Using hybridized ANN-GA prediction method for DOE performed drying experiments

References

• World Coal Association. https://www.worldcoal.org/coal/uses-coal/coal-electricity (accessed November 8, 2019).
   Google Scholar
• Osman, H.; Jangam, S. V.; Lease, J. D.; Mujumdar, A. S. 2011. Drying of Low-Rank Coal (LRC): A Review of Recent Patents and Innovations. Singapore: Minerals, Metals and Materials Technology Centre (M3TC).
   Google Scholar
• Pusat, S.; Akkoyunlu, M. T.; Erdem, H. H. Chapter 4: Evaporative Drying of Low-Rank Coal. In Sustainable Drying Technologies; del Real Olvera, J., Ed.; InTech: Rijeka, Croatia, 2016; pp 59–77.
   Google Scholar
• Akkoyunlu, M. T.; Erdem, H. H.; Pusat, S. Determination of Economic Upper Limit of Drying Process in Coal-Fired Power Plants. Dry. Technol. 2016, 34, 420–427. DOI: 10.1080/07373937.2015.1060489.
   Web of Science ®Google Scholar
• Pusat, S.; Erdem, H. H. Drying Characteristics of Coarse Low Rank Coal Particles in a Fixed Bed Dryer. Int. J. Coal Prep. Util. 2017, 37, 303–313. DOI: 10.1080/19392699.2016.1179638.
   Web of Science ®Google Scholar
• Pusat, S.; Akkoyunlu, M. T.; Erdem, H. H. Fragmentation of a Turkish Low Rank Coal during Fixed-Bed Evaporative Drying Process. Int. J. Coal Prep. Util. 2018, 1–9 (in press). DOI: 10.1080/19392699.2018.1451847.
   Google Scholar
• Pusat, S.; Akkoyunlu, M. T.; Erdem, H. H.; Teke, İ. Effects of Bed Height and Particle Size on Drying of a Turkish Lignite. Int. J. Coal Prep. Util. 2015, 35, 196–205. DOI: 10.1080/19392699.2015.1009051.
   Web of Science ®Google Scholar
• Pusat, S.; Akkoyunlu, M. T.; Erdem, H. H.; Dağdaş, A. Drying Kinetics of Coarse Lignite Particles in a Fixed Bed. Fuel Process. Technol. 2015, 130, 208–213. DOI: 10.1016/j.fuproc.2014.10.023.
   Web of Science ®Google Scholar
• Pusat, S.; Akkoyunlu, M. T. A New Empirical Correlation to Model Drying Characteristics of Low Rank Coals. Int. J. Oil Gas Coal Technol. 2017, 15, 287–297. DOI: 10.1504/IJOGCT.2017.084476.
   Web of Science ®Google Scholar
• Basu, J. K.; Bhattacharyya, D.; Kim, T. H. Use of Artificial Neural Network in Pattern Recognition. Int. J. Softw. Eng. Appl. 2010, 4, 23–34.
   Google Scholar
• Pekel, E.; Soner Kara, S. Solving Capacitated Location Routing Problem by Variable Neighborhood Descent and GA-Artificial Neural Network Hybrid Method. Promet—Traffic Transp. 2018, 30, 563–578. &Transportation,
   Web of Science ®Google Scholar
• Pekel, E.; Soner Kara, S. Passenger Flow Prediction Based on Newly Adopted Algorithms. Appl. Artif. Intel. 2017, 31, 64–79.
   Web of Science ®Google Scholar
• Rezaei, M. H.; Sadeghzadeh, M.; Alhuyi Nazari, M.; Ahmadi, M. H.; Astaraei, F. R. Applying GMDH Artificial Neural Network in Modeling CO2 Emissions in Four Nordic Countries. Int. J. Low-Carbon Technol. 2018, 13, 266–271. DOI: 10.1093/ijlct/cty026.
   Web of Science ®Google Scholar
• Akkoyunlu, M. T.; Pekel, E.; Akkoyunlu, M. C.; Pusat, S.; Özkan, C.; Kara, S. S. Moisture Content Estimation during Fixed Bed Drying Process with Design of Experiment and ANFIS Methods. Int. J. Oil Gas Coal Technol. 2019, 22, 332–345. DOI: 10.1504/IJOGCT.2019.10024567.
   Web of Science ®Google Scholar
• Akkoyunlu, M. T.; Akkoyunlu, M. C.; Pusat, S.; Özkan, C. Prediction of Accurate Values for Outliers in Coal Drying Experiments. Arab. J. Sci. Eng. 2015, 40, 2721–2727. DOI: 10.1007/s13369-015-1746-2.
   Web of Science ®Google Scholar
• Akkoyunlu, M. T.; Pekel, E.; Akkoyunlu, M. C.; Pusat, S.; Özkan, C.; Kara, S. S. Determination of Effective Parameters for Coal Moisture Content Determination Using a ‘Design of Experiment’ Method. Int. J. Coal Prep. Util. 2018, 38, 443–450. DOI: 10.1080/19392699.2017.1300582.
   Web of Science ®Google Scholar
• Coleman, D. E.; Montgomery, D. C. A Systematic Approach to Planning for a Designed Industrial Experiment. Technometrics 1993, 35, 1–12. DOI: 10.2307/1269285.
   Web of Science ®Google Scholar
• Kadiyala, A.; Kaur, D.; Kumar, A. Development of Hybrid Genetic-Algorithm-Based Neural Networks Using Regression Trees for Modeling Air Quality inside a Public Transportation Bus. J. Air Waste Manage. Assoc. 2013, 63, 205–218.
   Web of Science ®Google Scholar
• Shamseldin, A. Y.; O’Connor, K. M.; Liang, G. C. Methods for Combining the Outputs of Different Rainfall–Runoff Models. J. Hydrol. 1997, 197, 203–229. DOI: 10.1016/S0022-1694(96)03259-3.
   Web of Science ®Google Scholar
• Pusat, S.; Akkoyunlu, M. T.; Pekel, E.; Akkoyunlu, M. C.; Özkan, C.; Kara, S. S. Estimation of Coal Moisture Content in Convective Drying Process Using ANFIS. Fuel Process. Technol. 2016, 147, 12–17.
   Web of Science ®Google Scholar