Benamor S, Messaid B, Berghout A. 
Estimation and mapping of soil erosion using the RUSLE model and GIS tools: a case study of the Wad El Hai watershed in the western Aurès, northeastern Algeria. Bulletin of the Serbian Geographical Society [Internet].  2024.
 Publisher's VersionAbstract
	Soil erosion is the main cause of siltation in dams, on the one hand, and it is one of the main causes of degradation of the agro-pedological heritage, on the other hand. In this context, this work aims to quantify the eroded soils and their spatial distribution in the watershed of Wadi El-Hai (Aurès, Algeria), reaching the Fontaines des Gazelles dam located at the outlet of this basin. The work focuses on mapping and analyzing various thematic maps representing the key erosion factors, linking the Revised Universal Soil Loss Equation (RUSLE), with the goal of producing a synthesis map providing a quantitative spatial representation of the extent of the phenomenon in the watershed. From this map, we can confirm that the erosion phenomenon affects the entire watershed of Wad El Hai. The most severe erosion, affecting 11.60 % of the expansive territory at rates exceeding 33.6 tons per year per hectare, is predominantly concentrated in mountainous regions marked by exceptionally steep slopes. Conversely, the majority, accounting for 64.23% of the entire expanse, is situated in the plains, where erosion rates are comparatively lower at 6.7 tons per hectare per year. The assessment of potential water erosion yields disconcerting outcomes, projecting an average annual loss rate of 15.38 tons per hectare throughout the entire catchment area. The results presented in this study will serve as a vital resource and a decision-making tool, supporting the management and preservation of natural resources by policymakers and stakeholders.
 Benatmane K, Mahamdi R, Touafek N, Rachedi MY. 
Cavity Length Effects on Performances of InGnAsP/InPMultiple Quantum Well Laser Diode. nternational Journal ofINTELLIGENT SYSTEMS AND APPLICATIONS IN ENGINEERING [Internet].  2024;12 (4) :4777 -4781.
 Publisher's VersionAbstract
	Software has been developed using the MATLAB language to analyze laser diode having the architecture InGaAsP/InP .The cavity length of active region of multi quantum well semiconductor laser effect on threshold current, quantum efficiency and optical output power of InGaAsP/InP and separate confinement heterostructure (SCH) is investigated. High-speed communication systems, especially those that use optical fiber communication for high-speed data transmission, use lasers with a wavelength of 1.55 μm. here, the performance of changing the cavity length values of active region between 250 to 500 μm at room temperature is study in this work. The characteristics power–current (P–I)and related features, threshold current and slope efficiency have been investigated. The threshold current decreases with increase of cavity lengths because the carrier density in the quantum well is very high. This effect is particularly pronounced in the shortest cavity measured (250μm), we extractIth=6.25ma,αi=30mA and ηd=63%. These modifications show that our proposed structure is better compared to the GaInP/GaAs 5QW laser structure (Ith=360mA and ηd=51%).
 Benatmane K, Mahamdi R, Touafek N, Rachedi MY. 
Cavity Length Effects on Performances of InGnAsP/InPMultiple Quantum Well Laser Diode. nternational Journal ofINTELLIGENT SYSTEMS AND APPLICATIONS IN ENGINEERING [Internet].  2024;12 (4) :4777 -4781.
 Publisher's VersionAbstract
	Software has been developed using the MATLAB language to analyze laser diode having the architecture InGaAsP/InP .The cavity length of active region of multi quantum well semiconductor laser effect on threshold current, quantum efficiency and optical output power of InGaAsP/InP and separate confinement heterostructure (SCH) is investigated. High-speed communication systems, especially those that use optical fiber communication for high-speed data transmission, use lasers with a wavelength of 1.55 μm. here, the performance of changing the cavity length values of active region between 250 to 500 μm at room temperature is study in this work. The characteristics power–current (P–I)and related features, threshold current and slope efficiency have been investigated. The threshold current decreases with increase of cavity lengths because the carrier density in the quantum well is very high. This effect is particularly pronounced in the shortest cavity measured (250μm), we extractIth=6.25ma,αi=30mA and ηd=63%. These modifications show that our proposed structure is better compared to the GaInP/GaAs 5QW laser structure (Ith=360mA and ηd=51%).
