Preprint
Review

Impacts of Climate Change on Crop Yield in Ethiopia, Review

Altmetrics

Downloads

764

Views

167

Comments

0

Submitted:

21 June 2023

Posted:

23 June 2023

You are already at the latest version

Alerts
Abstract
Climate change is a large and challenging collective action problem facing the world today. This seminar review impacts of climate change on r yield of major cereal crops. Literatures have indicated that climate change would likely have positive impact in the highland agro-ecology in the short run. However, in the long run climate change will have negative impact in all agro-ecology. Negative impacts will be high in low land agro-ecology. Failure to prepare for climate variability can seriously affect the livelihood of smallholder farmers. Ethiopia by enacting Climate-Resilient Green Economy strategy and National Adaptation Plan aims to minimize the impacts of CC. Despite the existing adaptation and mitigation strategies negative impacts of climate change on agriculture especially on cereal crop production is continued. Thus, both private and public investment on adaptation strategies should be expanded more. Studies regarding the impacts of climate change on labour productivity, labour market, its distributional (which section society mostly by climate change?) and why the existing adaptation strategies are not successful? are not well studied, as most literature are focused on impact of climate change on yield, its adaptation and mitigation strategies.
Keywords: 
Subject: Business, Economics and Management  -   Economics

1. Introduction

1.1. Background

Climate change is a large and challenging collective action problem facing the world today. It is occurring at an accelerated rate. The causes and consequences of climate change are very diverse, and its impacts are most acute in Developing countries, such as Ethiopia who contribute less [1]. According to an IPCC synthesis report on climate change, burning fossil fuels for more than a century, along with unequal and unsustainable energy and land use, has caused global warming of 1.1 above 1850-1900 in 2011- 2020 above pre -industrial levels [2]. Global surface temperature over the period 2011–2020 has increased by 1.59 over the land and 0.88 over oceans in comparison with the period 1850–1900 [3]. Extreme climatological events have become more frequent, demonstrating climate change's impact on water resources, agriculture, and food production [4,5]. Droughts, floods, storms and heat waves can result from the inability to rapidly reduce factors that contribute to global warming [6-8].
There are various mechanisms by which “global climate change” may affect the welfare of human beings. The most direct and indeed most considerable impact lies on the agricultural sector such as cereal crop production. In recent decades, lack of rain and frequent droughts have severely reduced agricultural production and exacerbated hunger [9,10]. As a result, poor households are increasingly exposed to severe shocks, which have long-term implications [11]. It results in wilting crops, livestock deaths, rivers drying up, and socioeconomic damages [12]. For instance current(2021 and 2022 year) climate induced drought in southern parts of the country, Borena pastoral and agro-pastoral communities, outbreaks of livestock and crop diseases and pests resulted in in livestock loss and crop failure [13].
Ethiopia agriculture is highly vulnerable to climate change, is a prominent example in Africa [14]. This is due to the country's dependence on climate-sensitive agricultural production [15]. Drought, warming, and flooding can prevent households from meeting their food needs and lead to food insecurity [16]. Droughts used to occur every 10 years, but due to current climate change, especially the decrease in rainfall, droughts now occur every two to five years [17]. Climate change affects agriculture through change in temperature, precipitation, and other climate variability changes (such as erratic rainfall, floods and droughts) (see Table 1) [18]. Climate change(Rise in temperature) can cause crop failure and income loss due to flooding and reduced market value in Ethiopia [19].
Cereal crops have been the dominant human diets for thousands of years [20]. They are a crucial source of energy, fiber, and a variety of micronutrients, minerals, carbohydrates, vitamins, proteins, and micronutrients essential for proper functioning of the body [21,22]. However, cereal crops crop production in Ethiopia, remain vulnerable to climate change despite their nutritional and economic importance [23]. Climate change, especially increased ambient temperatures, will reduce yields of important cereal crops [24]. The uncertainty in environmental condition will cause a reduction of 7% in the global crop yield [25]. Moreover, droughts are estimated to reduce global wheat (Triticum aestivum L.) and maize yields [26]. Changes in precipitation patterns could have negative impacts on crop production and yield [27]. Rise in temperature and precipitation also affect crop farm revenues in Ethiopia [19]. Due to the complex interaction of these variables, it's hard to predict regional climate change impact [28]. Even with country's role in climate negotiations, factors like El Nino worsen the local climate, leaving the population vulnerable to global changes [29,30].
Failure to prepare for more frequent or prolonged droughts, higher temperatures and climate variability can seriously affect the livelihood of smallholder farmers [31]. Literatures have emphasized the need to pursue adaptation alongside with mitigation strategies [32-36]. To cope with the expected pressure on cereal crop production as well as other agricultural products, policymakers have so far focused largely on addressing climate variability through adaptation and mitigation of greenhouse gas emissions, and carbon sequestration [37]. Ethiopia aims to combat climate change and collaborate with stakeholders to reduce risks and increase adaptive capacity and resilience [38]. Despite insignificant historic green-house gas emissions the country has taken actions against climate change by enacting Climate-Resilient Green Economy strategy [39]. Ethiopia's in its growth and transformation plan (GTP) recognizes climate change as a threat and opportunity, aiming to build a resilient green economy by 2030. The country also launch National Adaptation Plan (NAP) [40] to cope with the risks of climate change. The most common adaptation strategies include mixed farming, mixed cropping, varying planting dates, drought-resistant crops, conservation techniques, non-farm income, and irrigation [41]. However, mitigating climate change is challenging task as it is a global public good (It can lead to a free-rider problem). Each country faces private costs to reduce greenhouse gas emissions, while the benefit of mitigation efforts is shared by all countries, regardless of their contributions [42]. Countries must collaborate and negotiate to create a global path for reducing economic dependence on greenhouse gas emissions. Thus, as compared to mitigation, adaptation strategy is best strategy to reduce the impacts of climate change especially for developing counties like Ethiopia. The aim of this seminar is to review the impacts of climate change (mainly, Temperature, Rainfall, precipitation and occurrence weather event (drought, flood) on major yield of major cereal crop.

2. Methodology

We have identified the relevant literature to be included based on the research hypothesis formulated before. To search the relevant literatures, library data base such as, WorldCat, Scopus, AgEcon, ISI web of knowledge and Google Scholar in conjunction with RACER, were used. Only English-language articles containing combinations of multiple keywords were used to searches the literatures. We have included 117 papers out of 370 downloaded papers using the following inclusion criteria (Figure 1). The first broad inclusion criterion was whether a given study’s focus was on the impacts of climate change (especially economic impacts) on cereal crop yield. Then relevant studies was assessed by title, by abstract and finally by a full-text review.

