Makina Öğrenmesi ve Ağ Sistemleri - Prof.Dr. Buyurman Baykal

Prof.Dr. Buyurman Baykal
Elektrik ve Elektronik Mühendisliği
Elektrik ve Elektronik Mühendisliği Bölümü
Orta Doğu Teknik Üniversitesi
Ankara, 06800
Ofis: D-121 Tel: 0312 210 4582
Eposta: buyurman@metu.edu.tr
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SADECE İNGİLİZCE OLARAK BULUNMAKTADIR!
MACHINE LEARNING and NETWORKED SYSTEMS
RESEARCH GROUP

Deep Learning & Applications
Classification, Anomaly Detection, Pattern Recognition
Projects:
  • "Machine and Deep Learning in Signal Analysis", 2020-continued. Supported by ESEN Sistem.
  • "Signal Analysis Techniques for RF Signals", 2023-continued. Supported by Anayurt Savunma.

Signal Processing, Communications, Embedded Systems & Applications
(Global Positioning Systems, Navigation, UAVs)
Direction Finding, Signal Analysis, SIGINT, COMINT, ELINT, High Speed Tactical Data Links, Cognitive Radio, Multistatic Radars, Multisensor Fusion and Target Tracking
Projects:
  • "Form-Fit-Function Replacement of Leopard 2A4 Tank Electronic Systems", 2017-continued. Supported by Çekino.
  • "Fiber optic based distributed acoustic sensing", 2016-2017. Supported by ASELSAN.
  • "Tightly coupled INS/GPS integrated navigator using adaptive unscented Kalman Filtering on a digital signal processor" 2013-2015. Supported by NETAŞ and Turkish Ministry of Science, Industry and Technology.  
  • "Signal analysis techniques" 2003-2005. Supported by Defense Industries Undersecreteriat.
  • "ADPCM embedded software development", 2003. Supported by KAREL.
  • "Development of a 1200 bps vocoder based on efficient matrix quantization techniques”, 1998-2001. Selma Ozaydın PhD thesis. A proprietary vocoder was developed.
  • "Performance improvement of HF serial modems, STANAG 4285 compliant HF modem design", 2000-2001. Supported by TUBITAK-UEKAE.
  • "Development of a low bit rate vocoder (MELP) and videophone", 1998-1999. Supported by TUBITAK-UEKAE in Başkent University.
Patents:
  • "Doppler shift based distributed drone detection system." WO2023129094A1 (2023).

Data Networks, Computing & Applications
Virtual Networks, Software Defined Networking, Cognitive Radio Networks, Mobile Ad Hoc Networks
Projects:
  • "MIL-STD-188-220 Variable Message Format MAC Layer Simulator", 2019-2022. Supported by MILSOFT.
  • "Payload integration for unmanned vehicles", 2016-2018. Supported by ROKETSAN.
  • "MAC and Network Layer Design for Tactical IP Networks" 2014-2016. Supported by ASELSAN.
  • "Smartphone as a Cloud Service (SPaaS) in 4G LTE Wireless Networks" 2013-2014. Supported by Turkish Telecom.
  • "Communication protocols for multiservice next generation wireless Internet" 2005-2008. Supported by TUBITAK in Middle East Technical University for participation in European Union Cost 290 action “Traffic and Qos Management in Wireless Multimedia Networks”.
Patents:
  • "Energy Efficient Scheduling Method and Algorithm for the Non-Deterministic Traffic in IEEE 802.15.4e Time Slotted Channel Hopping (TSCH) Medium Access Control" EPO Patent EP 3468262 A1 (2019).

Systems Engineering
Systems Engineering Process Optimization, Model Based Systems Engineering, SysML, Modelica, Parametric Simulation
Projects:
  • "Model Based Systems Engineering in Electric Vehicles", 2022- continued. Supported by WAT Motor.
  • "Model Based Systems Engineering Transformation in Product Development", 2019-2021. Supported by ARÇELİK. .
  • "Model Based Systems Engineering in Cybersecurity", 2021. Supported by PROFEN.

Industrial Participation and Consultancy
  • Noven Enerji (2022)
  • Sparse Technology (2020-2022)
  • Mebitech (2016-2017)
  • Netaş (2013-2014)
  • CES Advanced Composites (2012-2013)
  • YD Yazılım (2012)
  • Havelsan (2004-2011), Program Management of Airborne Command and Control Programs; and Vice President of the Company
  • Savronik (2004)
  • Karel (2003), Embedded software provider
  • Tubin (2003)
  • TUBITAK-BILTEN (1999-2003)

PhD and Post Doctoral Projects
  • Research associate, "Channel equalization techniques for mobile communications." 1995-1998. Supported by EPSRC in Imperial College, UK. Research topic: Blind Adaptive Algorithms
  • Research assistant, "Enhancement of hands-free communications." 1993-1995. Supported by European Union FP3 in the 6-member consortium including Imperial College, UK. Research topic: Acoustic Echo Cancellation

