Integration of Artificial Neural Network and the Optimal GNSS Satellites’ Configuration for Improving GNSS Positioning Techniques (A Case Study in Egypt)

Ansari, K., O. Corumluoglu, P. Verma & V. S. Pavelyev (2017) An overview of the international GNSS service (IGS). Grenze International Journal of Computer Theory and Engineering. Ansari K. Corumluoglu O. Verma P. Pavelyev V. S. ( 2017 ) An overview of the international GNSS service (IGS) . Grenze International Journal of Computer Theory and Engineering . Search in Google Scholar

Azami, H. & S. Sanei (2013) GPS GDOP classification via improved neural network trainings and principal component analysis. International Journal of Electronics, 101, 1300–1313. Azami H. Sanei S. ( 2013 ) GPS GDOP classification via improved neural network trainings and principal component analysis . International Journal of Electronics , 101 , 1300 – 1313 . Search in Google Scholar

Azami, H., S. Sanei & H. Alizadeh. 2012. GPS GDOP Classification via Advanced Neural Network Training. Azami H. Sanei S. Alizadeh H. . 2012 . GPS GDOP Classification via Advanced Neural Network Training . Search in Google Scholar

Azami, H., M. D. Soltani & I. Tavakkolnia. 2016. An intelligent approach for classification of GPS satellites based on neural network, genetic algorithm and particle swarm optimization. In 2016 International Conference for Students on Applied Engineering (ICSAE), 70–74. Azami H. Soltani M. D. Tavakkolnia I. . 2016 . An intelligent approach for classification of GPS satellites based on neural network, genetic algorithm and particle swarm optimization . In 2016 International Conference for Students on Applied Engineering (ICSAE) , 70 – 74 . Search in Google Scholar

Azarbad, M., H. Azami, S. Sanei & A. Ebrahimzadeh (2014) New Neural Network-based Approaches for GPS GDOP Classification based on Neuro-Fuzzy Inference System, Radial Basis Function, and Improved Bee Algorithm. Applied Soft Computing, 25, 285–292. Azarbad M. Azami H. Sanei S. Ebrahimzadeh A. ( 2014 ) New Neural Network-based Approaches for GPS GDOP Classification based on Neuro-Fuzzy Inference System, Radial Basis Function, and Improved Bee Algorithm . Applied Soft Computing , 25 , 285 – 292 . Search in Google Scholar

Barrile, V., G. M. Meduri, G. Bilotta & U. M. Trungadi (2016) GPS-GIS and Neural Networks for Monitoring Control, Cataloging the Prediction and Prevention in Tectonically Active Areas. Procedia - Social and Behavioral Sciences, 223, 909–914. Barrile V. Meduri G. M. Bilotta G. Trungadi U. M. ( 2016 ) GPS-GIS and Neural Networks for Monitoring Control, Cataloging the Prediction and Prevention in Tectonically Active Areas . Procedia - Social and Behavioral Sciences , 223 , 909 – 914 . Search in Google Scholar

Beale, H. D., H. B. Demuth & M. Hagan (1996) Neural network design. Pws, Boston. Beale H. D. Demuth H. B. Hagan M. ( 1996 ) Neural network design . Pws, Boston . Search in Google Scholar

Bear, J., A. H.-D. Cheng, S. Sorek, D. Ouazar & I. Herrera. 1999. Seawater intrusion in coastal aquifers: concepts, methods and practices. Springer Science & Business Media. Bear J. , A. H.- Cheng D. Sorek S. Ouazar D. Herrera I. . 1999 . Seawater intrusion in coastal aquifers: concepts, methods and practices . Springer Science & Business Media . Search in Google Scholar

Biswas, S. K., L. Qiao & A. G. Dempster (2017) Effect of PDOP on performance of Kalman Filters for GNSS-based space vehicle position estimation. GPS Solutions, 21, 1379–1387. Biswas S. K. Qiao L. Dempster A. G. ( 2017 ) Effect of PDOP on performance of Kalman Filters for GNSS-based space vehicle position estimation . GPS Solutions , 21 , 1379 – 1387 . Search in Google Scholar