3. Literature Review

3.1. Emission of Green-House Gases

The primary driver of climate change has been the steady increase in greenhouse gas emissions (GHGs) due to human activities [43]. The major greenhouse gases in the atmosphere are CO2 (76%), methane (16%), and to a limited extent, nitrous oxide (2%). GHG emissions are mostly caused by the use of fossil fuels (coal, oil, and natural gas) in automobiles and industries, which result in carbon emissions both during production and consumption [44,45]. The sources of these greenhouse gas emissions are more diffuse than any other environmental problem. Greenhouse gas emission resulting from human activities continues to increase. Emissions of GHG have increased rapidly over recent decades Figure 2. Global net anthropogenic GHG emissions include CO2 from fossil fuel combustion and industrial processes (CO2-FFI) (dark green); net CO2 from land use, land-use change and forestry (CO2- LULUCF) (green); CH4; N2O; and fluorinated gases (HFCs, PFCs, SF6, NF3) (light blue).
These emissions have led to increases in the atmospheric concentrations of several GHGs including the three major well-mixed GHGs (CO2, CH4 and N2O figure 2, annual values). The rising concentrations of theses greenhouse gases (GHGs) of anthropogenic origin in the atmosphere have increased, since the late 19th century [46]. The amount of CO2 in the atmosphere before the industrial revolution used to be around 280 ppm and recently it has increased to 410 ppm (as of 2019), whereas the amount of Methane and Nitrioues oxide (N2O) in the atmosphere has been increased from 980 ppb and 230 to 1866 ppb332ppb respectively (Figure 3).
Because of the increase in concentration of greenhouse gases in the atmosphere, the global surface temperature has risen by 0.95°C–1.20°C globally. The global surface temperature has increased by around 1.1°C since 1850–1900 Figure 4. The vertical bar on the right shows the estimated temperature (very likely range) during the warmest multi-century period in at least the last 100,000 years, which occurred around 6500 years ago during the current interglacial period.

3.2. Trend of climate change in Ethiopia

3.2.1. Trend of Mean daily temperature in Ethiopia

Mean daily temperatures in Ethiopia have showed an upward trend between 22°C and 24°C on a yearly moving average. Changes in temperature have been from 0.7 to 1.516 from 1901 to 2021 Ec (Figure 5).

3.2.2. Trend of rainfall in Ethiopia

Rainfall data shows variability, consistent with other studies [47-49]. The average monthly rainfall of Ethiopia was mostly below 1200mm. Understanding seasonal rainfall performance is therefore crucial for agriculture, water, energy, as well as other socioeconomic activities. During 1980 to 2016, the seasonal rainfall over Ethiopia was erratic both spatially and temporally (Figure 6).

3.2.3. Trend of Extreme weather in Ethiopia

Drought and flood are extreme climate events that affect various socioeconomic activities [50]. Extreme weather events in Ethiopia include Drought, flood, thunderstorm, and strong winds, all of which have become increasingly frequent in recent decades. Ethiopia suffers more economic losses due to extreme droughts and floods [51]. The country has encountered more frequent and prolonged extreme weather event (drought and flood) thought history (Figure 7).Thus understanding their intensity and frequency is crucial.
Due to the variability, intensity, and frequency of precipitation extremes during the main rainy season, droughts and floods often occurred, primarily affecting agriculture and water resources [52]. Over Ethiopia, rainfall variability shows droughts and floods from the 1980s onward, and since 1990 (Table 1), the country has experienced major floods that killed about 2,000 people and affected around 2.2 million people [53,54]. The north and northwest regions of Ethiopia experienced frequent and more severe drought conditions centered at the year 1983/1984 [55,56], for the southern and southwestern regions, drought conditions have become more frequent and intense since 1997 [56].

3.2.4. Major contributor/driver of climate change in Ethiopia

As of 2014, African agricultural activities emitted 0.87 Gt CO2e, tenth of the sector's global GHG emissions, compared with 0.44 Gt in 1994 and 0.54 Gt in 2010. Among the major contributors to the total emissions, East and Southern Africa accounted for a third and 27% of the total emissions, respectively. Ethiopia was produced the largest amount of agricultural GHG emissions in Africa, next to Sudan [59]. The country’s GHG emissions are on the rise with the waste leading the way (Figure 8).

