@mastersthesis {7313,
	title = {De l\&$\#$39;intelligence artificielle vers la Machine Learning},
	year = {2019},
	type = {Habilitation Universitaire},
	author = {Hanane Zermane}
}
@mastersthesis {7310,
	title = {R{\'e}solution des probl{\`e}mes de Pronostic avec des techniques d\&$\#$39;intelligence artificielle },
	year = {2019},
	author = {Rafik Mahdaoui}
}
@proceedings {7282,
	title = {A Study with Simulation of Range Free Localization Techniques in Wireless Sensors Networks},
	journal = {International Conference on Advanced Electrical Engineering (ICAEE)},
	year = {2019},
	address = {Algiers, Algeria},
	abstract = {
	Wireless sensors networks are used in several fields of application, in most applications, knowing the location of the sensors nodes is necessary. According to the distribution of the calculations on sensors nodes, the localization techniques are classified into two techniques: centralized and decentralized (distributed). Distributed localization techniques can be classified into two categories: range free and range based. DV-HOP is a range free simple localization algorithm, but it has low localization accuracy, despite the improvements of the proposed DV-Hop algorithms. Maintaining a balance between a high location accuracy and good stability and simplicity is always a challenge. In this article, we have focused our study on the localization algorithm range free DV-HOP, the study is based on the accuracy error which is the most important factor in the localization. To better study the DV-HOP algorithm, we implemented DV-HOP using MATLAB. The purpose of this article is to present Range Free localization techniques and open up a perspective of proposing new localization techniques in wireless sensors networks.

},
	url = {https://ieeexplore.ieee.org/document/9014694},
	author = {Mehannaoui, Raouf and Mouss, Nadia-Kenza}
}
@proceedings {7281,
	title = {Products exchange in a multi-level distribution network},
	journal = {International Colloquium on Logistics and Supply Chain Management (LOGISTIQUA)},
	year = {2019},
	address = {Montreuil - Paris, France},
	abstract = {
	This study addresses the problem of inventory management in a multi-level retailers{\textquoteright} network of the company Lit Mag that manufactures and distributes mattresses. Its distribution network constitutes a central warehouse and several distribution centers located in Algerian cities, and each center delivers vendors to the area and each vendor is connected to set of customers. The network studied is composed of several levels: the starting point is the warehouse, the first level of the distributors, the second level for sellers and the last level for customers. each retailer in the network handles its order locally and independently of other retailers. In this work, we propose a collaboration between the different actors of the same level, by the exchange of products between them, in order to satisfy the demand of a seller by the residual stock of another neighbor seller and this is applied to all stages of the network. The purpose of this study in to see the impact of product exchanges in the distribution networks and their influence on the total costs of the logistics chain from the central warehouse to the final customer

},
	url = {https://ieeexplore.ieee.org/document/8907258},
	author = {Benfriha, Abdennour -Ilyas and Triqui-Sari, Lamia and Bougloula, Aimade-Eddine}
}
@proceedings {7273,
	title = {Optimization of maintenance under double constraints, security and availability: Case study},
	journal = {The First International Conference on Materials, Environment, Mechanical and Industrial Systems (ICMEMIS 2019)},
	year = {2019},
	address = {Djelfa, Algeria},
	author = {Soltani, Khaoula and Benzouai, Messaoud and Mouss, Mohamed-Djamel}
}
@proceedings {7261,
	title = {Enhancement of the industrial performances through using Value Stream Mapping method: a case study in an Algerian company},
	journal = { International Symposium on Technology \& Sustainable Industry Development (ISTSID{\textquoteright}2019)},
	year = {2019},
	address = {El Oued, Algeria},
	author = {Mohyiddine Soltani and Aouag, Hichem and Mouss, Mohamed-Djamel and Maaref, Tarek}
}
@proceedings {7260,
	title = {Assessment and enhancement of the performance level of an Algerian company},
	journal = {International Symposium on Technology \& Sustainable Industry Development (ISTSID{\textquoteright}2019), 25-26/02},
	year = {2019},
	address = {El Oued, Algeria},
	url = {https://www.researchgate.net/publication/331473496_Assessment_and_enhancement_of_the_performance_level_of_an_Algerian_company},
	author = {Aouag, Hichem and Soltani, Mohyiddin and Mouss, Mohamed-Djamel}
}
@proceedings {7259,
	title = {Optimization of maintenance under double constraints, security and availability: Case study},
	journal = {The First International Conference on Materials, Environment, Mechanical and Industrial Systems. ICMEMIS 2019 },
	year = {2019},
	address = {Djelfa, Algeria},
	author = {Soltani Khaoula and Benzouai, Messaoud and Mouss, Mohamed-Djamel}
}
@article {7227,
	title = {Optimization of single outsourcer\&ndash;single subcontractor outsourcing relationship under reliability and maintenance constraints},
	journal = { Journal of Industrial Engineering International},
	volume = {15},
	year = {2019},
	pages = {pages395{\textendash}409},
	abstract = {
	In this paper, we focus on outsourcing activities optimization problem in single period setting. In some situations, capacity planning or outsourcing is a one-time event and can be modeled as a single period problem. The aim of this research is to balance the trade-off between two echelons of a supply chain consisting of a single outsourcer and a single subcontractor. Each part is composed of a failure-prone single machine that produces one product type to satisfy market requirements. The outsourcer{\textquoteright}s manufacturing system is not able to satisfy the demand; in this case, outsourcing is allowed to recover the lack of capacity. We consider that the subcontractor can satisfy the demands of strategic clients and rent his machine for the outsourcer under a win{\textendash}win partnership contract. We assume that the hazard failure rate depends on time and the adopted manufacture rate. When unforeseen failures occur, minimal repairs are implemented. Overhaul can be performed to reduce the degradation effects. Hence, we develop a mathematical model to define a profitability interval so that both parties of supply chain can be considered as winners. We seek to determine the contract parameters that suit both parties (duration, start and end dates, the production and outsourcing rates). Then, we develop an exact algorithm to solve the problem of single period optimization, which offers a better execution time through a series of test problems. Finally, we consider a sensitivity analysis based on outsourcing parameters (cost, periodicities, etc) to analyze their effects on partial costs and individual profit of each part, as well as the total profit generated by the system.

},
	url = {https://link.springer.com/article/10.1007/s40092-019-0307-9},
	author = {Haoues, Mohammed and Dahane, Mohammed and Mouss, Nadia-Kinza}
}
@article {7226,
	title = {Outsourcing optimization in two-echelon supply chain network under integrated production-maintenance constraints},
	journal = {Journal of Intelligent Manufacturing},
	volume = {30},
	year = {2019},
	pages = {701{\textendash}725},
	abstract = {
	In this paper, we study a two-echelon supply chain network consisting of multi-outsourcers and multi-subcontractors. Each one is composed of a failure-prone production unit that produces a single product to fulfil market demands with variable production rates. Sometimes the manufacturing systems are not able to satisfy demand; in this case, outsourcing option is adopted to improve the limited in-house production capacity. The outsourcing is not justified by the production lack of manufacturing systems, but is also considered for the costs minimization issues. In the considered problem, we assume that the failure rate is dependent on the time and production rate. Preventive maintenance activities can be conducted to mitigate the deterioration effects, and minimal repairs are performed when unplanned failures occurs. We consider that the production cost depends on the rate of the machine utilization. The aim of this research is to propose a joint policy based on a mixed integer programming formulation to balance the trade-off between two-echelon of supply chain. We seek to assist outsourcers to determine the integrated in-house/ outsourcing, and maintenance plans, and the subcontractors to determine the integrated production-maintenance plans so that the benefit of the supply chain is maximized over a finite planning horizon. We develop an improved optimization procedure based on the genetic algorithms, and we discuss and conduct computational experiments to study the managerial insights for the developed framework.