Chandra, A. 2005. Surveying: Problem Solving with theory and objective type questions. New Age International. Chandra A. 2005 . Surveying: Problem Solving with theory and objective type questions . New Age International . Search in Google Scholar

Chien-Sheng, C. & S. Szu-Lin (2010) Resilient Back-propagation Neural Network for Approximation 2-D GDOP. Lecture Notes in Engineering and Computer Science, 2181. Chien-Sheng C. Szu-Lin S. ( 2010 ) Resilient Back-propagation Neural Network for Approximation 2-D GDOP . Lecture Notes in Engineering and Computer Science , 2181 . Search in Google Scholar

Correa Muñoz, N. A. & L. A. Cerón-Calderón (2018) Precision and accuracy of the static GNSS system for surveying networks used in Civil Engineering. Ingeniería e Investigación, 38, 52–59. Correa Muñoz N. A. Cerón-Calderón L. A. ( 2018 ) Precision and accuracy of the static GNSS system for surveying networks used in Civil Engineering . Ingeniería e Investigación , 38 , 52 – 59 . Search in Google Scholar

Davidovic, M. & N. Mijic (2017) ANALYSIS OF THE INFLUENCE OF SATELLITES CONSTELLATION IN GNSS POSITIONING ACCURACY. International Journal of Engineering, 15, 141–148. Davidovic M. Mijic N. ( 2017 ) ANALYSIS OF THE INFLUENCE OF SATELLITES CONSTELLATION IN GNSS POSITIONING ACCURACY . International Journal of Engineering , 15 , 141 – 148 . Search in Google Scholar

Dawson, J. & A. Woods (2010) ITRF to GDA94 coordinate transformations. Journal of Applied Geodesy, 4. Dawson J. Woods A. ( 2010 ) ITRF to GDA94 coordinate transformations . Journal of Applied Geodesy , 4 . Search in Google Scholar

Dogan, A. H., N. Tunalioglu, B. Erdogan & T. Ocalan (2018) Evaluation of the GPS Precise Point Positioning technique during the 21 July 2017 Kos-Bodrum (East Aegean Sea) Mw 6.6 earthquake. Arabian Journal of Geosciences, 11. Dogan A. H. Tunalioglu N. Erdogan B. Ocalan T. ( 2018 ) Evaluation of the GPS Precise Point Positioning technique during the 21 July 2017 Kos-Bodrum (East Aegean Sea) Mw 6.6 earthquake . Arabian Journal of Geosciences , 11 . Search in Google Scholar

El-naggar, A. M. (2011) Enhancing the accuracy of GPS point positioning by converting the single frequency data to dual frequency data. Alexandria Engineering Journal, 50, 237–243. El-naggar A. M. ( 2011 ) Enhancing the accuracy of GPS point positioning by converting the single frequency data to dual frequency data . Alexandria Engineering Journal , 50 , 237 – 243 . Search in Google Scholar

El-Tokhey, M., Y. M. Mogahed, M. Mamdouh & T. W. Hassan (2018) Establishment of New Continuous Operating Reference Station (CORS) at Faculty of Engineering, Ain Shams University. International Journal of Engineering and Advanced Technology (IJEAT), ISSN, 2249–8958. El-Tokhey M. Mogahed Y. M. Mamdouh M. Hassan T. W. ( 2018 ) Establishment of New Continuous Operating Reference Station (CORS) at Faculty of Engineering, Ain Shams University . International Journal of Engineering and Advanced Technology (IJEAT), ISSN , 2249 – 8958 . Search in Google Scholar

El Manaily, E., M. Abd Rabbou, A. El-Shazly & M. Baraka (2017) Evaluation of Quad-Constellation GNSS Precise Point Positioning in Egypt. Artificial Satellites, 52, 9–18. El Manaily E. Abd Rabbou M. El-Shazly A. Baraka M. ( 2017 ) Evaluation of Quad-Constellation GNSS Precise Point Positioning in Egypt . Artificial Satellites , 52 , 9 – 18 . Search in Google Scholar

Elshambaky, H. T. (2018) Application of neural network technique to determine a corrector surface for global geopotential model using GPS/levelling measurements in Egypt. Journal of Applied Geodesy, 12, 29–43. Elshambaky H. T. ( 2018 ) Application of neural network technique to determine a corrector surface for global geopotential model using GPS/levelling measurements in Egypt . Journal of Applied Geodesy , 12 , 29 – 43 . Search in Google Scholar

