Service-oriented model-based fault prediction and localization for service compositions testing using deep learning techniques

R ElGhondakly, SM Moussa, N Badr - Applied Soft Computing, 2023 - Elsevier
As service-oriented computing systems become more buoyant and complex, the occurrence
of faults dramatically increases. Fault prediction plays a crucial role in the service-oriented …

Fault analysis of service‐oriented systems: a systematic literature review

GP Bhandari, R Gupta - IET Software, 2018 - Wiley Online Library
Due to the increasing scale and complexity of service‐oriented systems (SOSs)
understanding fault and its recovery mechanism is a tedious task so there is a strong …

Machine learning based software fault prediction utilizing source code metrics

GP Bhandari, R Gupta - 2018 IEEE 3rd international conference …, 2018 - ieeexplore.ieee.org
In the conventional techniques, it requires prior knowledge of faults or a special structure,
which may not be realistic in practice while detecting the software faults. To deal with this …

An approach for fault prediction in SOA-based systems using machine learning techniques

GP Bhandari, R Gupta, SK Upadhyay - Data Technologies and …, 2019 - emerald.com
Purpose Software fault prediction is an important concept that can be applied at an early
stage of the software life cycle. Effective prediction of faults may improve the reliability and …

A reliability-oriented faults taxonomy and a recovery-oriented methodological approach for systems resilience

C Vitucci, D Sundmark, M Jägemar… - 2022 IEEE 46th …, 2022 - ieeexplore.ieee.org
Fault management is an important function that impacts the design of any digital system,
from the simple kiosk in a shop to a complex 6G network. It is common to classify fault …

Fault prediction in SOA-based systems using deep learning techniques

GP Bhandari, R Gupta - … Journal of Web Services Research (IJWSR), 2020 - igi-global.com
Abstract Fault prediction in Service Oriented Architecture (SOA) based systems is one of the
important tasks to minimize the computation cost and time of the software system …

The DSW model: An efficient approach for single web services modeling

RA Elghondakly, SM Moussa… - 2021 Tenth International …, 2021 - ieeexplore.ieee.org
Service-oriented computing attracted the attention of researchers nowadays. Hence, the
quality of service-oriented systems became crucial. A web service is the main building …

Colored Petri nets based fault diagnosis in service oriented architecture

GP Bhandari, R Gupta, SK Upadhyay - International Journal of Web …, 2018 - igi-global.com
Diagnosing faults in a service-oriented architecture (SOA) is a difficult task due to limited
accessibility of software services. Probabilistic approaches of diagnostic faults may be …

A systematic literature review in fault analysis for IoT

GP Bhandari, R Gupta - International Journal of Web …, 2019 - inderscienceonline.com
Internet of things (IoT) is a system where devices, sensors, and equipment are connected to
a network and can communicate data for tracking, analysis, and action processes. Even …

Fault diagnosis in service-oriented computing through partially observed stochastic petri nets

GP Bhandari, R Gupta - Service Oriented Computing and Applications, 2020 - Springer
Abstract Service composition, interoperability, loose coupling and distributed nature make
service-oriented computing (SOC) enhanced for small-scale to large and complex software …