Alumni
  • Ayhan Yazıcı, (PhD, 2023) “Detection and Localization of Drones in MIMO CW Radar”, METU.
  • Egemen Özalp, (PhD, 2014) “Development of the Holistic Work System Framework (HWSF) with the Aid of Information Systems Research Design Science Guideline ”, METU.
  • Yılmaz Kalkan, (PhD, 2012) “Target Localization Methods for Frequency-Only MIMO Radar”, METU.
  • Mustafa Sert, (PhD, 2006) “Structural And Semantic Analysis of Audio Content For Content-Based Querying and Browsing”, METU.
  • Ozgur Ertug, (PhD, 2006) “Generalized Random Spreading Performance Analysis of CDMA Over GWSSUS Fading Channels”, METU.
  • Cenk Toker, (PhD, 2005, co-supervised) “Signal Processing Algorithms and Architectures for Communication Transceivers”, King's College, London.
  • Izzet Ozcelik, (PhD, 2005, co-supervised) “Adaptive System Identification Algorithms and Sequence Estimation In Telecommunication Channels” University of Westminster, London.
  • Selma Ozaydin, (PhD, 2001) “Development of a 1200 bps vocoder based on efficient matrix quantization techniques”, METU.

  • Sezer Dümen (MSc, 2023) “Automatic Modulation Recognition with Vision Transformer in Radio Signals”, Sivas Bilim ve Teknoloji Üniversitesi.
  • Fırat Cem Yücel (MSc, 2019) “Development of a Weapon System Communication Architecture for Unmanned Systems”, METU.
  • Hande Jane (MSc, 2018) “Comparison of EKF, EKF2 and UKF in a Loosely Coupled INS/GPS Integration”, METU.
  • Murat Senem (MSc, 2017) “Investigation of Energy Efficient Traffic Adaptive MAC Layer Protocols for Multihop Ad Hoc Networks”, METU.
  • Baver Özceylan (MSc, 2017) “A Scheduling Method for Sporadic Traffics in Industrial IoT”, METU.
  • Deniz Uzel (MSc, 2016) “Vector Tracking Loop Design for GPS Receivers”, METU.
  • İsmail Erdeğer, (MSc, 2015) “Evaluation of Priority Dependent and Time Scheduled Mac Layer Protocols for Ad-hoc Networks”, METU.
  • İlkay Yazgı, (MSc, 2015) “Topology Control Vector Based Forwarding Algorithm for Underwater Acoustic Networks”, METU.
  • Yusuf Korkmaz, (MSc, 2013) “Tracking of Multiple Ground Targets in Clutter with Interactıng Multiple Model Estimator”, METU.
  • Duygu Acar, (MSc, 2012) “Tracking of Ground Targets with Interacting Multiple Model Estimator”, METU.
  • Mehmet Yağlı, (MSc, 2006) “Passive Wireless Sensor Networks”, METU.
  • Ayhan Ircı, (MSc, 2006) “Resource Allocation in Multifunction Phased-Array Radars”, METU.
  • Ayhan Yazıcı, (MSc, 2005)  “Block Transmission on Orthogonal Carriers”, METU.
  • Fatih Bayramoğlu, (MSc, 2005)  “Factor Graph Approach in Sum-Product Algorithms”, METU.
  • Tunç Çakar, (MSc, 2004)  “2D Correlated Diffusion Process for Mobility Modeling in Mobile Networks”, METU.
  • Sinan Şenol, (MSc, 2004)  “Performance Comparison of Adaptive Decision Feedback Equalizer and Blind Decision Feedback Equalizer”, METU.
  • Vehbi Çağrı Güngör, (MSc, 2003) “Handover Algorithms for Mobile IPv6”, METU.
  • Özgür Babür, (MSc, 2003) “A Simulation Study of Scheduling Algorithms for Packet Switching Networks”, METU.
  • Ülkü Gülmez Başköy, (MSc, 2003) “A Turbo Detection Scheme For EGPRS”, METU.
  • Süleyman Altundaş, (MSc, 2003) “A Novel Architecture Proposal For Multi-Access Management In IP-Based Future Wireless Networks”, METU.
  • Cüneyt Sevgi, (MSc, 2003) “A Statistical Approach For Examining Internet Traffic and Delay Characteristics of UDP Packets”, METU.
  • Çınar Eren, (MSc, 2003) “Real Time Video Over IP Transmission”, METU.
  • Esra Kurban, (MSc, 2002) “Blind Decision Feedback Equalization”, METU.
  • Serkan Ceylan, (MSc, 2002) “Buffer And Error Management Techniques In Voice Over IP”, METU.
  • Özgür Barış Akan, (MSc, 2001) “Pre-Handoff Messaging for QoS-Aware and Reduced Latency Handoffs in Cellular Networks”, METU.
  • İskender Yigitel, (MSc, 2001) “Real Time Voice over IP”, METU.
  • Özgür Eser Akdemir, (MSc, 2001) “Mobility management in wireless networks: Handover issue”, METU.
  • İzzet Özçelik, (MSc, 1999) “Implementation of a 2400 bps vocoder on TMS320C3x”, Başkent University
  • Kadriye Özbaş, (MSc, 1999) “Seamless handover in wireless ATM networks”, Başkent University
  • Afşar Saranlı, (MSc, 1994) “B-spline functions for Radial Basis Function networks”, Imperial College
  • Mani Afschar-Yazdi, (MEng, 1995) “Comparative study of adaptive least-squares algorithms”, Imperial College
  • Steven Chan, (MEng, 1994) “Nonlinear system identification using cascaded Volterra adaptive filters”, Imperial College

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