A survey on automatic parameter tuning for big data processing systems

H Herodotou, Y Chen, J Lu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Big data processing systems (eg, Hadoop, Spark, Storm) contain a vast number of
configuration parameters controlling parallelism, I/O behavior, memory settings, and …

Urban data management system: Towards Big Data analytics for Internet of Things based smart urban environment using customized Hadoop

M Babar, F Arif, MA Jan, Z Tan, F Khan - Future Generation Computer …, 2019 - Elsevier
The unbroken amplification of a versatile urban setup is challenged by huge Big Data
processing. Understanding the voluminous data generated in a smart urban environment for …

[PDF][PDF] An overview on big data and hadoop

SA Hannan - International Journal of Computer Applications, 2016 - researchgate.net
Big data: Everyone just talking about Big data, but what is meant by big data actually? How
is it changing the point of view in different fields such as researchers of the science or at …

[HTML][HTML] Job schedulers for Big data processing in Hadoop environment: testing real-life schedulers using benchmark programs

M Usama, M Liu, M Chen - Digital Communications and Networks, 2017 - Elsevier
At present, big data is very popular, because it has proved to be much successful in many
fields such as social media, E-commerce transactions, etc. Big data describes the tools and …

[HTML][HTML] Formal modeling and analysis of railway operations with active objects

E Kamburjan, R Hähnle, S Schön - Science of Computer Programming, 2018 - Elsevier
We present a comprehensive model of railway operations written in the active object
language ABS. The model is based on specifications taken from the rulebooks of Deutsche …

[HTML][HTML] Predicting resource consumption of Kubernetes container systems using resource models

G Turin, A Borgarelli, S Donetti, F Damiani… - Journal of Systems and …, 2023 - Elsevier
Cloud computing has radically changed the way organizations operate their Software by
allowing them to achieve high availability of services at affordable cost. Containerized …

[HTML][HTML] Deductive verification of active objects with crowbar

E Kamburjan, M Scaletta, N Rollshausen - Science of Computer …, 2023 - Elsevier
We present Crowbar, a deductive verification tool for the Active Object language ABS.
Crowbar implements novel specification approaches specifically for distributed systems. For …

A formal model of the kubernetes container framework

G Turin, A Borgarelli, S Donetti, EB Johnsen… - … Applications of Formal …, 2020 - Springer
Loosely-coupled distributed systems organized as collections of so-called cloud-native
microservices are able to adapt to traffic in very fine-grained and flexible ways. For this …

[HTML][HTML] The ABS simulator toolchain

R Schlatte, EB Johnsen, E Kamburjan… - Science of Computer …, 2022 - Elsevier
ABS is a language for behavioral modeling of distributed, time-and resource-sensitive
communicating systems. ABS is based on an executable actor-based semantics with …

Modeling and analyzing resource-sensitive actors: a tutorial introduction

R Schlatte, EB Johnsen, E Kamburjan… - … Languages and Models, 2021 - Springer
Actor languages decouple communication from synchronization, which makes them suitable
for distributed and scalable applications with flexible synchronization patterns, but also …