},
	url = {https://link.springer.com/article/10.1007/s10845-016-1273-3},
	author = {Haoues, Mohammed and Dahane, Mohammed and Mouss, Nadia-Kenza}
}
@article {7220,
	title = {SIMD Implementation of the Aho-Corasick Algorithm using Intel AVX2},
	journal = {Scalable Computing: Practice and Experience},
	volume = {20},
	number = {3},
	year = {2019},
	abstract = {
	The Aho-Corasick (AC) algorithm is a multiple pattern exact string-matching algorithm proposed by Alfred V. Aho and Margaret J. Corasick. It is used to locate all occurrences of a finite set of patterns within an input text simultaneously. The AC algorithm is in the heart of many applications including digital forensics such as digital signatures demonstrating the authenticity of a digital message or document, full text search (utility programs such as grep, awk and sed of Unix systems), information retrieval (biological sequence analysis and gene identification), intrusion detection systems (IDS) in computer networks like SNORT, web filtering, spam filters, and antimalware solutions (virus scanner). In this paper we present a vectorized version of the AC algorithm designed with the use of packed instructions based on the Intel streaming SIMD (Single Instruction Multiple Data) extensions AVX2 (Advanced Vector Extensions 2.0) technology. This paper shows that the vectorized AC algorithm reduces significantly the time matching process comparing to the implementation of the original AC algorithm.

},
	url = {https://scpe.org/index.php/scpe/article/view/1572},
	author = {Ourlis, Lazhar and Djamel Bellala}
}
@article {7219,
	title = {Reliability and safety analysis using fault tree and Bayesian networks},
	journal = {International Journal of Computer Aided Engineering and Technology},
	volume = {11},
	number = {1},
	year = {2019},
	abstract = {
	Fault tree analysis (FTA) is one of the most prominent techniques used in risk analysis, this method aimed to identify how component failures lead to system failure using logical gates (i.e. AND, OR gates). However, some limitations appear on FTA due to its static structure. Bayesian networks (BNs) have become a popular technique used in reliability analysis; it represents a set of random variables and their conditional dependencies. This paper discusses the advantages of Bayesian networks over fault tree in reliability and safety analysis. Also, it shows the ability of BN to update probabilities, to represent multi-state variables, dependent failures, and common cause failure. An example taken from the literature is used to illustrate the application and compare the results of both fault tree and bayesian networks techniques.

},
	url = {https://www.inderscience.com/info/inarticle.php?artid=96720},
	author = {Zerrouki Hamza and Smadi Hacene}
}
@article {7210,
	title = {An integrated framework using VSM, AHP and TOPSIS for simplifying the sustainability improvement process in a complex manufacturing process},
	journal = {Journal of Engineering, Design and Technology},
	volume = {18},
	number = {1},
	year = {2019},
	abstract = {
	Purpose



	
		The purpose of this paper is to propose an integrated approach for assessing the sustainability of production and simplifying the improvement tasks in complex manufacturing processes.
	



	Design/methodology/approach



	
		The proposed approach has been investigated the integration of value stream mapping (VSM), analytic hierarchy process (AHP) and technique for order preference by similarity to ideal solution (TOPSIS). VSM is used as a basic structure for assessing and improving the sustainability of the manufacturing process. AHP is used for weighting the sustainability indicators and TOPSIS for prioritizing the operations of a manufacturing process regarding the improvement side.
	



	Findings



	
		The results carried out from this study help the managers{\textquoteright} staff in organizing the improvement phase in the complex manufacturing processes through computing the importance degree of each indicator and determining the most influential operations on the production.
	



	Research limitations/implications



	
		The major limitations of this paper are that one case study was considered. In addition, to an average set of sustainability indicators that have been treated.
	



	Originality/value



	
		The novelty of this research is expressed by the development of an extended VSM in complex manufacturing processes. In addition, the proposed approach contributes with a new improvement strategy through integrating the multi-criteria decision approaches with VSM method to solve the complexity of the improvement process from sustainability viewpoints.
	

},
	url = {https://www.emerald.com/insight/content/doi/10.1108/JEDT-09-2018-0166/full/html},
	author = {Mohyiddine Soltani and Aouag, Hichem and Mouss, Mohamed-Djamel}
}
@article {7208,
	title = {Bidirectional deep architecture for Arabic speech recognition},
	journal = { Open Computer Science},
	volume = {9},
	number = {1},
	year = {2019},
	abstract = {
	Nowadays, the real life constraints necessitatescontrolling modern machines using human interventionby means of sensorial organs. The voice is one of the hu-man senses that can control/monitor modern interfaces.In this context, Automatic Speech Recognition is princi-pally used to convert natural voice into computer text aswell as to perform an action based on the instructionsgiven by the human. In this paper, we propose a generalframework for Arabic speech recognition that uses LongShort-Term Memory (LSTM) and Neural Network (Multi-Layer Perceptron: MLP) classifier to cope with the non-uniform sequence length of the speech utterances issuedfrom both feature extraction techniques, (1) Mel FrequencyCepstral Coefficients MFCC (static and dynamic features),(2) the Filter Banks (FB) coefficients. The neural architec-ture can recognize the isolated Arabic speech via classifi-cation technique. The proposed system involves, first, ex-tracting pertinent features from the natural speech signalusing MFCC (static and dynamic features) and FB. Next,the extracted features are padded in order to deal with thenon-uniformity of the sequences length. Then, a deep ar-chitecture represented by a recurrent LSTM or GRU (GatedRecurrent Unit) architectures are used to encode the se-quences of MFCC/FB features as a fixed size vector that willbe introduced to a Multi-Layer Perceptron network (MLP)to perform the classification (recognition). The proposedsystem is assessed using two different databases, the firstone concerns the spoken digit recognition where a com-parison with other related works in the literature is per-formed, whereas the second one contains the spoken TVcommands. The obtained results show the superiority ofthe proposed approach.

},
	url = {https://www.degruyter.com/document/doi/10.1515/comp-2019-0004/html},
	author = {Zerari, Naima and Samir Abdelhamid and Bouzgou, Hassen and Raymond, Christian}
}
@article {7166,
	title = {Bidirectional deep architecture for Arabic speech recognition},
	journal = { Open Computer Science},
	volume = {9},
	year = {2019},
	pages = {92-102},
	abstract = {
	Nowadays, the real life constraints necessitatescontrolling modern machines using human interventionby means of sensorial organs. The voice is one of the hu-man senses that can control/monitor modern interfaces.In this context, Automatic Speech Recognition is princi-pally used to convert natural voice into computer text aswell as to perform an action based on the instructionsgiven by the human. In this paper, we propose a generalframework for Arabic speech recognition that uses LongShort-Term Memory (LSTM) and Neural Network (Multi-Layer Perceptron: MLP) classifier to cope with the non-uniform sequence length of the speech utterances issuedfrom both feature extraction techniques, (1) Mel FrequencyCepstral Coefficients MFCC (static and dynamic features),(2) the Filter Banks (FB) coefficients. The neural architec-ture can recognize the isolated Arabic speech via classifi-cation technique. The proposed system involves, first, ex-tracting pertinent features from the natural speech signalusing MFCC (static and dynamic features) and FB. Next,the extracted features are padded in order to deal with thenon-uniformity of the sequences length. Then, a deep ar-chitecture represented by a recurrent LSTM or GRU (GatedRecurrent Unit) architectures are used to encode the se-quences of MFCC/FB features as a fixed size vector that willbe introduced to a Multi-Layer Perceptron network (MLP)to perform the classification (recognition). The proposedsystem is assessed using two different databases, the firstone concerns the spoken digit recognition where a com-parison with other related works in the literature is per-formed, whereas the second one contains the spoken TVcommands. The obtained results show the superiority ofthe proposed approach.

},
	url = {https://www.degruyter.com/document/doi/10.1515/comp-2019-0004/html},
	author = {Zerari, Naima and Samir Abdelhamid and Bouzgou, Hassen and Raymond, Christian}
}
@article {7165,
	title = {Fast short-term global solar irradiance forecasting with wrapper mutual information},
	journal = {Renewable Energy},
	volume = {133},
	year = {2019},
	pages = {1055-1065},
	abstract = {
	Accurate solar irradiance forecasts are now key to successfully integrate the (variable) production from large\&nbsp;solar energy systems\&nbsp;into the electricity grid. This paper describes a wrapper forecasting methodology for irradiance time series that combines mutual information and an\&nbsp;Extreme Learning Machine\&nbsp;(ELM), with application to short forecast horizons between 5-min and 3-h ahead. The method is referred to as Wrapper Mutual Information Methodology (WMIM). To evaluate the proposed approach, its performance is compared to that of three dimensionality reduction scenarios: full space (latest 50 variables), partial space (latest 5 variables), and the usual Principal Component Analysis (PCA). Based on measured irradiance data from two arid sites (Madina and Tamanrasset), the present results reveal that the reduction of the historical input space increases the forecasting performance of global solar radiation. In the case of Madina and forecast horizons from 5-min to 30-min ahead, the WMIM forecasts have a better coefficient of determination (R2\&nbsp;between 0.927 and 0.967) than those using the next best performing strategy, PCA (R2\&nbsp;between 0.921 and 0.959). The Mean Absolute Percentage Error (MAP) is also better for WMIM [7.4{\textendash}10.77] than for PCA [8.4{\textendash}11.55]. In the case of Tamanrasset and forecasting horizons from 1-h to 3-h ahead, the WMIM forecasts have an R2\&nbsp;between 0.883 and 0.957, slightly better than the next best performing strategy (PCA) (R2\&nbsp;between 0.873 and 0.910). The Normalized\&nbsp;Mean Squared Error\&nbsp;(NMSE) is similarly better for WMIM [0.048{\textendash}0.128] than for PCA [0.105{\textendash}0.130]. It is also found that the ELM technique is considerably more computationally efficient than the more conventional Multi Layer\&nbsp;Perceptron\&nbsp;(MLP). It is concluded that the proposed mutual information-based variable selection method has the potential to outperform various other proposed techniques in terms of prediction performance.

