Big Data, Scientific Programming, and Its Role in Internet of Industrial Things: A Decision Support System

Big data is a challenging issue as its volume, shape, and size need to be modified in order to extract important information for a specific purpose. The amount of data is rising with the passage of time. This increase in volume can be a challenging issue to analyze the data for smooth industry and the Internet of things. Several tools, techniques, and mechanisms are available to support the handling and management process of such data. Decision support systems can be one of the important techniques which can support big data in order to make decisions on time. The proposed study presents a decision support system to deal with big data and scientific programming for the Industrial Internet of Things. The study has used the tool of SuperDecisions to plot the hierarchy of situations of big data and scientific programming and to select the best alternative among the available.

[1]  Oleg E. Bukharov,et al.  Development of a decision support system based on neural networks and a genetic algorithm , 2015, Expert Syst. Appl..

[2]  Lotfi Hidri,et al.  An Ontology-Enabled Case-Based Reasoning Decision Support System for Manufacturing Process Selection , 2019, Advances in Materials Science and Engineering.

[3]  Jie Lu,et al.  Decision Making and Decision Support Systems , 2015 .

[4]  Hans W. Gottinger,et al.  Intelligent decision support systems , 1992, Decis. Support Syst..

[5]  Arkady B. Zaslavsky,et al.  Decision support for optimizing waste management , 2018, J. Decis. Syst..

[6]  Abdelwaheb Rebaï,et al.  Decision support system based on genetic algorithm and multi-criteria satisfaction analysis (MUSA) method for measuring job satisfaction , 2016, Annals of Operations Research.

[7]  Guan Huang,et al.  Research on the optimization of IIoT data processing latency , 2020, Comput. Commun..

[8]  Paulo Novais,et al.  Developing an Ambient Intelligent-Based Decision Support System for Production and Control Planning , 2016, ISDA.

[9]  Mukhamediev R.,et al.  Multi-criteria decision support system for RES evaluation , 2018, 2018 IEEE 12th International Conference on Application of Information and Communication Technologies (AICT).

[10]  A. Schwenk-Ferrero,et al.  Nuclear Waste Management Decision-Making Support with MCDA , 2017 .

[11]  Bijan Sarkar,et al.  A New DST-Belief Theoretic Project Selection Model for Multi-Criteria Decision Support System , 2015 .

[12]  Saad Zafar,et al.  Machine learning based decision support systems (DSS) for heart disease diagnosis: a review , 2017, Artificial Intelligence Review.

[13]  Shah Nazir,et al.  Multicriteria Decision and Machine Learning Algorithms for Component Security Evaluation: Library-Based Overview , 2020, Secur. Commun. Networks.

[14]  Madjid Tavana,et al.  A multicriteria spatial decision support system for solving emergency service station location problems , 2015, Int. J. Geogr. Inf. Sci..

[15]  John G. Breslin,et al.  Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case , 2020 .

[16]  Mafawez Alharbi,et al.  Intelligent Decision-Making Algorithm for Supplier Evaluation Based on Multi-criteria Preferences , 2018, 2018 1st International Conference on Computer Applications & Information Security (ICCAIS).

[17]  Lamia Chaari,et al.  A New Architecture for Cognitive Internet of Things and Big Data , 2019, KES.

[18]  Norberto Castillo-García,et al.  Challenges in the Design of Decision Support Systems for Port and Maritime Supply Chains , 2018 .

[19]  Bensheng Qiu,et al.  The Research of Clinical Decision Support System Based on Three-Layer Knowledge Base Model , 2017, Journal of healthcare engineering.

[20]  Xin Luo,et al.  Designing an intelligent decision support system for effective negotiation pricing: A systematic and learning approach , 2017, Decis. Support Syst..

[21]  Sara Torabi Moghadam,et al.  An interactive multi-criteria spatial decision support system for energy retrofitting of building stocks using CommuntiyVIZ to support urban energy planning , 2019, Building and Environment.

[22]  Inès Saad,et al.  Intelligent Multicriteria Decision Support System for a Periodic Prediction , 2019, EmC-ICDSST.

[23]  Quan Z. Sheng,et al.  Intelligent Decision Support Systems for Sustainable Computing , 2017, Intelligent Decision Support Systems for Sustainable Computing.

[24]  Sirkka-Liisa Jämsä-Jounela,et al.  Industry 4.0 based process data analytics platform: A waste-to-energy plant case study , 2020, International Journal of Electrical Power & Energy Systems.

[25]  Hyunbo Cho,et al.  Agile Supply Chain Decision Support System , 2015 .

[26]  Shah Nazir,et al.  Fuzzy logic based decision support system for component security evaluation , 2018, Int. Arab J. Inf. Technol..

[27]  Sarosh H. Patel,et al.  Partial Observer Decision Process Model for Crane-Robot Action , 2020, Sci. Program..