3.3. Impacts of Climate Change on cereal crop yield in Ethiopia

The impacts of climate change and its variability on agriculture have attracted the attention of policy makers, scholars, and economist around the world. As a result large numbers of literatures have examined the correlation between climate change variable such as Temperature, Rainfall, precipitation and crop yield or profit using different methodologies. There are three approaches/models that are commonly used in the literature for investigating the impacts of climate change on crop yield [60].These are (1) Agronomic(crop model) [61] (2) Ricardian [19,62,63] and (3) Panel data analyses approaches [64,65]. Agronomic -crop simulation model are the most extensively used approach to evaluate the impacts of climate change on crop yield in the world. These models are based on biophysical representations of crop production simulating the relevant soil-plant-atmospheric components that determine plant growth and yield. Most of literature’s in Ethiopia also examined the relationship between climate change and cereal crop yield using agronomic -crop simulation model [66,67]. However, this approach does not take into account economic considerations and human capital limitations both of which affect actual farm decisions [61]. On the other hand, Ricardian models are based on the idea that the long-term productivity of land is reflected in its asset value or farm net revenue, it implicitly incorporates adaptive behavior in its analysis (which include economic considerations) As a result, this approach has been effectively applied in various literature’s the world [68-79] and Ethiopia [19,62,63]. However, climate change impact studies that are conducted in ethiopia are missd econmic informations like the impacts of climate change on welfare of diifrent section of the socity, labour productivity and labor market.
Climate change impacts cereal crop production by altering temperature, precipitation, rainfall, and extreme weather patterns [80,81]. There are contradictory findings on the impacts of climate change on cereal crop production. Climate change may have both negative and positive impacts depending on the agro-ecology and time period. Some studies show the negative impact of rise in temperature on crop yield in the long run [19,82-85], especially lower latitudes are expected to suffer adverse effects from higher temperatures, especially in areas where temperatures are near or at optimal levels for crop growth in the first place [86]. Rise in temperature, precipitation pattern alterations, extreme weather events, humidity shifts, and sunlight duration changes all result in lower overall crop productivity [87]. Extreme weather event like frequent drought and flood may disrupt cereal production, causing price hikes. High temperature lowers crop productivity [88] and may also result heat waves create favorable conditions for crop disease pathogens to thrive [89]. Rise in temperature reduces crop yields, worsens post-harvest losses, depletes soil moisture, and lowers farm labor efficiency in sub-Saharan Africa including Ethiopia [90,91]. Higher temperature can also lead to pest and weed problems while reducing crop protein and micronutrient content [92]. More importantly, rise in temperature (warming) and CO2 can harm herbicide success [93-95]. However, temperatures above the optimal(certain threshold, biophysical temperature limit) level may hinder photosynthesis and promote respiration, leading to slower grain filling [96]. Literature have putted this limit or turning point as 1.1 and standard deviation of 0.6 [97]. While other studies show that rise in temperature have positive impact on crop production [27], using FGLS and autocorrelation found that, high temperatures and humidity increased wheat production in high-land areas of the country. Similarly, Yang, Wang, Ahmed, Adugna, Eggen, Atsbeha, You, Koo and Anagnostou [84] find that higher temperatures would have a positive impact on cereal crop yield in highland parts of the country thus benefiting the areas (Table 2). It is also worth mentioning that rise in temperature (global warming), may increase cereal crop yield by boosting CO2 fixation, resulting in positive effects such as better water use efficiency and higher photosynthesis rates [98-100]. Scholars on climate change and agriculture state that the projected 57% increase in CO2 concentrations by 2050 should boost crop productivity, if climate change does not worsen [101] Meanwhile, there has been debate about overestimating the productivity gains due to CO2. [102] Argues the rise in global temperatures occurs with a long lag (after greenhouse gas concentrations have increased), whereas fertilization occur almost instantly. As a result of the increase in CO2 levels, [102] asserts that fertilization effects in crop yields should have already been observed.
Despite climate change concerns, and ongoing negotiations, GHG emissions have increased more in the past decade than they did in the prior three decades [103]. Note that 80% of total emissions come from fossil fuels [104].

4. Conclusion

The impacts of climate change may be either positive or negative depending on the agro-ecological zones and time period. Even if climate change has benefit in the short run, it doesn’t mean that greenhouse gas emission should be subsidized. Even though, total impacts of climate change are positive in the short run, incremental impacts are negative. Despite the existing adaptation and mitigation strategies the impacts of climate change on agriculture especially on cereal crop production is continued. This has the following policy implications –first climate change a Global public good-which has free-rider problem, makes mitigating strategy difficult especially for low-income countries. Thus, adaptation strategy (has both private cost and private benefit) is the feasible strategy to reduce the impacts of climate change on cereal crop yield. The economic impacts of climate change in Ethiopia are rarely studied, leaving there a lack of comprehensive information for a coordinated response. Studies regarding the distributional impacts of climate change on different section of the society (women, youth, small and micro-enterprise), labour productivity, labour market and change in total factor productivity are not well studied ,as most literature are focused on impact of climate change on yield, its adaptation and mitigation strategies.

