• Diminishing Returns and Deep Learning for Adaptive CPU Resource Allocation of Containers 

      Abdullah, Muhammad; Iqbal, Waheed; Bukhari, Faisal; Erradi, Abdelkarim ( Institute of Electrical and Electronics Engineers Inc. , 2020 , Article)
      Containers provide a lightweight runtime environment for microservices applications while enabling better server utilization. Automatic optimal allocation of CPU pins to the containers serving specific workloads can help ...
    • Predictive Autoscaling of Microservices Hosted in Fog Microdata Center 

      Abdullah, Muhammad; Iqbal, Waheed; Mahmood, Arif; Bukhari, Faisal; Erradi, Abdelkarim ( Institute of Electrical and Electronics Engineers Inc. , 2021 , Article)
      Fog computing provides microdata center (MDC) facilities closer to the users and applications, which help to overcome the application latency and response time concerns. However, guaranteeing specific service-level objectives ...
    • Scalable Containerized Pipeline for Real-time Big Data Analytics 

      Aurangzaib, Rana; Iqbal, Waheed; Abdullah, Muhammad; Bukhari, Faisal; Ullah, Faheem; ... more authors ( IEEE Computer Society , 2022 , Conference Paper)
      With the widespread usage of IoT, processing data streams in real-time have become very important. The traditional data-stream processing systems are inefficient in processing big data for detecting anomalies, classifications, ...