Elshambaky, H. T., M. R. Kaloop & J. W. Hu (2018) A novel three-direction datum transformation of geodetic coordinates for Egypt using artificial neural network approach. Arabian Journal of Geosciences, 11. Elshambaky H. T. Kaloop M. R. Hu J. W. ( 2018 ) A novel three-direction datum transformation of geodetic coordinates for Egypt using artificial neural network approach . Arabian Journal of Geosciences , 11 . Search in Google Scholar

Farah, A. (2017) Variation of Static-PPP Positioning Accuracy Using GPS-Single Frequency Observations (Aswan, Egypt). Artificial Satellites, 52, 19–26. Farah A. ( 2017 ) Variation of Static-PPP Positioning Accuracy Using GPS-Single Frequency Observations (Aswan, Egypt) . Artificial Satellites , 52 , 19 – 26 . Search in Google Scholar

Gera, G., R. Cossu, C. S. Regazzoni & L. Bruzzone (2011) A neural network based algorithm to performances enhancement of GNSS receivers in a multipath environment. Isip40 It, 45, 1130–1137. Gera G. Cossu R. Regazzoni C. S. Bruzzone L. ( 2011 ) A neural network based algorithm to performances enhancement of GNSS receivers in a multipath environment . Isip40 It , 45 , 1130 – 1137 . Search in Google Scholar

Ghoddousi-Fard, R. & P. Dare (2005) Online GPS processing services: an initial study. GPS Solutions, 10, 12–20. Ghoddousi-Fard R. Dare P. ( 2005 ) Online GPS processing services: an initial study . GPS Solutions , 10 , 12 – 20 . Search in Google Scholar

Han, S., Q. Gui, G. Li & Y. Du (2014) Minimum of PDOP and its applications in inter-satellite links (ISL) establishment of Walker-δ constellation. Advances in Space Research, 54, 726–733. Han S. Gui Q. Li G. Du Y. ( 2014 ) Minimum of PDOP and its applications in inter-satellite links (ISL) establishment of Walker-δ constellation . Advances in Space Research , 54 , 726 – 733 . Search in Google Scholar

Haykin, S. S. 2009. Neural networks and learning machines/Simon Haykin. New York: Prentice Hall. Haykin S. S. 2009 . Neural networks and learning machines/Simon Haykin . New York : Prentice Hall . Search in Google Scholar

Heßelbarth, A. & L. Wanninger (2010) Performance of GNSS-PPP in Post-Processing Mode. Rostock-Warnemünde, Germany, 02–05. Heßelbarth A. Wanninger L. ( 2010 ) Performance of GNSS-PPP in Post-Processing Mode . Rostock-Warnemünde, Germany , 02 – 05 . Search in Google Scholar

Inal, C., S. Bulbul & B. Bilgen (2018) Statistical analysis of accuracy and precision of GNSS receivers used in network RTK. Arabian Journal of Geosciences, 11. Inal C. Bulbul S. Bilgen B. ( 2018 ) Statistical analysis of accuracy and precision of GNSS receivers used in network RTK . Arabian Journal of Geosciences , 11 . Search in Google Scholar

Jamieson, M. & D. T. Gillins (2018) Comparative analysis of online static GNSS postprocessing services. Journal of surveying engineering, 144, 05018002. Jamieson M. Gillins D. T. ( 2018 ) Comparative analysis of online static GNSS postprocessing services . Journal of surveying engineering , 144 , 05018002 . Search in Google Scholar

Janowski, A. & J. Rapinski (2016) The Analyzes of PDOP Factors for a Zigbee Ground - Based Augmentation Systems. Polish Maritime Research, 24, 108–114. Janowski A. Rapinski J. ( 2016 ) The Analyzes of PDOP Factors for a Zigbee Ground - Based Augmentation Systems . Polish Maritime Research , 24 , 108 – 114 . Search in Google Scholar

Jwo, D.-J. & C.-C. Lai (2006) Neural network-based GPS GDOP approximation and classification. GPS Solutions, 11, 51–60. Jwo D.-J. Lai C.-C. ( 2006 ) Neural network-based GPS GDOP approximation and classification . GPS Solutions , 11 , 51 – 60 . Search in Google Scholar