References

  1. McGill, T. In the Hot Seat: Climate Change and Agriculture in Ethiopia and Malawi. Global Majority E-Journal, 2022, 112.
  2. 2. IPCC. SYNTHESIS REPORT OF THE IPCC SIXTH ASSESSMENT REPORT (AR6) Summary for Policymakers, 2023; pp. 1–36.
  3. Pörtner, H.-O.; Roberts, D.C.; Adams, H.; Adler, C.; Aldunce, P.; Ali, E.; Begum, R.A.; Betts, R.; Kerr, R.B.; Biesbroek, R. Climate change 2022: Impacts, adaptation and vulnerability; IPCC Geneva, Switzerland:: 2022.
  4. Piao, S.; Ciais, P.; Huang, Y.; Shen, Z.; Peng, S.; Li, J.; Zhou, L.; Liu, H.; Ma, Y.; Ding, Y. The impacts of climate change on water resources and agriculture in China. Nature 2010, 467, 43–51. [Google Scholar] [CrossRef]
  5. Mall, R.K.; Gupta, A.; Sonkar, G. Effect of climate change on agricultural crops. In Current developments in biotechnology and bioengineering; Elsevier: 2017; pp. 23-46.
  6. Diez, J.M.; D'Antonio, C.M.; Dukes, J.S.; Grosholz, E.D.; Olden, J.D.; Sorte, C.J.; Blumenthal, D.M.; Bradley, B.A.; Early, R.; Ibáñez, I. Will extreme climatic events facilitate biological invasions? Frontiers in Ecology and the Environment 2012, 10, 249–257. [Google Scholar] [CrossRef]
  7. Van Aalst, M.K. The impacts of climate change on the risk of natural disasters. Disasters 2006, 30, 5–18. [Google Scholar] [CrossRef] [PubMed]
  8. Bale, J.S.; Masters, G.J.; Hodkinson, I.D.; Awmack, C.; Bezemer, T.M.; Brown, V.K.; Butterfield, J.; Buse, A.; Coulson, J.C.; Farrar, J. Herbivory in global climate change research: direct effects of rising temperature on insect herbivores. Global change biology 2002, 8, 1–16. [Google Scholar] [CrossRef]
  9. Viste, E.; Korecha, D.; Sorteberg, A. Recent drought and precipitation tendencies in Ethiopia. Theoretical and Applied Climatology 2013, 112, 535–551. [Google Scholar] [CrossRef]
  10. Haile, G.G.; Tang, Q.; Sun, S.; Huang, Z.; Zhang, X.; Liu, X. Droughts in East Africa: Causes, impacts and resilience. Earth-science reviews 2019, 193, 146–161. [Google Scholar] [CrossRef]
  11. Melketo, T.; Schmidt, M.; Bonatti, M.; Sieber, S.; Müller, K.; Lana, M. Determinants of pastoral household resilience to food insecurity in Afar region, northeast Ethiopia. Journal of Arid Environments 2021, 188, 104454. [Google Scholar] [CrossRef]
  12. Tessema, I.; Simane, B. Vulnerability analysis of smallholder farmers to climate variability and change: an agro-ecological system-based approach in the Fincha’a sub-basin of the upper Blue Nile Basin of Ethiopia. Ecological Processes 2019, 8, 1–18. [Google Scholar] [CrossRef]
  13. Tofu, D.A.; Fana, C.; Dilbato, T.; Dirbaba, N.B.; Tesso, G. Pastoralists’ and agro-pastoralists’ livelihood resilience to climate change-induced risks in the Borana zone, south Ethiopia: Using resilience index measurement approach. Pastoralism 2023, 13, 4. [Google Scholar] [CrossRef]
  14. Conway, D.; Schipper, E.L.F. Adaptation to climate change in Africa: Challenges and opportunities identified from Ethiopia. Global environmental change 2011, 21, 227–237. [Google Scholar] [CrossRef]
  15. Gemeda, D.O.; Sima, A.D. The impacts of climate change on African continent and the way forward. Journal of Ecology and the Natural environment 2015, 7, 256–262. [Google Scholar]
  16. Palmer, P.I.; Wainwright, C.M.; Dong, B.; Maidment, R.I.; Wheeler, K.G.; Gedney, N.; Hickman, J.E.; Madani, N.; Folwell, S.S.; Abdo, G. Drivers and impacts of Eastern African rainfall variability. Nature Reviews Earth & Environment, 2023, 1-17 .
  17. Tofu, D.A.; Wolka, K. Climate change induced progressive shift of livelihood from cereal towards Khat (Chata edulis) production in eastern Ethiopia. Heliyon 2023, e12790. [Google Scholar] [CrossRef] [PubMed]
  18. Alemu, T.; Mengistu, A. Impacts of climate change on food security in Ethiopia: adaptation and mitigation options: a review. Climate Change-Resilient Agriculture and Agroforestry: Ecosystem Services and Sustainability, 2019, 397-412.
  19. Deressa, T.T.; Hassan, R.M. Economic impact of climate change on crop production in Ethiopia: Evidence from cross-section measures. Journal of African economies 2009, 18, 529–554. [Google Scholar] [CrossRef]
  20. Awika, J.M. Major Cereal Grains Production and Use around the World. Joseph M. Awika, V.P., Scott Bean, Ed.; American Chemical Society: Washington, DC, 2011. [Google Scholar]
  21. McKevith, B. Nutritional aspects of cereals. Nutrition Bulletin 2004, 29, 111–142. [Google Scholar] [CrossRef]
  22. Amine, E.; Baba, N.; Belhadj, M.; Deurenberg-Yap, M.; Djazayery, A.; Forrestre, T.; Galuska, D.; Herman, S.; James, W.; Kabangu, J.M.B. Diet, nutrition and the prevention of chronic diseases. World Health Organization technical report series 2003. [Google Scholar]
  23. Kumar, P.; Sahu, N.C.; Kumar, S.; Ansari, M.A. Impact of climate change on cereal production: evidence from lower-middle-income countries. Environmental Science and Pollution Research 2021, 28, 51597–51611. [Google Scholar] [CrossRef] [PubMed]
  24. Wang, J.; Vanga, S.K.; Saxena, R.; Orsat, V.; Raghavan, V. Effect of climate change on the yield of cereal crops: a review. Climate 2018, 6, 41. [Google Scholar] [CrossRef]
  25. Poudel, M.R.; Ghimire, S.; Dhakal, K.H.; Thapa, D.B.; Poudel, H.K. Evaluation of wheat genotypes under irrigated, heat stress and drought conditions. Journal of Biology and Today's World 2020, 9, 1–12. [Google Scholar]
  26. Leng, G.; Hall, J. Crop yield sensitivity of global major agricultural countries to droughts and the projected changes in the future. Science of the Total Environment 2019, 654, 811–821. [Google Scholar] [CrossRef]
  27. Kassaye, A.Y.; Shao, G.; Wang, X.; Shifaw, E.; Wu, S. Impact of climate change on the staple food crops yield in Ethiopia: implications for food security. Theoretical and Applied Climatology 2021, 145, 327–343. [Google Scholar] [CrossRef]
  28. Pearson, R.G.; Dawson, T.P. Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful? Global ecology and biogeography 2003, 12, 361–371. [Google Scholar] [CrossRef]