[28]  Shah Nazir,et al.  A sourcing decision model for application maintenance services , 2017, 2017 3rd International Conference on Science in Information Technology (ICSITech).

[29]  Juan Carlos Leyva López,et al.  A web-based group decision support system for multicriteria ranking problems , 2017, Oper. Res..

[30]  Mohamed Saad Eldin Mohamed,et al.  Developing an Intelligent Decision Support System Approach for Crisis Preparedness , 2017, WorldCIST.

[31]  Shah Nazir,et al.  Deep Learning Algorithms and Multicriteria Decision-Making Used in Big Data: A Systematic Literature Review , 2020, Complex..

[32]  K. Elangovan,et al.  Potential landfill site selection for solid waste disposal using GIS and multi-criteria decision analysis (MCDA) , 2018 .

[33]  Javier Villalba-Diez,et al.  Challenges and Opportunities for Publishing IIoT Data in Manufacturing as a Service Business , 2019 .

[34]  Kirill Yakunin,et al.  Multi-Criteria Spatial Decision Making Supportsystem for Renewable Energy Development in Kazakhstan , 2019, IEEE Access.

[35]  Ramin Sadeghian,et al.  A decision support system based on artificial neural network and fuzzy analytic network process for selection of machine tools in a flexible manufacturing system , 2016 .

[36]  Andrea Deaconescu,et al.  Decision Support System Based on Robust Design Methods , 2017 .

[37]  A. Kaklauskas,et al.  Intelligent decision-support systems and the Internet of Things for the smart built environment , 2016 .

[38]  Techniques for Intelligent Decision Support Systems , 2016 .

[39]  Anna Syberfeldt,et al.  An interactive decision support system using simulation-based optimization and data mining , 2015, 2015 Winter Simulation Conference (WSC).

[40]  Valentina Ferretti,et al.  Key challenges and meta-choices in designing and applying multi-criteria spatial decision support systems , 2016, Decis. Support Syst..

[41]  Federico Liberatore,et al.  A Decision Support System for predictive police patrolling , 2015, Decis. Support Syst..

[42]  Joanna Gabka,et al.  Multiple Criteria Decision Support System for Making the Best Manufacturing Technologies Choice and Assigning Contractors , 2017, ISAT.

[43]  Jerzy Korczak,et al.  Extension of Intelligence of Decision Support Systems: Manager Perspective , 2016, AITM/ISM@FedCSIS.

[44]  Murthy V. Jonnalagedda,et al.  Clustering based on correlation fractal dimension over an evolving data stream , 2018, Int. Arab J. Inf. Technol..

[45]  Shah Nazir,et al.  Object Detection through Modified YOLO Neural Network , 2020, Sci. Program..

[46]  Piotr Hirsch,et al.  Decision support system for design of long distance heat transportation system , 2018, Energy and Buildings.

[47]  楊亨利,et al.  To Make Good Decision: A Group DSS for Multiple Criteria Alternative Rank and Selection , 2015 .

[48]  Yung-fu Chen,et al.  Design of a Clinical Decision Support System for Fracture Prediction Using Imbalanced Dataset , 2018, Journal of healthcare engineering.

[49]  Katta G. Murty,et al.  DSS (Decision Support System) for Allocating Appointment Times to Calling Patients at a Medical Facility , 2015 .

[50]  Jing Huang,et al.  A secure and efficient data sharing scheme based on blockchain in industrial Internet of Things , 2020, J. Netw. Comput. Appl..

[51]  Carlo Meloni,et al.  A reliable decision support system for fresh food supply chain management , 2018, Int. J. Prod. Res..

[52]  Prem Prakash Jayaraman,et al.  The Role of Big Data Analytics in Industrial Internet of Things , 2019, Future Gener. Comput. Syst..

[53]  Anass Cherrafi,et al.  Understanding Big Data Analytics for Manufacturing Processes: Insights from Literature Review and Multiple Case Studies , 2019, Comput. Ind. Eng..

[54]  Arnaud Martin,et al.  A Multi-Criteria Recommender System Based on Users’ Profile Management , 2017 .

[55]  Low Sui Pheng,et al.  Knowledge Based Decision Support System (KBDSS) , 2018 .

[56]  LuoXin,et al.  Designing an intelligent decision support system for effective negotiation pricing , 2017 .

[57]  Duck Bong Kim,et al.  Developing a decision support system for improving sustainability performance of manufacturing processes , 2015, Journal of Intelligent Manufacturing.

[58]  Gökhan Silahtaroğlu,et al.  Implementing Adaptive Strategies of Decision Support Systems During Crises , 2017 .

[59]  Maria Kalinina Multi Criteria Decision Support System: Preference Information and Robustness , 2015, WorldCIST.

[60]  Mohamed Marzouk,et al.  Integrated agent-based simulation and multi-criteria decision making approach for buildings evacuation evaluation , 2019 .