},
	url = {https://www.sciencedirect.com/science/article/abs/pii/S0960148118313028},
	author = {Bouzgou, Hassen and Gueymard,Christian A}
}
@article {7164,
	title = {Multimodel ensemble approach for hourly global solar irradiation forecasting},
	journal = {The European Physical Journal Plus },
	volume = {134},
	year = {2019},
	abstract = {
	This contribution proposes a novel solar time series forecasting approach based on multimodel statistical ensembles to predict global horizontal irradiance (GHI) in short-term horizons (up to 1 hour ahead). The goal of the proposed methodology is to exploit the diversity of a set of dissimilar predictors with the purpose of increasing the accuracy of the forecasting process. The performance of a specific multimodel ensemble forecast showing an improved forecast skill is demonstrated and compared to a variety of individual single models. The proposed system can be applied in two distinct ways. The first one incorporates the forecasts acquired from the different forecasting models constituting the ensemble via a linear combination (combination-based). The other one consists of a novel methodology that delivers as output the forecast provided by the specific model (involved in the ensemble) that delivers the maximum precision in the zone of the variable space connected with the considered GHI time series (selection-based approach). This forecasting model is issued from an appropriate division of the variable space. The efficiency of the proposed methodology has been evaluated using high-quality measurements carried out at 1min intervals at four radiometric sites representing widely different radiative climates (Arid, Temperate, Tropical, and High Albedo). The obtained results emphasize that, at all sites, the proposed multi-model ensemble is able to increase the accuracy of the forecasting process using the different combination approaches, with a significant performance improvement when using the classification strategy.

},
	url = {https://link.springer.com/article/10.1140/epjp/i2019-12966-5},
	author = {Zemouri, Nahed and Bouzgou, Hassen and Gueymard, Christian A.}
}
@article {7162,
	title = {A portable breast cancer detection system based on smartphone with infrared camera},
	journal = {Vibroengineering PROCEDIA},
	volume = {26},
	year = {2019},
	pages = {57-63},
	abstract = {
	The traditional detection methods have the disadvantages of radiation exposure, high cost, and shortage of medical resources, which restrict the popularity of early screening for breast cancer. An inexpensive, accessible, and friendly way to detect is urgently needed. Infrared thermography, an emerging means to breast cancer detection, is extremely sensitive to tissue abnormalities caused by inflammation and vascular proliferation. In this work, combined with the temperature and texture features, we designed a breast cancer detection system based on smart phone with infrared camera, achieving the accuracy of 99.21\&nbsp;\% with the k-Nearest Neighbor classifier. We compared the diagnostic results of the low resolution, originated from the phone camera, with the high resolution of the conventional infrared camera. It was found that the accuracy and sensitivity decreased slightly, but both of them were over than 98\&nbsp;\%. The proposed breast cancer detection system not only has excellent performance but also dramatically saves the detection cost, and its prospect will be fascinating.

},
	url = {https://www.extrica.com/article/20978},
	author = {Ma, Jian and Shang, Pengchao and Lu, Chen and Meraghni, Safa and Benaggoune, Khaled and Zuluaga, Juan and Zerhouni, Noureddine and Devalland, Christine and Al-Masry, Zeina}
}
@article {7161,
	title = {Distributed Control And Monitoring Based On Cooperating Agents: An Application For Manufacturing System},
	journal = {Journal of New Technology and Materials},
	volume = {8},
	number = {3},
	year = {2019},
	pages = {25-28},
	abstract = {
	Control and monitoring of current manufacturing systems has become increasingly a complex problem. To expand their reliability we propose in this work a distributed approach for control and monitoring using the Multi Agents Systems. This approach is based on the decomposition of the complex system into subsystems easier to manage, and the design of several agents each one on these agents is dedicated to a particular task. A software application supporting this approach is developed for the cement clinker system of the Ain Touta cement plant. It is chosen to test the approach on real data. The results show that our distributed approach produces better results than the centralized health monitoring and control.

},
	url = {https://www.asjp.cerist.dz/en/article/85300},
	author = {Ouahiba Chouhal and Rafik Mahdaoui and Leila-Hayet Mouss}
}
@article {7160,
	title = {SOA-based distributed fault prognostic and diagnosis framework: an application for preheater cement cyclones},
	journal = {International Journal of Internet Manufacturing and Services},
	volume = {8},
	number = {1},
	year = {2019},
	abstract = {
	Complex engineering manufacturing systems require efficient online fault diagnosis methodologies to improve safety and reduce maintenance costs. Traditionally, diagnosis and prognosis approaches are centralised, but these solutions are difficult to implement on distributed systems; whereas a distributed approach of multiple diagnosis and prognosis agents can offer a solution. Also, controlling process plant from a remote location has several benefits including the ability to track and to assist in solving a problem that might arise. This paper presents a distributed and over prognosis and diagnosis approach for physical systems basing on multi agent system and service-oriented architecture. Specifics prognostic and diagnostic procedures and key modules of the architecture for web service-based distributed fault prognostic and diagnosis framework are detailed and developed for the preheater cement cyclones in the workshop of SCIMAT clinker. The experimental case study, reported in the present paper, shows encouraging results and fosters industrial technology transfer.

},
	url = {https://www.inderscienceonline.com/doi/abs/10.1504/IJIMS.2021.114539},
	author = {Ouahiba Chouhal and Rafik Mahdaoui and Leila-Hayet Mouss}
}
@article {7159,
	title = {A Temporal Neuro-Fuzzy System for Estimating Remaining Useful Life in Preheater Cement Cyclones},
	journal = {International Journal of Reliability, Quality and Safety Engineering},
	volume = {26},
	number = {3},
	year = {2019},
	abstract = {
	Fault prognosis in industrial plants is a complex problem, and time is an important factor for the resolution of this problem. The main indicator for the task of fault prognosis is the estimate of remaining useful life (RUL), which essentially depends on the predicted time to failure. This paper introduces a temporal neuro-fuzzy system (TNFS) for performing the fault prognosis task and exactly estimating the RUL of preheater cyclones in a cement plant. The main component of the TNFS is a set of temporal fuzzy rules that have been chosen for their ability to explain the behavior of the entire system, the components{\textquoteright} degradation, and the RUL estimation. The benefit of introducing time in the structure of fuzzy rules is that a local memory of the TNFS is created to capture the dynamics of the prognostic task. More precisely, the paper emphasizes improving the performance of TNFSs for prediction. The RUL estimation process is broken down into four generic processes: building a predictive model, selecting the most critical parameters, training the TNFS, and predicting RUL through the generated temporal fuzzy rules. Finally, the performance of the proposed TNFS is evaluated using a real preheater cement cyclone dataset. The results show that our TNFS produces better results than classical neuro-fuzzy systems and neural networks.