  29. Seaward, C. El Niño in Ethiopia: Programme observations on the impact of the Ethiopia drought and recommendations for action; Oxfam International: 2016.
  30. Gizaw, M.S.; Gan, T.Y. Impact of climate change and El Niño episodes on droughts in sub-Saharan Africa. Climate Dynamics 2017, 49, 665–682. [Google Scholar] [CrossRef]
  31. Ahmad, M.M.; Yaseen, M.; Saqib, S.E. Climate change impacts of drought on the livelihood of dryland smallholders: Implications of adaptation challenges. International Journal of Disaster Risk Reduction 2022, 80, 103210. [Google Scholar] [CrossRef]
  32. O’Brien, K. Global environmental change II: From adaptation to deliberate transformation. Progress in human geography 2012, 36, 667–676. [Google Scholar] [CrossRef]
  33. Rojas-Downing, M.M.; Nejadhashemi, A.P.; Harrigan, T.; Woznicki, S.A. Climate change and livestock: Impacts, adaptation, and mitigation. Climate risk management 2017, 16, 145–163. [Google Scholar] [CrossRef]
  34. Kane, S.; Shogren, J.F. Linking adaptation and mitigation in climate change policy; Springer: 2000.
  35. Verchot, L.V.; Van Noordwijk, M.; Kandji, S.; Tomich, T.; Ong, C.; Albrecht, A.; Mackensen, J.; Bantilan, C.; Anupama, K.; Palm, C. Climate change: linking adaptation and mitigation through agroforestry. Mitigation and adaptation strategies for global change 2007, 12, 901–918. [Google Scholar] [CrossRef]
  36. Sharifi, A. Co-benefits and synergies between urban climate change mitigation and adaptation measures: A literature review. Science of the total environment 2021, 750, 141642. [Google Scholar] [CrossRef]
  37. Osaka, S.; Bellamy, R.; Castree, N. Framing “nature-based” solutions to climate change. Wiley Interdisciplinary Reviews: Climate Change 2021, 12, e729. [Google Scholar] [CrossRef]
  38. Jones, L.; Jaspars, S.; Pavanello, S.; Ludi, E.; Slater, R.; Grist, N.; Mtisi, S. Responding to a changing climate: Exploring how disaster risk reduction, social protection and livelihoods approaches promote features of adaptive capacity. 2010.
  39. STRATEGY, C.R.G.E. Federal Democratic Republic of Ethiopia. Addis Ababa, Ethiopia, 2011.
  40. FDRE. Ethiopia’s climate resilient green economy: National adaptation plan. Addis Ababa, Ethiopia: Federal Democratic Republic of Ethiopia, 2019.
  41. Marie, M.; Yirga, F.; Haile, M.; Tquabo, F. Farmers' choices and factors affecting adoption of climate change adaptation strategies: evidence from northwestern Ethiopia. Heliyon 2020, 6, e03867. [Google Scholar] [CrossRef]
  42. Reviva Hasson, Å.L.a.M.V. Climate Change in a Public Goods Game: Investment Decision in Mitigation versus Adaptation. Environment for Development Initiative is collaborating with JSTOR to digitize, preserve and extend access to this content. 2009.
  43. Rosa, E.A.; Dietz, T. Human drivers of national greenhouse-gas emissions. Nature Climate Change 2012, 2, 581–586. [Google Scholar] [CrossRef]
  44. Shivanna, K. Climate change and its impact on biodiversity and human welfare. Proceedings of the Indian National Science Academy 2022, 88, 160–171. [Google Scholar] [CrossRef]
  45. Bretschger, L.; Karydas, C. Economics of climate change: introducing the Basic Climate Economic (BCE) model. Environment and development economics 2019, 24, 560–582. [Google Scholar] [CrossRef]
  46. Sharma, S.; Bhattacharya, S.; Garg, A. Greenhouse gas emissions from India: A perspective. Current science 2006, 326–333. [Google Scholar]
  47. Kiros, G.; Shetty, A.; Nandagiri, L. Analysis of variability and trends in rainfall over northern Ethiopia. Arabian Journal of Geosciences 2016, 9, 1–12. [Google Scholar] [CrossRef]
  48. Malede, D.A.; Agumassie, T.A.; Kosgei, J.R.; Linh, N.T.T.; Andualem, T.G. Analysis of rainfall and streamflow trend and variability over Birr River watershed, Abbay basin, Ethiopia. Environmental Challenges 2022, 7, 100528. [Google Scholar] [CrossRef]
  49. Degefu, M.A.; Bewket, W. Variability and trends in rainfall amount and extreme event indices in the Omo-Ghibe River Basin, Ethiopia. Regional environmental change 2014, 14, 799–810. [Google Scholar] [CrossRef]
  50. Ebi, K.L.; Bowen, K. Extreme events as sources of health vulnerability: Drought as an example. Weather and climate extremes 2016, 11, 95–102. [Google Scholar] [CrossRef]
  51. Teshome, A.; Zhang, J. Increase of extreme drought over Ethiopia under climate warming. Advances in Meteorology 2019, 2019, 1–18. [Google Scholar] [CrossRef]
  52. Dubey, S.K.; Ranjan, R.K.; Misra, A.K.; Wanjari, N.; Vishwakarma, S. Variability of precipitation extremes and drought intensity over the Sikkim State, India, during 1950–2018. Theoretical and Applied Climatology 2022, 1–14. [Google Scholar] [CrossRef]
  53. You, G.J.-Y.; Ringler, C. Hydro-economic modeling of climate change impacts in Ethiopia; Citeseer: 2010; Volume 960.
  54. Margulis, S.; Hughes, G.; Schneider, R.; Pandey, K.; Narain, U.; Kemeny, T. Economics of adaptation to climate change: Synthesis report. 2010.
  55. Tareke, K.A.; Awoke, A.G. Hydrological drought analysis using streamflow drought index (SDI) in Ethiopia. Advances in Meteorology 2022, 2022. [Google Scholar] [CrossRef]
  56. Zeleke, T.T.; Giorgi, F.; Diro, G.; Zaitchik, B. Trend and periodicity of drought over Ethiopia. International journal of climatology 2017, 37, 4733–4748. [Google Scholar] [CrossRef]
  57. Teshager Abeje, M.; Tsunekawa, A.; Adgo, E.; Haregeweyn, N.; Nigussie, Z.; Ayalew, Z.; Elias, A.; Molla, D.; Berihun, D. Exploring drivers of livelihood diversification and its effect on adoption of sustainable land management practices in the Upper Blue Nile Basin, Ethiopia. Sustainability 2019, 11, 2991. [Google Scholar] [CrossRef]
  58. Mera, G.A. Drought and its impacts in Ethiopia. Weather and climate extremes 2018, 22, 24–35. [Google Scholar] [CrossRef]
  59. Tongwane, M.I.; Moeletsi, M.E. A review of greenhouse gas emissions from the agriculture sector in Africa. Agricultural Systems 2018, 166, 124–134. [Google Scholar] [CrossRef]
  60. Blanc, E.; Reilly, J. Approaches to assessing climate change impacts on agriculture: an overview of the debate. Review of Environmental Economics and Policy 2017. [Google Scholar] [CrossRef]
