conférence internationale sur la recherche cacaoyère. Accra, Ghana, 18-23 octobre 2003, pp. 259-267.

 

Brou YT, Servat E, Paturel JE (1998). Contribution à l'analyse des interrelations entre les activités humaines et variabilité climatique. : cas du Sud forestier ivoirien. Académie des sciences/Elsevier, Paris, t. 327, série IIa, pp. 833-838.

 

Cetin M, Cakir C, Canturk U, Sevik H (2018b). Chapter 23: taking the decisions of the area with the geodesign of Karabuk city centre. In book title: Recent Researches in Science and Landscape Management, Cambridge Scholars Publishing. ISBN (10): 1-5275-1087-5, ISBN (13): 978-1-5275-1087-6, Lady Stephenson Library, Newcastle upon Tyne, NE6 2PA, UK pp. 299-309.

 

Cetin M, Yildirim E, Canturk U, Sevik H (2018c). Chapter 25: investigation of bioclimatic comfort area of Elazig city centre. In book title: Recent Researches in Science and Landscape Management, Cambridge Scholars Publishing. ISBN (10): 1-5275-1087-5, ISBN (13): 978-1-5275-1087-6, Lady Stephenson Library, Newcastle upon Tyne, NE6 2PA, UK pp. 324-333.

 

Cetin M (2015a). Determining the bioclimatic comfort in Kastamonu City. Environmental Monitoring and Assessment 187(10):640, 
Crossref

 

Cetin M (2015b). Using GIS analysis to assess urban green space in terms of accessibility: case study in Kutahya. International Journal of Sustainable Development and World Ecology 22(5):420-424
Crossref

 

Cetin M (2015c) Evaluation of the sustainable tourism potential of a protected area for landscape planning: a case study of the ancient city of Pompeipolis in Kastamonu. International Journal of Sustainable Development and World Ecology 22(6):490-495,
Crossref

 

Cetin M, Adiguzel F, Kaya O, Sahap A (2018a) Mapping of bioclimatic comfort for potential planning using GIS in Aydin. Environment, Development and Sustainability 20(1):361-375, 
Crossref

 

Cetin M, Topay M, Kaya LG, Yilmaz B (2010) Efficiency of bioclimatic comfort in landscape planning process: case of Kutahya, Turkish Journal of Forestry 1(1):83-95

 

Cocheme J, Franquin P (1976). An agroclimatological survey of a semi-arid in Africa south of the Sahara. W.M.O. Tech. Notes, 86p.

 

Coulibaly A. & Dje B., 2009. Characterization of drought with climate indices in Africa: Case of Ivory Coast.

View

 

Coulibaly N, Bly JP (2002). Aperçu de l'agriculture ivoirienne à travers les données de la base de sondage du recensement national de l'agriculture 2001, issu de RGPH 98. République de Côte d'Ivoire, Ministère de l'Agriculture et du Développement Rural. Projet GCP/IVC/025/EC-Recensement de l'agriculture 17 p.

 

Dabin B (1973). Étude pour la reconversion des cultures de caféier dans la République de Côte d'Ivoire. Pédologie, tome 1, Rapport n°63/36/X, BDPA-ORSTOM 172 p.

 

Deheuvels O (2007). Dynamiques de plantation-replantation cacaoyères en Côte d'Ivoire : comparaison de deux techniques avec Olympe. In : Penot Éric (éd.), Deheuvels Olivier (éd.). Modélisation économique des exploitations agricoles : modélisation, simulation et aide à la décision avec le logiciel Olympe. Paris, L'Harmattan pp.49-61.

 

Erel R., Ben-Gal A., Dag A., Schwartz A, Yermiyahu U (2014). 'Sodium replacement of potassium in physiological processes of olive trees (var. Barnea) as affected by drought', Tree Physiology 34(10):1102–1117
Crossref

 

Ezui KS, Franke AC, Leffelaar PA, Mando A, Heerwaarden J, Van SJ, Sogbedji J, Giller KE (2017). 'Water and radiation use efficiencies explain the effect of potassium on the productivity of cassava', European Journal of Agronomy 83:28-39.
Crossref

 

Freud EH, Petithuguenin P, Richard J (2000). Les champs du cacao: un défi de compétition Afrique-Asie. Édition Karthala-CIRAD, 216 p.

 

Frimpong EB, Adu-Ampomah Y, Abdul-Karimu A (1999). 'Efforts to breed for drought resistant cocoa in Ghana', in Proceedings of the 12th International Cocoa Research Conference, Lagos: Cocoa Producers' Alliance, pp.375-378.IFCC (1978). Etude de la boucle du cacao, 43 p.

 

Jacobi J, Schneider M, Bottazzi P, Pillco M, Calizaya P, Rist S (2015). 'Agroecosystem resilience and farmers' perceptions of climate change impacts on cocoa farms in Alto Beni, Bolivia', Renewable 39 Agriculture and Food Systems 30(2):170–183

 

Jagoret P, Jadin p (1993). Recherche d'un itinéraire technique pour la replantation des cacaoyers au Togo. IV. Contribution à une meilleure approche pédologique de la replantation cacoyère. Café Cacao Thé 37(4):313-320.

 

Jarrige F, Ruf F (1990). Comprendre la crise du cacao. Café Cacao Thé 34(3):213-221.

 

Kassin KE, Koné D, Kouamé B, Yoro GR, Assa A (2008). Variabilité pluviométrique et perspectives pour la replantation cacaoyère dans le Centre ouest de la Côte d'Ivoire. Journal of Applied biosciences 12:633-641.