},
	url = {https://www.worldscientific.com/doi/10.1142/S0218539319500128},
	author = {Rafik Mahdaoui and Leila-Hayet Mouss and Haboussi, Amar and Ouahiba Chouhal and Haouassi, Hichem and Maarouk,Toufik-Messoud}
}
@mastersthesis {6176,
	title = {Optimisation des fonctions int{\'e}gr{\'e}es de production, de stockage et de distribution dans une chaine logistique},
	year = {2019},
	author = {Senoussi, Ahmed}
}
@mastersthesis {6143,
	title = {Aide {\`a} la d{\'e}cision pour am{\'e}liorer la performance d\&rsquo;une entreprise alg{\'e}rienne},
	year = {2019},
	author = {Zeghoud  Hichad}
}
@mastersthesis {6142,
	title = {Mod{\'e}lisation et optimisation d\&rsquo;une chaine d\&rsquo;approvisionnement. Application dans une entreprise algerienne},
	year = {2019},
	author = {Bouali Mouna}
}
@mastersthesis {6141,
	title = {Mise en {\oe}uvre d\&rsquo;une nouvelle approche pour le d{\'e}veloppement des produits nouveaux},
	year = {2019},
	author = {Khezzar Houria}
}
@mastersthesis {6140,
	title = {Pilotage des flux par la m{\'e}thode DDMRP},
	year = {2019},
	author = {Beweghli Nacereddine}
}
@mastersthesis {6139,
	title = {Probl{\`e}me d\&$\#$39;int{\'e}gration  production et tarification dynamique},
	year = {2019},
	author = {Friras Aboubaker-Essedik}
}
@mastersthesis {6138,
	title = {Analyse d\&$\#$39;un syst{\`e}me industriel (aspect risque) par la methode MOZAR},
	year = {2019},
	author = {Rebbache  Abderaouf}
}
@mastersthesis {6137,
	title = {Utilisation des nalgorithmess g{\'e}n{\'e}tiaque pour l\&$\#$39;analyse d\&$\#$39;un probleme d\&$\#$39;ordonnancement continu a contraintes de ressources},
	year = {2019},
	author = {Mokrane Abderaouf}
}
@mastersthesis {6136,
	title = {Evaluation des co{\^u}ts du risque dans un syst{\`e}me de production},
	year = {2019},
	author = {Oulmane Samiha}
}
@mastersthesis {6135,
	title = {Evaluation de l\&$\#$39;incertitude dans un syst{\`e}me de production approche simulation},
	year = {2019}
}
@mastersthesis {6134,
	title = {Mod{\'e}lisation d\&$\#$39;entreprise par la m{\'e}thode 4EM},
	year = {2019},
	author = {Bentarssia Harroun}
}
@mastersthesis {6133,
	title = {Une nouvelle approche multicrit{\`e}res bas{\'e}e sur les \&laquo; rough sets et rough numbers \&raquo;},
	year = {2019},
	author = {Merdj Lamia}
}
@mastersthesis {6132,
	title = {Effets de la normalisation sur les choix dans les m{\'e}thodes multicrit{\`e}res avec {\'e}tude de cas},
	year = {2019},
	author = {Djafri Wahiba}
}
@mastersthesis {6131,
	title = {Prise de d{\'e}cision dans la location de mat{\'e}riel sous un partage d\&rsquo;information impr{\'e}cis},
	year = {2019},
	author = {Boukhabelat Rahma}
}
@mastersthesis {6130,
	title = {Probl{\`e}me de lot-sizing avec accumulation de retards, sous-traitance et planification de la maintenance pr{\'e}ventive},
	year = {2019},
	author = {Sekkiou Abdelghani}
}
@mastersthesis {6129,
	title = {Optimisation d\&$\#$39;un flux d\&$\#$39;op{\'e}ration dans un atelier sous contrainte de r{\'e}glage},
	year = {2019},
	author = {Adjouli Sofiane}
}
@mastersthesis {6128,
	title = {Optimisation d\&$\#$39;un Flow Shop Hybride},
	year = {2019},
	author = {Bedda Aziz}
}
@mastersthesis {6127,
	title = {Mise en {\oe}uvre d\&$\#$39;une nouvelle approche pour le d{\'e}veloppement des produits nouveaux},
	year = {2019},
	author = {Khezzar Houria}
}
@mastersthesis {6126,
	title = {Aide {\`a} la d{\'e}cision pour am{\'e}liorer la performance d\&$\#$39;une entreprise alg{\'e}rienne},
	year = {2019},
	author = {Zeghoud  Hichad}
}
@mastersthesis {6000,
	title = {{\'E}tude cin{\'e}matique de la plate-forme de Stewart},
	year = {2019},
	author = {Chinar Walid}
}
@mastersthesis {5999,
	title = {Planification de la trajectoire d\&$\#$39;un bras manipulateur redondant},
	year = {2019},
	author = {Ziani Abdelhak}
}
@mastersthesis {5998,
	title = {Approche hybride pour l\&$\#$39;acquisition des connaissances},
	year = {2019},
	author = {Benzedira Khaoula}
}
@mastersthesis {5997,
	title = {Maintenance d\&$\#$39;un syst{\`e}me de production},
	year = {2019},
	author = {Bourenane Mouna}
}
@mastersthesis {5996,
	title = {Meta-heuristique pour l\&$\#$39;optimisation des syst{\`e}mes de fabrication cellulaires},
	year = {2019},
	author = {Messaoudene Sara}
}
@mastersthesis {5995,
	title = {Approche d\&$\#$39;optimisation pour le probl{\`e}me de la maintenance des syst{\`e}mes multicomposant},
	year = {2019},
	author = {Tebib Samira}
}
@mastersthesis {5994,
	title = {Ordonnancement sur Multi-lignes de production h{\'e}t{\'e}rog{\`e}nes},
	year = {2019},
	author = {Zudane Hassiba}
}
@mastersthesis {5993,
	title = {Application des techniques de datamining {\`a} un syst{\`e}me de production},
	year = {2019},
	author = {Yousfi Fadia}
}
@mastersthesis {5992,
	title = {Conception d\&$\#$39;un didactitiel (courseware) pour une usine apprenante},
	year = {2019},
	author = {Aghamaeyni Abdoulmadjid}
}
@mastersthesis {5991,
	title = {D{\'e}veloppement d\&rsquo;une plateforme scientom{\'e}trique pour le management des connaissances et le capital intellectuel},
	year = {2019},
	author = {Cherid Walid}
}
@mastersthesis {5910,
	title = {Etude des risques dans une chaine logistique hospitali{\`e}re par l\&rsquo;approche AMDEC  Option : Ing{\'e}nierie logistique},
	year = {2019},
	author = {Mokrani Abderaouf}
}
@mastersthesis {5909,
	title = {Aide {\`a} l\&rsquo;am{\'e}lioration des performances d\&rsquo;une chaine logistique d\&rsquo;un m{\'e}dicament par la d{\'e}tection des donn{\'e}es pertinentes des diff{\'e}rentes sources d\&rsquo;information},
	year = {2019},
	author = {Bezzeghli Naccereddine}
}
@mastersthesis {5908,
	title = {Machine Learning utilisant les SVM avec python pour la classification},
	year = {2019},
	author = {Touhar Djamel}
}
@mastersthesis {5907,
	title = {Analyse pr{\'e}dictive de fonctionnement de machine industrielles utilisant un outil de machine learning},
	year = {2019},
	author = {Bekhouche Hani}
}
@mastersthesis {5906,
	title = {Machine Learning utilisant les r{\'e}seaux de neurones avec python pour la classification},
	year = {2019},
	author = {Chenen Samir}
}
@mastersthesis {5905,
	title = {Classification supervis{\'e}e des commandes vocales par la technique des k plus proches voisins},
	year = {2019},
	author = {Mostefaoui Djamel Eddine}
}
@mastersthesis {5904,
	title = {Application de la technique des machines {\`a} vecteur de support pour la classification},
	year = {2019},
	author = {Bouzid Brahim}
}
@mastersthesis {5903,
	title = {Reconnaissance automatique des commandes par r{\'e}seaux de neurones artificiels},
	year = {2019},
	author = {Bezzeghli Chems Eddine}
}
@mastersthesis {5902,
	title = {D{\'e}veloppement d\&rsquo;une application interactive pour la construction d\&rsquo;un ordonnancement pr{\'e}visionnel},
	year = {2019},
	author = {Benhouria Hocine}
}
@mastersthesis {5901,
	title = {D{\'e}veloppement d\&rsquo;une application interactive pour la construction d\&rsquo;un ordonnancement pr{\'e}visionnel},
	year = {2019},
	author = {Aouef Hanane}
}
@mastersthesis {5900,
	title = {Etude de r{\^o}le des signaux faibles sur la reconfiguration des Processus de la cha{\^\i}ne logistique: les grandes surfaces de distribution},
	year = {2019},
	author = {Bouchouereb  Ibrahim}
}
@mastersthesis {5899,
	title = {Aide {\`a} l\&rsquo;am{\'e}lioration des performances d\&rsquo;une chaine logistique d\&rsquo;un m{\'e}dicament par la d{\'e}tection des donn{\'e}es pertinentes des diff{\'e}rentes sources d\&rsquo;information},
	year = {2019},
	author = {Bezzeghli Naccereddine}
}
@mastersthesis {5898,
	title = {D{\'e}termination des la disponibilite et la maintenabilite par approche statistique Cas de l\&$\#$39;ONA},
	year = {2019},
	author = {Haddar Faouzi}
}
@mastersthesis {5897,
	title = {Mise en place de MSP dans un syst{\`e}me de production},
	year = {2019},
	author = {Faroudj Khaoula}
}
@mastersthesis {5896,
	title = {Approche hybride pour l\&$\#$39;acquisition des connaissances},
	year = {2019},
	author = {Benssedira Khaoula}
}
@mastersthesis {5895,