  61. Antle, J.M.; Stöckle, C.O. Climate impacts on agriculture: insights from agronomic-economic analysis. Review of Environmental Economics and Policy 2017. [Google Scholar] [CrossRef]
  62. Di Falco, S.; Veronesi, M.; Yesuf, M. Does adaptation to climate change provide food security? A micro-perspective from Ethiopia. American Journal of Agricultural Economics 2011, 93, 829–846. [Google Scholar] [CrossRef]
  63. Di Falco, S.; Yesuf, M.; Kohlin, G.; Ringler, C. Estimating the impact of climate change on agriculture in low-income countries: Household level evidence from the Nile Basin, Ethiopia. Environmental and Resource Economics 2012, 52, 457–478. [Google Scholar] [CrossRef]
  64. Blanc, E.; Schlenker, W. The use of panel models in assessments of climate impacts on agriculture. Review of Environmental Economics and Policy 2017. [Google Scholar] [CrossRef]
  65. Ginbo, T. Heterogeneous impacts of climate change on crop yields across altitudes in Ethiopia. Climatic Change 2022, 170, 12. [Google Scholar] [CrossRef]
  66. Kelbore, Z.G. An analysis of the impacts of climate change on crop yield and yield variability in Ethiopia. 2012.
  67. Kassie, B.T.; Asseng, S.; Rotter, R.P.; Hengsdijk, H.; Ruane, A.C.; Van Ittersum, M.K. Exploring climate change impacts and adaptation options for maize production in the Central Rift Valley of Ethiopia using different climate change scenarios and crop models. Climatic change 2015, 129, 145–158. [Google Scholar] [CrossRef]
  68. Gbetibouo, G.A.; Hassan, R.M. Measuring the economic impact of climate change on major South African field crops: a Ricardian approach. Global and Planetary change 2005, 47, 143–152. [Google Scholar] [CrossRef]
  69. Kabubo-Mariara, J.; Karanja, F.K. The economic impact of climate change on Kenyan crop agriculture: A Ricardian approach. Global and planetary change 2007, 57, 319–330. [Google Scholar] [CrossRef]
  70. Eid, H.M.; El-Marsafawy, S.M.; Ouda, S.A. Assessing the economic impacts of climate change on agriculture in Egypt: a Ricardian approach. World Bank Policy Research Working Paper 2007. [Google Scholar]
  71. Mano, R.; Nhemachena, C. Assessment of the economic impacts of climate change on agriculture in Zimbabwe: A Ricardian approach. World Bank Policy Research Working Paper 2007. [Google Scholar]
  72. Huong, N.T.L.; Bo, Y.S.; Fahad, S. Economic impact of climate change on agriculture using Ricardian approach: A case of northwest Vietnam. Journal of the Saudi Society of Agricultural Sciences 2019, 18, 449–457. [Google Scholar] [CrossRef]
  73. Ouedraogo, M.; Some, L.; Dembele, Y. Economic impact assessment of climate change on agriculture in Burkina Faso: A Ricardian Approach. Centre for Environmental Economics and Policy in Africa (CEEPA), University of Pretoria, 2006.
  74. Tun Oo, A.; Van Huylenbroeck, G.; Speelman, S. Measuring the economic impact of climate change on crop production in the dry zone of Myanmar: A Ricardian Approach. Climate 2020, 8, 9. [Google Scholar] [CrossRef]
  75. Khan, A.U.; Shah, A.H.; Iftikhar-ul-Husnain, M. Impact Of Climate Change On The Net Revenue Of Major Crop Growing Farmers In Pakistan: A Ricardian Approach. Climate change economics 2021, 12, 2150006. [Google Scholar] [CrossRef]
  76. Nguyen, C.T.; Scrimgeour, F. Measuring the impact of climate change on agriculture in Vietnam: A panel Ricardian analysis. Agricultural Economics 2022, 53, 37–51. [Google Scholar] [CrossRef]
  77. Kimmerer, C. The Impact of Climate Change on Canadian Agriculture: A Parcel Level Ricardian Analysis. University of Guelph, 2022.
  78. Xiang, T.; Malik, T.H.; Hou, J.W.; Ma, J. The Impact of Climate Change on Agricultural Total Factor Productivity: A Cross-Country Panel Data Analysis, 1961–2013. Agriculture 2022, 12, 2123. [Google Scholar] [CrossRef]
  79. Mendelsohn, R.O.; Massetti, E. The use of cross-sectional analysis to measure climate impacts on agriculture: theory and evidence. Review of Environmental Economics and Policy 2017. [Google Scholar] [CrossRef]
  80. Evangelista, P.; Young, N.; Burnett, J. How will climate change spatially affect agriculture production in Ethiopia? Case studies of important cereal crops. Climatic change 2013, 119, 855–873. [Google Scholar] [CrossRef]
  81. Tripathi, R.; Dixit, G.; Dwivedi, S.; Adhikari, B.; Chakrabarty, D.; Trivedi, P.; Pandey, V.; Tewari, S.; Mishra, A.; Nautiyal, C. Climate change affects cereal crop production and mitigation strategies. SATSA Mukhaptra Annual Technical Issue 2012, 16, 30–40. [Google Scholar]
  82. Ketema, A.M.; Negeso, K.D. Effect of climate change on agricultural output in Ethiopia. Jurnal Perspektif Pembiayaan Dan Pembangunan Daerah 2020, 8, 195–208. [Google Scholar] [CrossRef]
  83. Alemayehu, A.; Bewket, W. Local climate variability and crop production in the central highlands of Ethiopia. Environmental Development 2016, 19, 36–48. [Google Scholar] [CrossRef]
  84. Yang, M.; Wang, G.; Ahmed, K.F.; Adugna, B.; Eggen, M.; Atsbeha, E.; You, L.; Koo, J.; Anagnostou, E. The role of climate in the trend and variability of Ethiopia's cereal crop yields. Science of The Total Environment 2020, 723, 137893. [Google Scholar] [CrossRef]
  85. Tembo, F.M. The impact of climate change on teff production in southeast Tigray, Ethiopia. Journal of Agricultural Economics and Rural Development 2018, 4, 389–396. [Google Scholar]
  86. Asfaw, A.; Simane, B.; Hassen, A.; Bantider, A. Variability and time series trend analysis of rainfall and temperature in northcentral Ethiopia: A case study in Woleka sub-basin. Weather and climate extremes 2018, 19, 29–41. [Google Scholar] [CrossRef]
  87. Ali, S.; Liu, Y.; Ishaq, M.; Shah, T.; Ilyas, A.; Din, I.U. Climate change and its impact on the yield of major food crops: Evidence from Pakistan. Foods 2017, 6, 39. [Google Scholar] [CrossRef]
  88. Rosenzweig, C.; Iglesius, A.; Yang, X.-B.; Epstein, P.R.; Chivian, E. Climate change and extreme weather events-Implications for food production, plant diseases, and pests. 2001.