 Benatmane K, Mahamdi R, Touafek N, Rachedi MY. 
Cavity Length Effects on Performances of InGnAsP/InPMultiple Quantum Well Laser Diode. nternational Journal ofINTELLIGENT SYSTEMS AND APPLICATIONS IN ENGINEERING [Internet].  2024;12 (4) :4777 -4781.
 Publisher's VersionAbstract
	Software has been developed using the MATLAB language to analyze laser diode having the architecture InGaAsP/InP .The cavity length of active region of multi quantum well semiconductor laser effect on threshold current, quantum efficiency and optical output power of InGaAsP/InP and separate confinement heterostructure (SCH) is investigated. High-speed communication systems, especially those that use optical fiber communication for high-speed data transmission, use lasers with a wavelength of 1.55 μm. here, the performance of changing the cavity length values of active region between 250 to 500 μm at room temperature is study in this work. The characteristics power–current (P–I)and related features, threshold current and slope efficiency have been investigated. The threshold current decreases with increase of cavity lengths because the carrier density in the quantum well is very high. This effect is particularly pronounced in the shortest cavity measured (250μm), we extractIth=6.25ma,αi=30mA and ηd=63%. These modifications show that our proposed structure is better compared to the GaInP/GaAs 5QW laser structure (Ith=360mA and ηd=51%).
 Benatmane K, Mahamdi R, Touafek N, Rachedi MY. 
Cavity Length Effects on Performances of InGnAsP/InPMultiple Quantum Well Laser Diode. nternational Journal ofINTELLIGENT SYSTEMS AND APPLICATIONS IN ENGINEERING [Internet].  2024;12 (4) :4777 -4781.
 Publisher's VersionAbstract
	Software has been developed using the MATLAB language to analyze laser diode having the architecture InGaAsP/InP .The cavity length of active region of multi quantum well semiconductor laser effect on threshold current, quantum efficiency and optical output power of InGaAsP/InP and separate confinement heterostructure (SCH) is investigated. High-speed communication systems, especially those that use optical fiber communication for high-speed data transmission, use lasers with a wavelength of 1.55 μm. here, the performance of changing the cavity length values of active region between 250 to 500 μm at room temperature is study in this work. The characteristics power–current (P–I)and related features, threshold current and slope efficiency have been investigated. The threshold current decreases with increase of cavity lengths because the carrier density in the quantum well is very high. This effect is particularly pronounced in the shortest cavity measured (250μm), we extractIth=6.25ma,αi=30mA and ηd=63%. These modifications show that our proposed structure is better compared to the GaInP/GaAs 5QW laser structure (Ith=360mA and ηd=51%).
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Kenisse N, Masmoudi M, KANIT T, Ounissi O, Djebara Y, Kaddouri W. 
Evaluation of the Relevance of Global and By-Step Homogenization for Composites and Heterogeneous Materials at Several Scales. Applied Sciences [Internet].  2024;14 (16).
 Publisher's VersionAbstract
	Two hypotheses divide experts on determining the effective properties of composite materials using multi–scale homogenization methods. The first hypothesis states that multi-scale homogenization methods can ensure the direct determination of effective properties, at the macro level, of composite materials from a single representation of the medium at the lowest possible scale that allows for a good representation of all heterogeneities. The second hypothesis states that the determination cannot be ensured directly from a single scale but rather through multistep homogenization where each step represents the medium at a different scale from the lowest to the macroscale. To answer this question, a rigorous study is carried out; it includes calculating the two effective elastic properties, bulk, and shear moduli of three phases of a multi–layered sphere composite model by studying three phases. A multistep homogenization method is used to determine the effective properties of the composite and the obtained results are compared with those of the direct homogenization. Two different studies are considered: the first is based on an analytical model and the second on the numerical homogenization based on finite element calculation. To consider the effect of some influential parameters, several situations are treated by the combination of the variation of the volume fractions of the three phases and their property contrasts. The analytical calculations are performed using the Python 3.10 commercial software. It could be concluded that the effective elastic properties obtained either by the multistep or by the direct homogenization show no significant difference.