 

Kaya E, Agca M, Adiguzel F, Cetin M (2018). Spatial data analysis with R programming for environment. Human and Ecological Risk Assessment: An International Journal pp. 1-10.

 

Koko LK, Snoeck D, Lekadou TT, Assiri AA (2013). Cacao-fruit tree intercropping effects on cocoa yield, plant vigour and light interception in Côte d'Ivoire Agroforestry Systems 87(5)1043-1052
Crossref

 

Kone M, Konate S, Yeo K, Kouassi PK, Linsenmair KE (2012). Changes in ant communities along an age gradient of cocoa cultivation in the Oumé region, central Côte d'Ivoire. Entomological Science15 (3):324-339.
Crossref

 

Lin BB (2007). 'Agroforestry management as an adaptive strategy against potential microclimate extremes in coffee agriculture', Agricultural and Forest Meteorology 144(1–2):85–94.
Crossref

 

Medina V, Laliberte B (2017). A review of research on the effects of drought and temperature stress and increased CO2 on Theobroma cacao L., and the role of genetic diversity to address climate change. Costa Rica: Bioversity International.

 

Mian KA (2007). Contribution à l'Analyse agroclimatique de la zone de culture du cacaoyer en Côte d'Ivoire. Mémoire de fin d'étude, Centre régional AGRHYMET, 64 p.

 

N'guessan KJC, Traore MJ, Snoeck D, Kassin E, Koko L, Camara M, Yao-kouame A (2017) Mapping Cacao Fertiliser Requirements in Côte d'Ivoire. Imperial Journal of Interdisciplinary Research (IJIR) Vol-3, Issue-6, 2017 ISSN: 2454-1362, 

View

 

Petithuguenin P (1995). cacaoculture et évolution du milieu, une contribution à la réflexion sur la responsabilité de ces systèmes de culture. In : Actes de la fertilité du milieu et stratégies paysannes sous les tropiques humides, Montpellier, 13-17 novembre 1995, J. Pichot, N. Sibelet et J. J. Lacoeuilhe (eds.) pp. 304-349.

 

Ruf F (1991). Les crises cacaoyères. La malédiction des âges d'or? (Cocoa Crises: The Bust after the Boom?). Cahiers d'études africaines pp. 83-134.

 

Ruf F (1995). Booms et crises du cacao : les vertiges de l'or brun. Ed. Karthala 443 p.

 

Ruf F, Götz S, Kone D (2015). Climate change, cocoa migrations and deforestation in West Africa: What does the past tell us about the future? Sustainability Science 10(1):101-111.
Crossref

 

Servat E, Paturel JE, Kouame B, Boyer JF, Lubes H, Masson JM (1995). La sécheresse en Afrique de l'Ouest non sahélienne (Côte d'Ivoire, Togo, Benin). Sécheresse 6(1):95-102.

 

Servat E, Paturel JE, Kouame B, Travaglio M, Ouedraogo M, Lubes H, Fritsh M, Masson JM, Marieu B (1998). Identification, caractérisation et conséquences d'une variabilité hydrologique en Afrique de l'ouest et centrale. Proceedings of the Abidjan'98 Conference held at Abidjan, Côte d'lvoire, November 1998. IAHS Publ. (252):323-337.

 

Smith DE, Gnahoua GM, Ohouo L, Sinclair FL, Vaast P (2014). Farmers in Côte d'Ivoire value integrating tree diversity in cocoa for the provision of ecosystem services. Agroforestry Systems 88(6):1047-1066.
Crossref

 

Soro TD, Soro N, Marie-Solange Y, Lasm T, Soro G, Ernest K Biemi J (2011). La variabilité climatique et son impact sur les ressources en eau dans le degré carré de Grand-Lahou (Sud-Ouest de la Côte d'Ivoire). Physio-Géo 5:55-73.
Crossref

 

Taulya G (2013). 'Field crops research East African highland bananas (Musa spp. AAA-EA) 'worry' more about potassium deficiency than drought stress' 151:45–55.

 

Tondje PR, Roberts DP, Bon MC, Widmer T, Samuels GJ, Ismaiel A, Begoude AD, Tchana T, Nyemb-Tshomb E, Ndoumbe-Nkeng M, Bateman R (2007). 'Isolation and identification of mycoparasitic isolates of Trichoderma asperellum with potential for suppression of black pod disease of cacao in Cameroon', Biological Control 43(2):202-212.
Crossref

 

Tondoh JE, Kouamé FN, Martinez Guéi A, Sey B, Wowo Koné A, Gnessougou N (2015). Ecological changes induced by full-sun cocoa farming in Côte d'Ivoire Global Ecology and Conservation 3:575-595.

 

Tscharntke T, Leuschner C, Veldkamp E, Faust H, Guhardja E, Bidin A (2010). Tropical rainforests and agroforests under global change: ecological and socio-economic valuations. Environmental Science and Engineering book series. NY: Springer.
Crossref

 

Verchot LV, Van Noordwijk M, Kandji S, Tomich T, Ong C, Albrecht A, Mackensen J, Bantilan C, Anupama KV, Palm C (2007). 'Climate change: linking adaptation and mitigation through agroforestry', Mitigation and Adaptation Strategies for Global Change 12:901-918.
Crossref

 

Wu H, Hayes J, Wilhite DA, ET Svoboda MD (2005). The effect of the length of record on the standardized precipitation index calculation. International Journal of Climatology 25: 505-520.
Crossref

 




          */?>