  89. Velásquez, A.C.; Castroverde, C.D.M.; He, S.Y. Plant–pathogen warfare under changing climate conditions. Current biology 2018, 28, R619–R634. [Google Scholar] [CrossRef]
  90. St. Clair, S.B.; Lynch, J.P. The opening of Pandora’s Box: climate change impacts on soil fertility and crop nutrition in developing countries. Plant and Soil 2010, 335, 101–115. [Google Scholar] [CrossRef]
  91. Reynolds, T.W.; Waddington, S.R.; Anderson, C.L.; Chew, A.; True, Z.; Cullen, A. Environmental impacts and constraints associated with the production of major food crops in Sub-Saharan Africa and South Asia. Food Security 2015, 7, 795–822. [Google Scholar] [CrossRef]
  92. Mcgrath, J.M.; Lobell, D.B. Reduction of transpiration and altered nutrient allocation contribute to nutrient decline of crops grown in elevated CO2 concentrations. Plant, Cell & Environment 2013, 36, 697–705. [Google Scholar]
  93. Ziska, L.H. The role of climate change and increasing atmospheric carbon dioxide on weed management: herbicide efficacy. Agriculture, Ecosystems & Environment 2016, 231, 304–309. [Google Scholar]
  94. Dukes, J.S.; Pontius, J.; Orwig, D.; Garnas, J.R.; Rodgers, V.L.; Brazee, N.; Cooke, B.; Theoharides, K.A.; Stange, E.E.; Harrington, R. Responses of insect pests, pathogens, and invasive plant species to climate change in the forests of northeastern North America: what can we predict? Canadian journal of forest research 2009, 39, 231–248. [Google Scholar] [CrossRef]
  95. Singer, A.; Travis, J.M.; Johst, K. Interspecific interactions affect species and community responses to climate shifts. Oikos 2013, 122, 358–366. [Google Scholar] [CrossRef]
  96. Posch, B.C.; Kariyawasam, B.C.; Bramley, H.; Coast, O.; Richards, R.A.; Reynolds, M.P.; Trethowan, R.; Atkin, O.K. Exploring high temperature responses of photosynthesis and respiration to improve heat tolerance in wheat. Journal of experimental botany 2019, 70, 5051–5069. [Google Scholar] [CrossRef]
  97. Tol, R.S. The economic impacts of climate change. Review of Environmental Economics and Policy 2018. [Google Scholar] [CrossRef]
  98. Brouder, S.M.; Volenec, J.J. Impact of climate change on crop nutrient and water use efficiencies. Physiologia Plantarum 2008, 133, 705–724. [Google Scholar] [CrossRef]
  99. Kimball, B.; Idso, S. Increasing atmospheric CO2: effects on crop yield, water use and climate. Agricultural water management 1983, 7, 55–72. [Google Scholar] [CrossRef]
  100. Hatfield, J.L.; Dold, C. Water-use efficiency: advances and challenges in a changing climate. Frontiers in plant science 2019, 10, 103. [Google Scholar] [CrossRef] [PubMed]
  101. Araya, A.; Prasad, P.; Gowda, P.; Djanaguiraman, M.; Kassa, A. Potential impacts of climate change factors and agronomic adaptation strategies on wheat yields in central highlands of Ethiopia. Climatic Change 2020, 159, 461–479. [Google Scholar] [CrossRef]
  102. Allen, M.R.; Friedlingstein, P.; Girardin, C.A.; Jenkins, S.; Malhi, Y.; Mitchell-Larson, E.; Peters, G.P.; Rajamani, L. Net zero: science, origins, and implications. Annual Review of Environment and Resources 2022, 47, 849–887. [Google Scholar] [CrossRef]
  103. Carraro, C. Climate change: scenarios, impacts, policy, and development opportunities. Agricultural Economics 2016, 47, 149–157. [Google Scholar] [CrossRef]
  104. Andres, R.J.; Gregg, J.S.; Losey, L.; Marland, G.; Boden, T.A. Monthly, global emissions of carbon dioxide from fossil fuel consumption. Tellus B: Chemical and Physical Meteorology 2011, 63, 309–327. [Google Scholar] [CrossRef]
  105. Wakjira, M.T.; Peleg, N.; Anghileri, D.; Molnar, D.; Alamirew, T.; Six, J.; Molnar, P. Rainfall seasonality and timing: implications for cereal crop production in Ethiopia. Agricultural and Forest Meteorology 2021, 310, 108633. [Google Scholar] [CrossRef]
  106. Aberra, K. The impact of climate variability on crop production in Ethiopia: which crop is more vulnerable to rainfall variability. In Proceedings of the ninth Conference of EEA; 2011. [Google Scholar]
  107. Asfew, M.; Bedemo, A. Impact of climate change on cereal crops production in Ethiopia. Advances in Agriculture 2022, 2022. [Google Scholar] [CrossRef]
  108. Deressa, T.T. Measuring the economic impact of climate change on Ethiopian agriculture: Ricardian approach. World Bank Policy Research Working Paper 2007. [Google Scholar]
  109. Shumetie, A.; Alemayehu Yismaw, M. Effect of climate variability on crop income and indigenous adaptation strategies of households. International Journal of Climate Change Strategies and Management 2018, 10, 580–595. [Google Scholar] [CrossRef]
  110. Tembo, F. The impact of climate change on teff production in southeast Tigray, Ethiopia. Journal of Agricultural Economics and Rural Development 2018, 4, 389–396. [Google Scholar]
  111. Demissie, B.; Teklemariam, D.; Haile, M.; Meaza, H.; Nyssen, J.; Billi, P.; Abera, W.; Gebrehiwot, M.; Haug, R.; Van Eetvelde, V. Flood hazard in a semi-closed basin in northern Ethiopia: Impact and resilience. Geo: Geography and Environment 2021, 8, e00100. [Google Scholar] [CrossRef]
  112. Toulotte, J.M.; Pantazopoulou, C.K.; Sanclemente, M.A.; Voesenek, L.A.; Sasidharan, R. Water stress resilient cereal crops: Lessons from wild relatives. Journal of Integrative Plant Biology 2022, 64, 412–430. [Google Scholar] [CrossRef] [PubMed]
  113. Eze, E.; Girma, A.; Zenebe, A.; Okolo, C.C.; Kourouma, J.M.; Negash, E. Predictors of drought-induced crop yield/losses in two agroecologies of southern Tigray, Northern Ethiopia. Scientific Reports 2022, 12, 1–14. [Google Scholar] [CrossRef] [PubMed]
  114. Gebrehiwot, T.; van der Veen, A. Farmers’ drought experience, risk perceptions, and behavioural intentions for adaptation: Evidence from Ethiopia. Climate and Development 2021, 13, 493–502. [Google Scholar] [CrossRef]
  115. Ayalew, D.; Tesfaye, K.; Mamo, G.; Yitaferu, B.; Bayu, W. Variability of rainfall and its current trend in Amhara region, Ethiopia. African Journal of Agricultural Research 2012, 7, 1475–1486. [Google Scholar]