Kaygısız, B. H., A. M. Erkmen & Í. Erkmen (2007) Enhancing positioning accuracy of GPS/INS system during GPS outages utilizing artificial neural network. Neural Processing Letters, 25, 171–186. Kaygısız B. H. Erkmen A. M. Erkmen Í. ( 2007 ) Enhancing positioning accuracy of GPS/INS system during GPS outages utilizing artificial neural network . Neural Processing Letters , 25 , 171 – 186 . Search in Google Scholar

Kim, M. & J. Kim (2015) Predicting IGS RTS Corrections Using ARMA Neural Networks. Mathematical Problems in Engineering, 2015, 1–11. Kim M. Kim J. ( 2015 ) Predicting IGS RTS Corrections Using ARMA Neural Networks . Mathematical Problems in Engineering , 2015 , 1 – 11 . Search in Google Scholar

Lemmon, T. R. & G. P. Gerdan (1999) The influence of the number of satellites on the accuracy of RTK GPS positions. Australian Surveyor, 44, 64–70. Lemmon T. R. Gerdan G. P. ( 1999 ) The influence of the number of satellites on the accuracy of RTK GPS positions . Australian Surveyor , 44 , 64 – 70 . Search in Google Scholar

Li, X. (2008) Comparing the Kalman filter with a Monte Carlo-based artificial neural network in the INS/GPS vector gravimetric system. Journal of Geodesy, 83, 797–804. Li X. ( 2008 ) Comparing the Kalman filter with a Monte Carlo-based artificial neural network in the INS/GPS vector gravimetric system . Journal of Geodesy , 83 , 797 – 804 . Search in Google Scholar

Malleswaran, M., V. Vaidehi & N. Sivasankari (2014) A novel approach to the integration of GPS and INS using recurrent neural networks with evolutionary optimization techniques. Aerospace Science and Technology, 32, 169–179. Malleswaran M. Vaidehi V. Sivasankari N. ( 2014 ) A novel approach to the integration of GPS and INS using recurrent neural networks with evolutionary optimization techniques . Aerospace Science and Technology , 32 , 169 – 179 . Search in Google Scholar

Martín, A., A. B. Anquela, R. Capilla & J. L. Berné (2011) PPP Technique Analysis Based on Time Convergence, Repeatability, IGS Products, Different Software Processing, and GPS+GLONASS Constellation. Journal of Surveying Engineering, 137, 99–108. Martín A. Anquela A. B. Capilla R. Berné J. L. ( 2011 ) PPP Technique Analysis Based on Time Convergence, Repeatability, IGS Products, Different Software Processing, and GPS+GLONASS Constellation . Journal of Surveying Engineering , 137 , 99 – 108 . Search in Google Scholar

McGaughey, R. J., K. Ahmed, H.-E. Andersen & S. E. Reutebuch (2017) Effect of occupation time on the horizontal accuracy of a mapping-grade GNSS receiver under dense forest canopy. Photogrammetric Engineering & Remote Sensing, 83, 861–868. McGaughey R. J. Ahmed K. Andersen H.-E. Reutebuch S. E. ( 2017 ) Effect of occupation time on the horizontal accuracy of a mapping-grade GNSS receiver under dense forest canopy . Photogrammetric Engineering & Remote Sensing , 83 , 861 – 868 . Search in Google Scholar

Memarian Sorkhabi, O. (2015) Geoid determination based on log sigmoid function of artificial neural networks:(a case study: Iran). Journal of Artificial Intelligence in Electrical Engineering, 3, 18–24. Memarian Sorkhabi O. ( 2015 ) Geoid determination based on log sigmoid function of artificial neural networks:(a case study: Iran) . Journal of Artificial Intelligence in Electrical Engineering , 3 , 18 – 24 . Search in Google Scholar

Mohamed, H. F. (2015) Assessment of Factors Influencing Static GNSS Precise Point Positioning: A case study in Egypt. International Journal of Applied Science and Engineering Research, 4, 692–701. Mohamed H. F. ( 2015 ) Assessment of Factors Influencing Static GNSS Precise Point Positioning: A case study in Egypt . International Journal of Applied Science and Engineering Research , 4 , 692 – 701 . Search in Google Scholar