	title = {Diagnostic et exploitation des connaissances des syst{\`e}mes tol{\'e}rants aux fautes},
	year = {2019},
	author = {Djebbar Omar}
}
@mastersthesis {5894,
	title = {Reconnaissance floue des formes pour le diagnostic d\&$\#$39;un syst{\`e}me industriel},
	year = {2019},
	author = {Boufedda Yahia}
}
@mastersthesis {5893,
	title = {Application d\&$\#$39;une technique cryptographique pour la s{\'e}curit{\'e} des syst{\`e}mes d\&$\#$39;information},
	year = {2019},
	author = {Saoudi Achraf Oussama}
}
@mastersthesis {5892,
	title = {Utilisation des capteurs sans fil bas{\'e}s sut les tags RFID pour la tracabilit{\'e} en aval},
	year = {2019},
	author = {Chalabi Lakhdar}
}
@mastersthesis {5891,
	title = {Simulation de la localisation en temps r{\'e}el (RTLS) dans une usine intelligente},
	year = {2019},
	author = {Benharchache Rania}
}
@mastersthesis {5890,
	title = {D{\'e}veloppement d\&$\#$39;un logiciel p{\'e}dagogique en PHP sous la plateforme Moodle},
	year = {2019},
	author = {Assas Said}
}
@mastersthesis {5889,
	title = {D{\'e}veloppement d\&$\#$39;un logiciel de gestion de laboratoire d\&$\#$39;analyses m{\'e}dicales en VBA},
	year = {2019},
	author = {Zeani Abderazak}
}
@mastersthesis {5888,
	title = {Exploitation d\&rsquo;un syst{\`e}me de contr{\^o}le distribu{\'e} \&laquo; DCS : Distributed Control System \&raquo; pour la r{\'e}alisation d\&rsquo;un syst{\`e}me de T{\'e}l{\'e}-contr{\^o}le SCADA (Application pour un champ p{\'e}trolier)},
	year = {2019},
	author = {Boughrira  Aimene}
}
@mastersthesis {5887,
	title = {Etude comparative des syst{\`e}mes de contr{\^o}le distribu{\'e} \&laquo; DCS : Distributed Control System \&raquo; et leur mise {\`a} niveau (Application pour le contr{\^o}le des installations p{\'e}troli{\`e}res) \&raquo;},
	year = {2019},
	author = {Belayat Souleyman}
}
@mastersthesis {5886,
	title = {Conception d\&rsquo;un kit d\&rsquo;essai pour syst{\`e}me de supervision SCADA en r{\'e}seau WirelessHART},
	year = {2019},
	author = {Belkhiri Kamel}
}
@mastersthesis {5838,
	title = {Contribution {\`a} la surveillance des syst{\`e}mes de production par les syst{\`e}mes Multi-Agents Collectifs},
	year = {2019},
	author = {Chouhal Ouahiba}
}
@mastersthesis {5837,
	title = {Vers le pronostic des systemes de productions},
	year = {2019},
	author = {Mahdaoui Rafik}
}
@mastersthesis {5836,
	title = {De l\&rsquo;Intelligence Artificielle vers le Machine Learning pour la Supervision d\&rsquo;un Syst{\`e}me de Production Industriel},
	year = {2019},
	author = {Zermane Hanane}
}
@mastersthesis {5827,
	title = {Un syst{\`e}me de reconnaissance de formes base sur une approche multi-classifieurs},
	year = {2019},
	author = {Derdour Khadidja}
}
@mastersthesis {5762,
	title = {Obstacle Avoidance in a Programmable Path based Mobile Robot Control. \&ndash;Distance Measurement, and path replanning},
	year = {2019},
	author = {Merazga Chaima}
}
@mastersthesis {5761,
	title = {Commande de la roue motrice d\&rsquo;un robot mobile. \&ndash; Acquisition pr{\'e}cise, en vue de l\&$\#$39;Identification et R{\'e}gulation, de la vitesse de rotation},
	year = {2019},
	author = {Litim Choua{\"\i}b}
}
@mastersthesis {5760,
	title = {Analyse pr{\'e}dictive des pannes d\&rsquo;un turbor{\'e}acteur utilisant RapidMiner},
	year = {2019},
	author = {Bekkouche Hani}
}
@mastersthesis {5759,
	title = {Classification des alarmes d\&rsquo;un broyeur cru utilisant les RNA},
	year = {2019},
	author = {Chenen Samir}
}
@mastersthesis {5758,
	title = { Supervision system control based on SVM classification and regression},
	year = {2019},
	author = {Touahar Djamel}
}
@proceedings {5207,
	title = {Optimisation de la durabilit{\'e} d\&rsquo;un syst{\`e}me de Production hybride manufacturing/remanufacturing dans la chaine logistique {\`a} boucle ferm{\'e}e},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Kadri M}
}
@proceedings {5206,
	title = {Ordonnancement d\&rsquo;un Syst{\`e}me de production pour une Gestion Optimale d\&rsquo;Energie},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Bouakkaz A}
}
@proceedings {5205,
	title = {Contribution {\`a} l\&rsquo;am{\'e}lioration de mesure de la performance de la chaine logistique d\&rsquo;un syst{\`e}me de production complexe par une maitrise conjointe du lean sigma et la th{\'e}orie des contraintes},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Bouzidi H}
}
@proceedings {5204,
	title = {Mod{\`e}les int{\'e}gr{\'e}s de production, de sous-traitance, de qualit{\'e} et de maintenance dans une cha{\^\i}ne logistique en boucle ferm{\'e}e},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Gacem A}
}
@proceedings {5203,
	title = {Am{\'e}lioration du DDMRP (Demand Driven MRP)},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Benchadi Y}
}
@proceedings {5202,
	title = {Gestion des approvisionnements et des {\'e}changes de produits {\'e}quivalents dans les r{\'e}seaux logistiques multi niveau : Coop{\'e}ration plusieurs entreprises},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Benfriha L}
}
@proceedings {5200,
	title = {Contribution {\`a} la Pr{\'e}vision a Base d\&rsquo;Analyse Stochastique Multicrit{\`e}re Participative, des Performances d\&rsquo;un Syst{\`e}me de production Industriel},
	journal = {JD{\textquoteright}2018 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Zeghdani S}
}
@proceedings {5199,
	title = {Techniques d\&rsquo;Am{\'e}lioration de la Tra{\c c}abilit{\'e} pour l\&rsquo;Optimisation d\&rsquo;une Cha{\^\i}ne Logistique},
	journal = {JD{\textquoteright}2018 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Smaili Yamina}
}
@proceedings {5198,
	title = {Contribution {\`a} l\&rsquo;{\'e}valuation fonctionnelle des syst{\`e}mes industriels pour la maitrise des risques},
	journal = {JD{\textquoteright}2018 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Bouhidel lynda}
}
@proceedings {5197,
	title = {Proposition d\&rsquo;un syst{\`e}me de tra{\c c}abilit{\'e} et location {\`a} l\&rsquo;aide des r{\'e}seaux sans fils},
	journal = {JD{\textquoteright}2018 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Kadri M}
}
@article {5156,
	title = {An integrated framework using VSM, AHP and TOPSIS for simplifying the sustainability improvement process in a complex manufacturing process, ISSN 1726-0531},
	journal = {Journal of Engineering Design and Technology},
	year = {2019},
	abstract = {Purpose The purpose of this paper is to propose an integrated approach for assessing the sustainability of production and simplifying the improvement tasks in complex manufacturing processes. Design/methodology/approach The proposed approach has been investigated the integration of value stream mapping (VSM), analytic hierarchy process (AHP) and technique for order preference by similarity to ideal solution (TOPSIS). VSM is used as a basic structure for assessing and improving the sustainability of the manufacturing process. AHP is used for weighting the sustainability indicators and TOPSIS for prioritizing the operations of a manufacturing process regarding the improvement side. Findings The results carried out from this study help the managers{\textquoteright} staff in organizing the improvement phase in the complex manufacturing processes through computing the importance degree of each indicator and determining the most influential operations on the production. Research limitations/implications The major limitations of this paper are that one case study was considered. In addition, to an average set of sustainability indicators that have been treated. Originality/value The novelty of this research is expressed by the development of an extended VSM in complex manufacturing processes. In addition, the proposed approach contributes with a new improvement strategy through integrating the multi-criteria decision approaches with VSM method to solve the complexity of the improvement process from sustainability viewpoints.},
	url = {https://www.researchgate.net/publication/335614660_An_integrated_framework_using_VSM_AHP_and_TOPSIS_for_simplifying_the_sustainability_improvement_process_in_a_complex_manufacturing_process},