 Nacer I, Kadri AE. 
The Analysis Of The Non-verbal Communication Of A Physical Education Teachers For Secondary School During The Preparatory Stage (warm-up) Of The P.e Session. The Challange [Internet].  2024;16 (1) :242-260.
 Publisher's VersionAbstract
	The study aimed at analyzing the non- verbal behaviors of secondary school teachers of P.E physical education and sport during the preparatory session. The two researchers have used the descriptive analytical method, through regular observation of the teaching behavior between the teacher and the student .The sample of the study was 8 teachers who were selected in an intentional way, by using the observation grid as a tool of study. The study concluded that the teacher’s non- verbal behaviors, differ according to their experiences, while the type of sports activity being taught to students has no effect on the form of the non-verbal behaviors of the teachers.
 Nacer I, Kadri AE. 
The Analysis Of The Non-verbal Communication Of A Physical Education Teachers For Secondary School During The Preparatory Stage (warm-up) Of The P.e Session. The Challange [Internet].  2024;16 (1) :242-260.
 Publisher's VersionAbstract
	The study aimed at analyzing the non- verbal behaviors of secondary school teachers of P.E physical education and sport during the preparatory session. The two researchers have used the descriptive analytical method, through regular observation of the teaching behavior between the teacher and the student .The sample of the study was 8 teachers who were selected in an intentional way, by using the observation grid as a tool of study. The study concluded that the teacher’s non- verbal behaviors, differ according to their experiences, while the type of sports activity being taught to students has no effect on the form of the non-verbal behaviors of the teachers.
 Ferah S. 
Malek Bennabi (1905-1973) Au Xxie Siècle (une Revue De Littérature). ALTRALANG Journal [Internet].  2024;6 (2) :223-240.
 Publisher's VersionAbstract
	La présente étude s’intéresse à la littérature scientifique qui s’est faite autour du penseur algérien Malek Bennabi (1905-1973) en ce début du 21e siècle. Son objectif est de vérifier l’authenticité du prétendu retour de la pensée bennabienne sur la scène académique et intellectuelle, ainsi que de mesurer le degré d’intérêt que les chercheurs lui portent à travers le monde, notamment en Algérie avec l’apparition de plusieurs inédits pendant cette même période. Pour cela, un état des lieux a été entrepris, en posant comme cadre chronologique la période qui va de l’an 2000 jusqu’à 2022. Le recensement des données bibliographiques, illustré par des tableaux et des représentations graphiques, s’est fait selon plusieurs plans : le nombre ainsi que les nationalités des chercheurs, les pays depuis lesquels les travaux ont été publiés, les types de documents (livres, thèses, conférences, etc.), les catégories de ces travaux (sociologie, économie, religion, etc.) ainsi que les langues dans lesquelles ils ont été exprimés. Les résultats de cette étude révèlent un phénomène de pluralité, voire de cosmopolitisme, et un taux de publication croissant au cours des années.
 Ferah S. 
Malek Bennabi (1905-1973) Au Xxie Siècle (une Revue De Littérature). ALTRALANG Journal [Internet].  2024;6 (2) :223-240.