Mohammed, F. M., S. A. Aziez & H. N. Abdul-Rihda (2015) Comparison between wavelet and radial basis function neural networks for GPS prediction. Engineering and Technology Journal, 33, 560–572. Mohammed F. M. Aziez S. A. Abdul-Rihda H. N. ( 2015 ) Comparison between wavelet and radial basis function neural networks for GPS prediction . Engineering and Technology Journal , 33 , 560 – 572 . Search in Google Scholar

Mosavi, M. R. & K. Mohammadi. 2002. Improve the position accuracy on low cost GPS receiver with adaptive neural networks. In Student Conference on Research and Development, 322–325. Mosavi M. R. Mohammadi K. . 2002 . Improve the position accuracy on low cost GPS receiver with adaptive neural networks . In Student Conference on Research and Development , 322 – 325 . Search in Google Scholar

Nie, Z., Y. Gao, Z. Wang & S. Ji (2016) A new method for satellite selection with controllable weighted PDOP threshold. Survey Review, 49, 285–293. Nie Z. Gao Y. Wang Z. Ji S. ( 2016 ) A new method for satellite selection with controllable weighted PDOP threshold . Survey Review , 49 , 285 – 293 . Search in Google Scholar

Öğütcü, S. & Í. Kalaycı (2018) Accuracy and precision of network-based RTK techniques as a function of baseline distance and occupation time. Arabian Journal of Geosciences, 11. Öğütcü S. Kalaycı Í. ( 2018 ) Accuracy and precision of network-based RTK techniques as a function of baseline distance and occupation time . Arabian Journal of Geosciences , 11 . Search in Google Scholar

Olyazadeh, R., H. Setan & N. Fouladinejad. 2011. Network Adjustment Program using MATLAB. In Geospatial World Forum. Olyazadeh R. Setan H. Fouladinejad N. . 2011 . Network Adjustment Program using MATLAB . In Geospatial World Forum . Search in Google Scholar

Ordóñez Galán, C., J. R. Rodríguez Pérez, S. García Cortés & A. Bernardo Sánchez (2013) Analysis of the influence of forestry environments on the accuracy of GPS measurements by means of recurrent neural networks. Mathematical and Computer Modelling, 57, 2016–2023. Ordóñez Galán C. Rodríguez Pérez J. R. García Cortés S. Bernardo Sánchez A. ( 2013 ) Analysis of the influence of forestry environments on the accuracy of GPS measurements by means of recurrent neural networks . Mathematical and Computer Modelling , 57 , 2016 – 2023 . Search in Google Scholar

Rabbou, M. A. & A. El-Rabbany (2015) Precise Point Positioning using Multi-Constellation GNSS Observations for Kinematic Applications. Journal of Applied Geodesy, 9. Rabbou M. A. El-Rabbany A. ( 2015 ) Precise Point Positioning using Multi-Constellation GNSS Observations for Kinematic Applications . Journal of Applied Geodessy , 9 . Search in Google Scholar

Specht, C., M. Mania, M. Skóra & M. Specht (2015) Accuracy Of The GPS Positioning System In The Context Of Increasing The Number Of Satellites In The Constellation. 22, 9. Specht C. Mania M. Skóra M. Specht M. ( 2015 ) Accuracy Of The GPS Positioning System In The Context Of Increasing The Number Of Satellites In The Constellation . 22 , 9 . Search in Google Scholar

Tafazoli, S., M. Mosavi & N. Rahemi (2011) Comparing GPS GDOP Approximation Accuracy using Recurrent Wavelet Neural Network and ARMA Modeling. JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGIES, 1. Tafazoli S. Mosavi M. Rahemi N. ( 2011 ) Comparing GPS GDOP Approximation Accuracy using Recurrent Wavelet Neural Network and ARMA Modeling . JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGIES , 1 . Search in Google Scholar