	author = {Soltani Mohyiddine and Aouag Hichem and Mouss Mohamed Djamel}
}
@article {5153,
	title = {Optimization of single outsourcer\&ndash;single subcontractor outsourcing relationship under reliability and maintenance constraints, ISSN / e-ISSN  1735-5702  / 2251-712X},
	journal = {Journal of Industrial Engineering International volume },
	volume = {Vol 15},
	number = {Issue 3},
	year = {2019},
	pages = { 395{\textendash}409},
	abstract = {In this paper, we focus on outsourcing activities optimization problem in single period setting. In some situations, capacity planning or outsourcing is a one-time event and can be modeled as a single period problem. The aim of this research is to balance the trade-off between two echelons of a supply chain consisting of a single outsourcer and a single subcontractor. Each part is composed of a failure-prone single machine that produces one product type to satisfy market requirements. The outsourcer{\textquoteright}s manufacturing system is not able to satisfy the demand; in this case, outsourcing is allowed to recover the lack of capacity. We consider that the subcontractor can satisfy the demands of strategic clients and rent his machine for the outsourcer under a win{\textendash}win partnership contract. We assume that the hazard failure rate depends on time and the adopted manufacture rate. When unforeseen failures occur, minimal repairs are implemented. Overhaul can be performed to reduce the degradation effects. Hence, we develop a mathematical model to define a profitability interval so that both parties of supply chain can be considered as winners. We seek to determine the contract parameters that suit both parties (duration, start and end dates, the production and outsourcing rates). Then, we develop an exact algorithm to solve the problem of single period optimization, which offers a better execution time through a series of test problems. Finally, we consider a sensitivity analysis based on outsourcing parameters (cost, periodicities, etc) to analyze their effects on partial costs and individual profit of each part, as well as the total profit generated by the system.},
	url = {https://link.springer.com/article/10.1007/s40092-019-0307-9},
	author = {Haoues Mohammed and Dahane Mohammed and Mouss Nadia Kinza}
}
@proceedings {5141,
	title = {Proposal of an Automatic Single Document Text Summarization},
	journal = {International Conference on Management, Economics \& Social Science},
	year = {2019},
	url = {http://researchfora.com/Conference2019/UK/2/ICMESS/},
	author = {Zerari Naima and Aitouche Samia}
}
@article {5130,
	title = {Supervision of an Industrial Process using Artificial Intelligence, ISSN / e-ISSN  2347-6982 / 2349-204X},
	journal = {International Journal of Industrial Electronics and Electrical Engineering},
	volume = {Vol 7},
	number = {Issue 6},
	year = {2019},
	author = {Zermane Hanane and Kasmi Rached and Aitoche Samia}
}
@proceedings {5122,
	title = {Supervision de Robot Manipulateur virtuel  par Les r{\'e}seaux de neurones et les r{\'e}seaux de Petri},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Grieb Ouahab}
}
@proceedings {5121,
	title = {Optimisation des ressources d\&$\#$39;un syst{\`e}me de production avec prise en compte de l\&rsquo;interaction homme-machine},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Bensakhria Mohamed}
}
@proceedings {5120,
	title = {Int{\'e}gration de Lean Green et Six Sigma},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Soltani Mohyeddine}
}
@proceedings {5119,
	title = {Conception d\&rsquo;une mise {\`a} niveau mat{\'e}rielle et logicielle d\&rsquo;un syst{\`e}me                        de contr{\^o}le-commande (DCS : Distributed Control System)},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Righi Amine}
}
@proceedings {5118,
	title = {Un Syst{\`e}me d\&rsquo;aide {\`a} la d{\'e}cision appliqu{\'e} au GPS pilot{\'e} par la voix humaine \&laquo; cas de distribution de produits \&raquo;},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Guezouli Lahcene}
}
@proceedings {5117,
	title = {Contribution au Diagnostic des Pannes pour les Syst{\`e}mes Eoliens},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Soussa Abdelkrim}
}
@proceedings {5116,
	title = {Mod{\'e}lisation et {\'e}valuation des performances des syst{\`e}mes logistiques},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Arrar Nacereddine}
}
@proceedings {5115,
	title = {La politique de Suret{\'e} de Fonctionnement dans les syst{\`e}mes industriels : Application aux stations d\&rsquo;{\'e}puration dites STEP},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {NOUNE Med Said}
}
@proceedings {5114,
	title = {Dialogue Homme Machine appliqu{\'e} {\`a} la langue arabe standard (speech To speech STS):Application serveur vocal d\&rsquo;une banque},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Menzer Hilal}
}
@proceedings {5113,
	title = {Implantation d\&rsquo;une GMAO dans un syst{\`e}me de production pour l\&rsquo;am{\'e}lioration de la performance de l\&rsquo;entreprise},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Belhoul Haroun}
}
@proceedings {5112,
	title = {Contribution {\`a} l\&rsquo;utilisation des r{\'e}seaux d\&rsquo;achat Electroniques (e-sourcing) en vue de l\&rsquo;optimisation des structures d\&rsquo;approvisionnements de l\&rsquo;alg{\'e}rienne des textiles},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {AMEUR Zouina}
}
@proceedings {5111,
	title = {Approche de l\&rsquo;usine intelligente dans l\&rsquo;industrie 4.0, en utilisant le concept d\&rsquo;internet objets},
	journal = {JD{\textquoteright}2019 Journ{\'e}es des doctorants, Batna, Alg{\'e}rie},
	year = {2019},
	author = {Bouhafna Kheyreddine}
}
@proceedings {5083,
	title = {Enhancement of the industrial performances through Value Stream Mapping method: case study in an Algerian},
	journal = { ISTSID International symposium on Technology Sustainable Industry Development 25-26/02 Eloued},
	year = {2019},
	author = {Soltani Mohyeddine}
}
@proceedings {5072,
	title = {Proposal of an Automatic Single Document Text Summarization},
	journal = {43rd International Conference on Management, Economics \& Social Science ( ICMESS 2019 ) 18-19 Mars},
	year = {2019},
	url = {http://researchfora.com/Conference2019/UK/2/ICMESS/},
	author = {Zerari, Naima and Samia Aitouche and Hanane Zermane and Yaha, Asma}
}
@article {5053,
	title = {Enhancement of the competitiveness and the financial capability of a manufacturing process through a new Value Stream Mapping approach, ISSN / e-ISSN 1746-6474 / 1746-6482},
	journal = {International Journal of Productivity and Quality Management},
	volume = {1},
	number = {1},
	year = {2019},
	pages = {1},
	abstract = {The organisations having a futuristic look and aiming to impose their presence in the industrial field for a long possible term, are seeking for finding solutions linked to controlling their cash flow and assessing their competitiveness performances. Therefore, the purpose of this paper is to propose a new quality and cost value stream mapping for monitoring the costs consumption and assessing the competitiveness of a company. We use three key concepts namely life cycle costing for estimation of the most influential costs on the manufacturing process, the weighted DPMO and Sigma level for assessing the quality level and the competitiveness of the company. Finally, the data obtained are mapped using value stream mapping method for enabling the determination of dysfunctions in the cost and quality context.},
	url = {https://www.researchgate.net/publication/331309801_Enhancement_of_the_competitiveness_and_the_financial_capability_of_a_manufacturing_process_through_a_new_Value_Stream_Mapping_approach},
	author = {Soltani Mohyiddine and Aouag Hichem and Mouss Med Djamel}
}
@article {5052,
	title = {An integrated framework using VSM, AHP and TOPSIS for simplifying the sustainability improvement process in a complex manufacturing process, ISSN 1726-0531},