 Publisher's VersionAbstract
	La présente étude s’intéresse à la littérature scientifique qui s’est faite autour du penseur algérien Malek Bennabi (1905-1973) en ce début du 21e siècle. Son objectif est de vérifier l’authenticité du prétendu retour de la pensée bennabienne sur la scène académique et intellectuelle, ainsi que de mesurer le degré d’intérêt que les chercheurs lui portent à travers le monde, notamment en Algérie avec l’apparition de plusieurs inédits pendant cette même période. Pour cela, un état des lieux a été entrepris, en posant comme cadre chronologique la période qui va de l’an 2000 jusqu’à 2022. Le recensement des données bibliographiques, illustré par des tableaux et des représentations graphiques, s’est fait selon plusieurs plans : le nombre ainsi que les nationalités des chercheurs, les pays depuis lesquels les travaux ont été publiés, les types de documents (livres, thèses, conférences, etc.), les catégories de ces travaux (sociologie, économie, religion, etc.) ainsi que les langues dans lesquelles ils ont été exprimés. Les résultats de cette étude révèlent un phénomène de pluralité, voire de cosmopolitisme, et un taux de publication croissant au cours des années.
 Abbas S, Haddad L, Zeraib S. 
Mapping of multidimensional local development in the region of Hodna: the province of M’sila (Algeria). GeoJournal  [Internet].  2024;89 (93).
 Publisher's VersionAbstract
	The targeted resorption of socio-economic deficits at the local (municipal) level requires the use of a cartography of development in the multidimensional sense of the term, combined with that of the causes structural factors of its possible delay. This article provides for this purpose a municipal cartography of the development of M’sila province, and its sources assimilated to education, standard of living, economic activity, housing and social services. To ensure a certain objectivity in our research, we have chosen an automatic technique following the essential steps (choice of variables, normalization, weighting and aggregation) in the hierarchical classification of municipalities. This mapping of multidimensional local development clearly shows the development deficits at the municipal level, due to the delays accumulated for years, despite the generalization of basic education and attempt the local authorities to improve the economic and social conditions of the population. The results obtained show that on the whole, the urban municipalities have a local development index higher than 0.7 and rank in the first places, this index goes from a minimum (0.310) observed in the rural municipalities Tamsa, Zerzour, Sidi M’hammed and the ones located south of the province where the climate is dry and hot, the maximum index (0.860) recorded in two urban municipalities at namely M’sila and Bousaada, The high variability of development deficits shows that any development strategy would benefit from being rethought in order to provide more effective to the different situations experienced by rural municipalities in particular.
 Abbas S, Haddad L, Zeraib S. 
Mapping of multidimensional local development in the region of Hodna: the province of M’sila (Algeria). GeoJournal  [Internet].  2024;89 (93).
 Publisher's VersionAbstract
	The targeted resorption of socio-economic deficits at the local (municipal) level requires the use of a cartography of development in the multidimensional sense of the term, combined with that of the causes structural factors of its possible delay. This article provides for this purpose a municipal cartography of the development of M’sila province, and its sources assimilated to education, standard of living, economic activity, housing and social services. To ensure a certain objectivity in our research, we have chosen an automatic technique following the essential steps (choice of variables, normalization, weighting and aggregation) in the hierarchical classification of municipalities. This mapping of multidimensional local development clearly shows the development deficits at the municipal level, due to the delays accumulated for years, despite the generalization of basic education and attempt the local authorities to improve the economic and social conditions of the population. The results obtained show that on the whole, the urban municipalities have a local development index higher than 0.7 and rank in the first places, this index goes from a minimum (0.310) observed in the rural municipalities Tamsa, Zerzour, Sidi M’hammed and the ones located south of the province where the climate is dry and hot, the maximum index (0.860) recorded in two urban municipalities at namely M’sila and Bousaada, The high variability of development deficits shows that any development strategy would benefit from being rethought in order to provide more effective to the different situations experienced by rural municipalities in particular.
 Abbas S, Haddad L, Zeraib S. 
Mapping of multidimensional local development in the region of Hodna: the province of M’sila (Algeria). GeoJournal  [Internet].  2024;89 (93).