Tafazoli, S. & M. R. Mosavi (2011) Performance Improvement of GPS GDOP Approximation Using Recurrent Wavelet Neural Network. Journal of Geographic Information System, 03, 318–322. Tafazoli S. Mosavi M. R. ( 2011 ) Performance Improvement of GPS GDOP Approximation Using Recurrent Wavelet Neural Network . Journal of Geographic Information System , 03 , 318 – 322 . Search in Google Scholar

Teng, Y. & J. Wang (2015) Some Remarks on PDOP and TDOP for Multi-GNSS Constellations. Journal of Navigation, 69, 145–155. Teng Y. Wang J. ( 2015 ) Some Remarks on PDOP and TDOP for Multi-GNSS Constellations . Journal of Navigation , 69 , 145 – 155 . Search in Google Scholar

Teunissen, P. J. G., R. Odolinski & D. Odijk (2013) Instantaneous BeiDou+GPS RTK positioning with high cut-off elevation angles. Journal of Geodesy, 88, 335–350. Teunissen P. J. G. Odolinski R. Odijk D. ( 2013 ) Instantaneous BeiDou+GPS RTK positioning with high cut-off elevation angles . Journal of Geodesy , 88 , 335 – 350 . Search in Google Scholar

Wang, Y., Z. Lu, Y. Qu, L. Li & N. Wang (2016) Improving prediction performance of GPS satellite clock bias based on wavelet neural network. GPS Solutions, 21, 523–534. Wang Y. Lu Z. Qu Y. Li L. Wang N. ( 2016 ) Improving prediction performance of GPS satellite clock bias based on wavelet neural network . GPS Solutions , 21 , 523 – 534 . Search in Google Scholar

Yang, Z., Y. Wang & O. Xu (2015) Improvement of the Positioning Accuracy in GNSS Positioning Based on Neural Network. Lecture Notes in Electrical Engineering, 334, 505–511. Yang Z. Wang Y. Xu O. ( 2015 ) Improvement of the Positioning Accuracy in GNSS Positioning Based on Neural Network . Lecture Notes in Electrical Engineering , 334 , 505 – 511 . Search in Google Scholar

Yousef, M. A. & M. K. Ragheb (2014) Effect of Recording Interval on GPS Accuracy. Journal of Engineering Sciences, Assiut University, 42, 1215–1231. Yousef M. A. Ragheb M. K. ( 2014 ) Effect of Recording Interval on GPS Accuracy . Journal of Engineering Sciences, Assiut University , 42 , 1215 – 1231 . Search in Google Scholar

Zhang, G. P. (2000) Neural networks for classification: a survey. IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews), 30, 451–462. Zhang G. P. ( 2000 ) Neural networks for classification: a survey . IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews) , 30 , 451 – 462 . Search in Google Scholar

Zhou, Y., J. Wan, Z. Li & Z. Song. 2017. GPS/INS integrated navigation with BP neural network and Kalman filter. In 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO), 2515–2520. Zhou Y. Wan J. Li Z. Song Z. . 2017 . GPS/INS integrated navigation with BP neural network and Kalman filter . In 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO) , 2515 – 2520 . Search in Google Scholar

Ziggah, Y. Y., H. Youjian, A. Tierra, A. A. Konaté & Z. Hui (2016a) Performance evaluation of artificial neural networks for planimetric coordinate transformation–a case study, Ghana. Arabian Journal of Geosciences, 9. Ziggah Y. Y. Youjian H. Tierra A. Konaté A. A. Hui Z. ( 2016a ) Performance evaluation of artificial neural networks for planimetric coordinate transformation–a case study, Ghana . Arabian Journal of Geosciences , 9 . Search in Google Scholar

Ziggah, Y. Y., H. Youjian, X. Yu & L. P. Basommi (2016b) Capability of Artificial Neural Network for Forward Conversion of Geodetic Coordinates $$(\phi, \lambda,h)$$ (ϕ, λ, h) to Cartesian Coordinates (X, Y, Z). Mathematical Geosciences, 48, 687–721. Ziggah Y. Y. Youjian H. Yu X. Basommi L. P. ( 2016b ) Capability of Artificial Neural Network for Forward Conversion of Geodetic Coordinates $$(\phi, \lambda,h)$$ (ϕ, λ, h) to Cartesian Coordinates (X, Y, Z) . Mathematical Geosciences , 48 , 687 – 721 . Search in Google Scholar