	journal = {Journal of Engineering, Design and Technology},
	volume = {Volume 17},
	number = { Issue 6},
	year = {2019},
	abstract = {Purpose The purpose of this paper is to propose an integrated approach for assessing the sustainability of production and simplifying the improvement tasks in complex manufacturing processes. Design/methodology/approach The proposed approach has been investigated the integration of value stream mapping (VSM), analytic hierarchy process (AHP) and technique for order preference by similarity to ideal solution (TOPSIS). VSM is used as a basic structure for assessing and improving the sustainability of the manufacturing process. AHP is used for weighting the sustainability indicators and TOPSIS for prioritizing the operations of a manufacturing process regarding the improvement side. Findings The results carried out from this study help the managers{\textquoteright} staff in organizing the improvement phase in the complex manufacturing processes through computing the importance degree of each indicator and determining the most influential operations on the production. Research limitations/implications The major limitations of this paper are that one case study was considered. In addition, to an average set of sustainability indicators that have been treated. Originality/value The novelty of this research is expressed by the development of an extended VSM in complex manufacturing processes. In addition, the proposed approach contributes with a new improvement strategy through integrating the multi-criteria decision approaches with VSM method to solve the complexity of the improvement process from sustainability viewpoints.},
	url = {https://www.researchgate.net/publication/335614660_An_integrated_framework_using_VSM_AHP_and_TOPSIS_for_simplifying_the_sustainability_improvement_process_in_a_complex_manufacturing_process},
	author = {Mohyiddine Soltani and Aouag Hichem and Mouss Med Djamel}
}
@article {5050,
	title = {Bidirectional deep architecture for Arabic speech recognition,  e-ISSN  2299-1093},
	journal = {Open Computer Science},
	volume = {Volume 9},
	number = {Issue 1},
	year = {2019},
	pages = {92-102},
	abstract = {Nowadays, the real life constraints necessitatescontrolling modern machines using human interventionby means of sensorial organs. The voice is one of the humansenses that can control/monitor modern interfaces.In this context, Automatic Speech Recognition is principallyused to convert natural voice into computer text aswell as to perform an action based on the instructionsgiven by the human. In this paper, we propose a generalframework for Arabic speech recognition that uses LongShort-Term Memory (LSTM) and Neural Network (Multi-Layer Perceptron: MLP) classifier to cope with the nonuniformsequence length of the speech utterances issuedfromboth feature extraction techniques, (1)Mel FrequencyCepstral Coefficients MFCC (static and dynamic features),(2) the Filter Banks (FB) coefficients. The neural architecturecan recognize the isolated Arabic speech via classificationtechnique. The proposed system involves, first, extractingpertinent features from the natural speech signalusing MFCC (static and dynamic features) and FB. Next,the extracted features are padded in order to deal with thenon-uniformity of the sequences length. Then, a deep architecturerepresented by a recurrent LSTM or GRU (GatedRecurrent Unit) architectures are used to encode the sequencesofMFCC/FB features as a fixed size vector that willbe introduced to a Multi-Layer Perceptron network (MLP)to perform the classification (recognition). The proposedsystem is assessed using two different databases, the firstone concerns the spoken digit recognition where a comparisonwith other related works in the literature is performed,whereas the second one contains the spoken TVcommands. The obtained results show the superiority ofthe proposed approach.},
	url = {https://www.degruyter.com/view/journals/comp/9/1/article-p92.xml},
	author = {Zerari Naima and Abdelhamid Samir and Bouzgo Hassen and Raymond Christian}
}
@proceedings {5035,
	title = {Proposition d\&rsquo;un syst{\`e}me distribu{\'e} de diagnostic et pronostic bas{\'e} sur les services web et ELM},
	journal = {JD{\textquoteright}2019 1{\`e}re Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Berghout Tarek}
}
@proceedings {5034,
	title = {Mod{\'e}lisation et Optimisation des syst{\`e}mes renouvelables hybrides pour les sites autonomes},
	journal = {JD{\textquoteright}2019 2{\`e}me Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Zereg Heda}
}
@proceedings {5033,
	title = {Supervision et pilotage automatique d\&rsquo;un syst{\`e}me de production industriel dans le Cloud Computing utilisant Machine Learning},
	journal = {JD{\textquoteright}2019 2{\`e}me Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Meguelatti Abderahmene}
}
@proceedings {5032,
	title = {Elaboration d\&rsquo;un Module de Diagnostic sous Contraintes dans le cadre d\&rsquo;une Strat{\'e}gie de Commande Tol{\'e}rante aux D{\'e}fauts},
	journal = {JD{\textquoteright}2019 2{\`e}me Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Hadjidji Nadjiha}
}
@proceedings {5031,
	title = {Syst{\`e}me intelligent d\&$\#$39;aide {\`a} la d{\'e}cision pour la pr{\'e}diction et l\&$\#$39;optimisation des param{\`e}tres d\&$\#$39;un forage p{\'e}trolier},
	journal = {JD{\textquoteright}2019 1{\`e}re Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Rezki Djamil}
}
@proceedings {5030,
	title = {Une nouvelle approche pour la s{\'e}curit{\'e} des Syst{\`e}mes de Contr{\^o}le et d\&$\#$39;Acquisition de Donn{\'e}es SCADA},
	journal = {JD{\textquoteright}2019 1{\`e}re Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Guettafi Salah}
}
@proceedings {5029,
	title = {Conception d\&$\#$39;un syst{\`e}me d\&rsquo;aide {\`a} la maintenance collaborative bas{\'e}e sur la r{\'e}alit{\'e} mixte},
	journal = {JD{\textquoteright}2019 1{\`e}re Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Hamidene Rabie}
}
@proceedings {5028,
	title = {Contribution {\`a} la mise en place d\&rsquo;une solution distribu{\'e}e intelligente pour le choix d\&rsquo;une technique d\&rsquo;ordonnancement ad{\'e}quate},
	journal = {JD{\textquoteright}2019 1{\`e}re Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Abdessamed Ahmed Adnane}
}
@proceedings {5027,
	title = {Supervision et pilotage automatique d\&rsquo;un syst{\`e}me de production industriel dans le Cloud Computing utilisant Machine Learning},
	journal = {JD{\textquoteright}2019 2{\`e}me Journ{\'e}es des doctorants 14 Octobre Batna, Alg{\'e}rie},
	year = {2019},
	author = {Meguelatti Abderahmene}
}
@proceedings {4966,
	title = {A New Approache on the trajectory planning of the robot for terminal spray},
	journal = {ICMM 2019 The  third edition of the International Conference of Mechanics and Materials},
	year = {2019},
	url = {http://univ-setif.dz},
	author = {Haboussi Ammar}
}
@proceedings {4965,
	title = {Supervision du syst{\`e}me de clink{\'e}risation par les systemes Immunitaires artificiels},
	journal = {ICMM 2019 The  third edition of the International Conference of Mechanics and Materials},
	year = {2019},
	url = {https://www.researchgate.net/publication/337210108_Supervision_Du_Systeme_De_Clinkerisation_De_La_Cimenterie_Par_Les_Systemes_Immunitaires_Artificiels},
	author = {Haboussi Ammar}
}
@proceedings {4956,
	title = {Proposal of an Automatic Single Document Text Summarization},
	journal = {ICMESS 2019  International Conference on Management, Economics \& Social Science,18 -19 March London United Kingdom},
	year = {2019},
	author = {Zerari Naima}
}
@proceedings {4955,
	title = {Supervision of an Industrial Process using Artificial Intelligence},
	journal = { ICSET 2019 International Conference on Science, Engineering \& Technology 18 -19 March London, United Kingdom},
	year = {2019},
	author = {Aitouche Samia}
}
@proceedings {4954,
	title = {
	Proposal of an Automatic Single Document Text Summarization 