  116. Etana, D.; Snelder, D.J.; van Wesenbeeck, C.F.; de Cock Buning, T. Trends of climate change and variability in three agro-ecological settings in central Ethiopia: contrasts of meteorological data and farmers’ perceptions. Climate 2020, 8, 121. [Google Scholar] [CrossRef]
  117. Belachew, K.Y.; Maina, N.H.; Dersseh, W.M.; Zeleke, B.; Stoddard, F.L. Yield Gaps of Major Cereal and Grain Legume Crops in Ethiopia: A Review. Agronomy 2022, 12, 2528. [Google Scholar] [CrossRef]
  118. Ahmed, A.; Mohamed, N.S.; Siddig, E.E.; Algaily, T.; Sulaiman, S.; Ali, Y. The Journal of Climate Change and Health. 2021.
Figure 1. Systematic review process flow chart with study counts and exclusion reasons.
Figure 1. Systematic review process flow chart with study counts and exclusion reasons.
Preprints 77241 g001
Figure 2. Emission greenhouse gas. Source [2].
Figure 2. Emission greenhouse gas. Source [2].
Preprints 77241 g002
Figure 3. Concentrations greenhouse gas Source [2].
Figure 3. Concentrations greenhouse gas Source [2].
Preprints 77241 g003
Figure 4. Global surface Temperature Source [2].
Figure 4. Global surface Temperature Source [2].
Preprints 77241 g004
Figure 5. Observed Average Mean annual temperature of Ethiopia for 1901-2021 and temperature change of 1993-2021 Source (FAO, 2023).
Figure 5. Observed Average Mean annual temperature of Ethiopia for 1901-2021 and temperature change of 1993-2021 Source (FAO, 2023).
Preprints 77241 g005aPreprints 77241 g005b
Figure 6. Mean Annual rainfall of Ethiopia.
Figure 6. Mean Annual rainfall of Ethiopia.
Preprints 77241 g006
Figure 7. Extreme whether events over Ethiopia from 1920 to 2016 Source (https://climateknowledgeportal.worldbank.org/country/ethiopia/vulnerability).
Figure 7. Extreme whether events over Ethiopia from 1920 to 2016 Source (https://climateknowledgeportal.worldbank.org/country/ethiopia/vulnerability).
Preprints 77241 g007
Figure 8. Driver of climate change in Ethiopia Source (FAO, 2023).
Figure 8. Driver of climate change in Ethiopia Source (FAO, 2023).
Preprints 77241 g008
Figure 9. Emission Growth and trend of cereal yield since 1993. Source (FAO, 2023).
Figure 9. Emission Growth and trend of cereal yield since 1993. Source (FAO, 2023).
Preprints 77241 g009
Table 1. Extreme Event in Ethiopia.
Table 1. Extreme Event in Ethiopia.
Year Extreme event
1920-22 Drought
1957-58 Drought
1962-63 Drought
1968 Flood
1971-75 Drought
1978-79 Drought
1982 Drought
1984-85 Drought
1987-88 Drought
1990-92 Both
1996 Drought
1996 Drought
2002 Drought
2005 Flood
2006 Flood
2009 Drought
2015 Drought
2016 Drought
2021-22 Drought
Source [17,57,58].
Table 2. Summary of impacts of climate change on cereal crops.
Table 2. Summary of impacts of climate change on cereal crops.
S/No. Author(s) Time Types of crop Econometric model(s) Results
1 Wakjira, et al. [105] 1981-2010 maize, teff, sorghum, wheat, barley, millet, oats and rice Univariate linear regression model Late-onset of rainy seasons=> - Cereals
2 Yang, Wang, Ahmed, Adugna, Eggen, Atsbeha, You, Koo and Anagnostou [84] 1979-2014 barley, maize, millet, sorghum, and wheat DSSAT
Solar radiation and day time temperature => + Cereals Production i n   w e s t e r n   E t h i o p i a  
Solar radiation and day time temperature =>- Cereals in eastern Ethiopia
3 Tofu and Wolka [17]
Multinomial Logit
extreme reduction in rainfall => - Cereals
4 Aberra [106] 1970-2010 Stable cereal crops rainfall variability=> - Cereals
Rainfall, Temperature => - Cereals Production CO2 => + Cereals Production
5 Kassaye, Shao, Wang, Shifaw and Wu [27] 1988 -2018 teff, maize, wheat, and sorghum FGLS Rise in maximum Temperature =>+cereal
Rise in minimum temperature => - Cereals
6 Asfew and Bedemo [107] 1990-2020 Teff, maize, wheat, and sorghum ARDL Precipitation=>+cereal both in SR and LR
Temperature => - Cereals
7 Deressa and Hassan [19] 1977-2009 Ricardian approach Temperature => - Cereals
Precipitation =>+cereal
8 [108] Ricardian approach increasing temperature => - Cereals
decreasing precipitation=> - Cereals
9 Shumetie and Alemayehu Yismaw [109] Insufficient rainfall=> - Cereals
increase in summer temperature=> -Cereals
10 Tembo [110]
Teff Ricardian model Temperature =>-cereal
Decrease in rainfall => - Cereals
Note: =>, unidirectional relationship; +, positive effect; -, negative effect DSSAT, Decision support system for the agrotechnology transfer; FGLS, feasible generalized least square; ARDL, autoregressive distributed lag.
Table 3. Extreme weather and its effect crop production.
Table 3. Extreme weather and its effect crop production.
Climate change event Effect on crop production Crop affected Source
Flood Pollution (carrying debris, pollutants, and nutrients)
inundation of croplands and destruction of irrigation canals
Maize , wheat, rice, barley, Teff [111]
[111]
crop losses, the upsurge of water-borne diseases Maize , wheat, rice, barley, Teff
Drought Diminution of leaf water potential and a turgor loss. Leaf curling, partial, or complete stomatal closure, decrease in cell enlargement and growth, and a decrease of internal CO2 causing a decrease of photosynthetic activity complete crop failure, reduced yields, drying up of crops, increased pest damage [112] Wheat [113,114]

variability in the amount and duration of rainfall brought a loss of crop in both kiremt and belg seasons Maize , wheat, rice, barley, Teff [115]
Extreme/intensive/
heavy rainfall
reduced yields, cut-off roads, soil erosion, reduced labo Maize , wheat, rice, barley, Teff [116]
Storms (strong winds and/or hailstones) destroyed leaves, broke shoots
and flowers, broke house,
reduce leaf quality
Maize , wheat, rice, barley, Teff [117,118]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
Copyright: This open access article is published under a Creative Commons CC BY 4.0 license, which permit the free download, distribution, and reuse, provided that the author and preprint are cited in any reuse.
Prerpints.org logo

Preprints.org is a free preprint server supported by MDPI in Basel, Switzerland.

Subscribe

© 2024 MDPI (Basel, Switzerland) unless otherwise stated