 Publisher's VersionAbstract
	The targeted resorption of socio-economic deficits at the local (municipal) level requires the use of a cartography of development in the multidimensional sense of the term, combined with that of the causes structural factors of its possible delay. This article provides for this purpose a municipal cartography of the development of M’sila province, and its sources assimilated to education, standard of living, economic activity, housing and social services. To ensure a certain objectivity in our research, we have chosen an automatic technique following the essential steps (choice of variables, normalization, weighting and aggregation) in the hierarchical classification of municipalities. This mapping of multidimensional local development clearly shows the development deficits at the municipal level, due to the delays accumulated for years, despite the generalization of basic education and attempt the local authorities to improve the economic and social conditions of the population. The results obtained show that on the whole, the urban municipalities have a local development index higher than 0.7 and rank in the first places, this index goes from a minimum (0.310) observed in the rural municipalities Tamsa, Zerzour, Sidi M’hammed and the ones located south of the province where the climate is dry and hot, the maximum index (0.860) recorded in two urban municipalities at namely M’sila and Bousaada, The high variability of development deficits shows that any development strategy would benefit from being rethought in order to provide more effective to the different situations experienced by rural municipalities in particular.
 Yahiaoui K, Bouam S, Gueroui A. 
Enhancing Wheat Fire Prediction in Barika, Algeria, through Advanced Ensemble Machine Learning Models. Journal of Electrical Systems [Internet].  2024;(20) :10.
 Publisher's VersionAbstract
	Recent climatic shifts and the growth of agricultural land have escalated the incidence of wheat field fires, presenting severe risks to both food security and local economies. This study aims to develop advanced predictive models to effectively forecast significant wheat fires in Barika, Algeria. We utilized a comprehensive dataset spanning from 2015 to 2023, which includes information on fire incidents and meteorological factors like temperature, humidity, precipitation, and wind speed. A sophisticated ensemble machine learning model was crafted, combining Long Short-Term Memory (LSTM), Recurrent Neural Network (RNN), and Random Forest (RF) in a stacked configuration to predict wheat fire events. Our analysis indicates that the ensemble model significantly outperforms traditional single-model approaches in terms of both accuracy and reliability. Employing these cutting-edge predictive techniques significantly bolsters firefighting measures, enhances resource management, and reduces the adverse effects of fires in agricultural zones. The employment of ensemble learning highlights its utility as a formidable tool in environmental management and crisis response. With more precise forecasts, this model facilitates improved emergency preparedness and strategic intervention plans, aiming to safeguard essential agricultural assets and support rural communities against the backdrop of mounting environmental pressures.
 Yahiaoui K, Bouam S, Gueroui A. 
Enhancing Wheat Fire Prediction in Barika, Algeria, through Advanced Ensemble Machine Learning Models. Journal of Electrical Systems [Internet].  2024;(20) :10.
 Publisher's VersionAbstract
	Recent climatic shifts and the growth of agricultural land have escalated the incidence of wheat field fires, presenting severe risks to both food security and local economies. This study aims to develop advanced predictive models to effectively forecast significant wheat fires in Barika, Algeria. We utilized a comprehensive dataset spanning from 2015 to 2023, which includes information on fire incidents and meteorological factors like temperature, humidity, precipitation, and wind speed. A sophisticated ensemble machine learning model was crafted, combining Long Short-Term Memory (LSTM), Recurrent Neural Network (RNN), and Random Forest (RF) in a stacked configuration to predict wheat fire events. Our analysis indicates that the ensemble model significantly outperforms traditional single-model approaches in terms of both accuracy and reliability. Employing these cutting-edge predictive techniques significantly bolsters firefighting measures, enhances resource management, and reduces the adverse effects of fires in agricultural zones. The employment of ensemble learning highlights its utility as a formidable tool in environmental management and crisis response. With more precise forecasts, this model facilitates improved emergency preparedness and strategic intervention plans, aiming to safeguard essential agricultural assets and support rural communities against the backdrop of mounting environmental pressures.