	http://researchfora.com/Conference2019/UK/2/ICMESS/

},
	journal = {ICMESS 2019 43rd International Conference, 18-19 Mars London, Royaume unis},
	year = {2019},
	url = { http://researchfora.com/Conference2019/UK/2/ICMESS/},
	author = {Zerari Naima}
}
@proceedings {4953,
	title = {Type 2 Fuzzy logic approachto fault production in preheater cement Cyclone},
	journal = {IAM{\textquoteright}2019 2nd Conference on Informatic and Applied Mathematics 12-13 juin Guelma Algeria},
	year = {2019},
	author = {Chouhal Ouahiba}
}
@article {4906,
	title = {Bidirectional deep architecture for Arabic speech recognition.e,  e-ISSN  2299-1093},
	journal = { Open Computer Science},
	volume = {9},
	number = {1},
	year = {2019},
	pages = {pp. 92-102},
	abstract = {Nowadays, the real life constraints necessitates controlling modern machines using human intervention by means of sensorial organs. The voice is one of the human senses that can control/monitor modern interfaces. In this context, Automatic Speech Recognition is principally used to convert natural voice into computer text as well as to perform an action based on the instructions given by the human. In this paper, we propose a general framework for Arabic speech recognition that uses Long Short-Term Memory (LSTM) and Neural Network (Multi-Layer Perceptron: MLP) classifier to cope with the nonuniform sequence length of the speech utterances issued fromboth feature extraction techniques, (1)Mel Frequency Cepstral Coefficients MFCC (static and dynamic features), (2) the Filter Banks (FB) coefficients. The neural architecture can recognize the isolated Arabic speech via classification technique. The proposed system involves, first, extracting pertinent features from the natural speech signal using MFCC (static and dynamic features) and FB. Next, the extracted features are padded in order to deal with the non-uniformity of the sequences length. Then, a deep architecture represented by a recurrent LSTM or GRU (Gated Recurrent Unit) architectures are used to encode the sequences of MFCC/FB features as a fixed size vector that will be introduced to a Multi-Layer Perceptron network (MLP) to perform the classification (recognition). The proposed system is assessed using two different databases, the first one concerns the spoken digit recognition where a comparison with other related works in the literature is performed, whereas the second one contains the spoken TV commands. The obtained results show the superiority of the proposed approach.},
	url = {https://www.degruyter.com/view/j/comp.2019.9.issue-1/comp-2019-0004/comp-2019-0004.xml},
	author = {Zerari Naima and Abdelhamid Samir and Bouzgou Hassen and Raymond Christian}
}
@article {4905,
	title = {Supervision of an Industrial Process using Artificial Intelligence, ISSN / e-ISSN 2347-6982 / 2349-204X},
	journal = {International Journal of Industrial Electronics and Electrical Engineering},
	volume = {Vol 7},
	number = {Issue 6},
	year = {2019},
	abstract = {Process controls (basic as well as advanced) are implemented within the process control system, which may mean a distributed control system (DCS), programmable logic controller (PLC), and/or a supervisory control computer. DCSs and PLCs are typically industrially hardened and fault-tolerant. Supervisory control computers are often not hardened or faulttolerant, but they bring a higher level of computational capability to the control system, to host valuable, but not critical , advanced control applications. Advanced controls may reside in either the DCS or the supervisory computer, depending on the application. Basic controls reside in the DCS and its subsystems, including PLCs. Because we usually deal with real - world systems with real - world constraints (cost, computer resources, size, weight, power, heat dissipation, etc.), it is understood that the simplest method to accomplish a task is the one that should be used. Experts usually rely on common sense when they solve problems. They also use vague and ambiguous terms. Other experts have no difficulties with understanding and interpreting this statement because they have the background to hearing problems described like this. However, a knowledge engineer would have difficulties providing a computer with the same level of understanding. In a complex industrial process, how can we represent expert knowledge that uses vague and fuzzy terms in a computer to control it? In this context, the application is developed to control the pretreatment and pasteurization station of milk localized in Batna (Algeria) by adopting a control approach based on expert knowledge and fuzzy logic. Keywords - Intelligent Control; Data Acquisition; Industrial Process Control; Fuzzy Control},
	url = {http://www.iraj.in/journal/journal_file/journal_pdf/11-577-156602891045-50.pdf},
	author = {Hanane Zermane and Kasmi Rached and Samia Aitouche}
}
@article {4904,
	title = {Distributed control and monitoring based on cooperating agents: an application for manufacturing system, ISSN / e-ISSN 2170-161X  / 2488-2082},
	journal = {Journal of New Technology and Materials },
	volume = {Vol 8},
	number = {issue 3},
	year = {2019},
	pages = {pp. 25-28},
	abstract = {Control and monitoring of current manufacturing systems has become increasingly a complex problem. To expand their reliability we propose in this work a distributed approach for control and monitoring using the Multi Agents Systems. This approach is based on the decomposition of the complex system into subsystems easier to manage, and the design of several agents each one on these agents is dedicated to a particular task. A software application supporting this approach is developed for the cement clinker system of the Ain Touta cement plant. It is chosen to test the approach on real data. The results show that our distributed approach produces better results than the centralized health monitoring and control.},
	url = {https://www.asjp.cerist.dz/en/article/85300},
	author = {Chouhal Ouahiba and Mahdaoui Rafik and Mouss Leila Hayet}
}
@article {4903,
	title = {SOA-based distributed fault prognostic and diagnosis framework: An application for preheater cement cyclones, ISSN / e-ISSN 1751-6048 / 1751-6056},
	journal = {International Journal of Internet Manufacturing and Services},
	year = {2019},
	abstract = {Complex engineering manufacturing systems require efficient on-line fault diagnosis methodologies to improve safety and reduce maintenance costs. Traditionally, diagnosis and prognosis approaches are centralized, but these solutions are difficult to implement on increasingly prevalent distributed, networked embedded systems; whereas a distributed approach of multiple diagnosis and prognosis agents can offer a solution. Also, having the capability to control and observe process plant of a manufacturing system from a remote location has several benefits including the ability to track and to assist in solving a problem that might arise. This paper presents a distributed and over prognosis and diagnosis approach for physical systems basing on multi agent system and Service-Oriented Architecture. Specifics prognostic and diagnostic procedures and key modules of the architecture for Web Service-based Distributed Fault Prognostic and Diagnosis framework are detailed and developed for the preheater cement cyclones in the workshop of SCIMAT clinker. The experimental case study, reported in the present paper, shows encouraging results and fosters industrial technology transfer.},
	url = {https://www.inderscience.com/info/ingeneral/forthcoming.php?jcode=ijims},
	author = {Chouhal Ouahiba and Mahdaoui Rafik and Mouss Leila Hayet}
}
@article {4901,
	title = {Fast short-term global solar irradiance forecasting with wrapper mutual information. Renewable Energy, ISSN 0960-1481},
	journal = {Renewable Energy},
	volume = {Volume 133},
	year = {2019},
	pages = {pp. 1055-1065},
	abstract = {
	
		Accurate solar irradiance forecasts are now key to successfully integrate the (variable) production from large solar energy systems into the electricity grid. This paper describes a wrapper forecasting methodology for irradiance time series that combines mutual information and an Extreme Learning Machine (ELM), with application to short forecast horizons between 5-min and 3-h ahead. The method is referred to as Wrapper Mutual Information Methodology (WMIM). To evaluate the proposed approach, its performance is compared to that of three dimensionality reduction scenarios: full space (latest 50 variables), partial space (latest 5 variables), and the usual Principal Component Analysis (PCA). Based on measured irradiance data from two arid sites (Madina and Tamanrasset), the present results reveal that the reduction of the historical input space increases the forecasting performance of global solar radiation. In the case of Madina and forecast horizons from 5-min to 30-min ahead, the WMIM forecasts have a better coefficient of determination (R2 between 0.927 and 0.967) than those using the next best performing strategy, PCA (R2 between 0.921 and 0.959). The Mean Absolute Percentage Error (MAP) is also better for WMIM [7.4{\textendash}10.77] than for PCA [8.4{\textendash}11.55]. In the case of Tamanrasset and forecasting horizons from 1-h to 3-h ahead, the WMIM forecasts have an R2 between 0.883 and 0.957, slightly better than the next best performing strategy (PCA) (R2 between 0.873 and 0.910). The Normalized Mean Squared Error (NMSE) is similarly better for WMIM [0.048{\textendash}0.128] than for PCA [0.105{\textendash}0.130]. It is also found that the ELM technique is considerably more computationally efficient than the more conventional Multi Layer Perceptron (MLP). It is concluded that the proposed mutual information-based variable selection method has the potential to outperform various other proposed techniques in terms of prediction performance.
	

},
	url = {https://www.sciencedirect.com/science/article/pii/S0960148118313028},
	author = {Bouzgou Hassen and Gueymard Christian}
}
