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Table 6 Identified domains of big data software systems

From: Software architectures for big data: a systematic literature review

Domain

Identified Subcategory

Details

Study Citation #

 

Smart Grid

Smart home energy consumption and power quality into a cloud-based infrastructure

34

Power system with a cloud-based infrastructure

42

Surveillance System

Barrier coverage, Intruder detection

24

The potential threats are to be detected/classified/located to secure the perimeters and border areas

18

Smart Cities

Traffic State Assessment

Cloud based, real time

40

Smart City Experiment Testbed

Real-time and historical data, parking occupation, heating regulation, traffic etc.

5, 9, 22

Network Security

Smart Pipeline Monitoring, Fiber optic sensors, detect events threatening pipeline safety

35

 

Wind Energy

Prediction of the optimum wind energy use (Climate data)

18

Social Media

Public Opinion Monitoring

Social media data is explored and visualized (in a given domain)

15, 32

Query Suggestion and Spelling correction

Twitter’s architecture supporting the real-time query suggestion and spelling correction service

23

Reference Architecture for big data systems in social media domain

Technlogy independent

28

Web Observatories

Web scale data gathering, storing and analysis

16

Travel Advising

Monitor, Troubleshoot, Management Reports, Anomalies, etc.

8

Semantic-based Heterogeneous Multimedia Retrieval

Flickr, Wikipedia and Youtube are the sites for data acquisition

12

Web Data Warehousing, Social Data Storage and Analytics

Cell phone event analytics, tweet analytics, analyzing the information streams (behavioral, events)

2

Social Network Analysis

Process the social data in real time (terms and sentiment analysis)

14

Industrial Applications

Environmental Sustainability

Big data based analytics for product lifecycle. Cleaner sustainable production.

41

Construction waste, Mobile app

3

Production Tracking and Scheduling

Remote production data capture and tracking, and intelligent optimization

13

Manufacturing

Event-based predictions of their manufacturing processes

19

Automotive Industry

Analyzing Driving Competency from the Vehicle Data

17

Electric power industry

Short term electricity load is predicted with the historical data, big data workflows

6

Healthcare

Brain and health monitoring system

Brain health and mental disorders

7

Heart rate, ECG, and body temperature are the datasets considered for analysis

1

Monitoring and visualization states of epileptic diseases

31

Improving healthcare quality and costs

Complex data processing, clinical quality measure analytics, proactive care management analytics.

18, 10

Patient Monitoring

Emergency situations and medical records

21

Interconnection of Healthcare Platforms

Integration of the medical devices with cloud computing middleware services via standardized interfaces

26

Scientific Platforms

Digital libraries for scientific data management

Big data management infrastructure, reuse, public cloud OAIS

37

Scientific Platform for the Cloud

Rapid design and deployment of scientific apps to cloud (DNA Analyser, population genetics, dynamics of planetary mantles)

4

E-learning

Applying Big Data to e-Learning and analyze influence on the academic environment

20

Learning Analytics

Learner’s performance prediction, exploring the patterns and learning paths and learner’s behavior paths

29

Earth Obervation & Aviation

Earth Observation

Advanced Synthetic Apertures Radar- earth data (ASAR), product classifications (i.e., Land and Sea areas), Satellite Images, download, process, wies

1, 11, 30

Aviation Maintenance and Optimisation

Real time fault diagnosis, fuel consumption optimisation, and prediction of the maintenance need

10

Financial Services

Banking

Cost reduction preserving the system scalability and flexibility, more regulatory requirements and various data sources

25

Social Customer relationship management

Social CRM, Enterprise 2.0″, CRM 2.0, social commerce

27

Other

Ambient Intelligence

Smart House

21

Recommendation System

Near real time optimum online recommendation

36

Anomaly detection system

Logs and monitoring metrics real time analysis

38

Hive alternative

interactive cross-platform query

39

Query Engine

Hybrid online on-demand query engine

43

Trace Analyzer

Trace data is analyzed to predict the workload and levels, trends and seasonality factors are interpreted

33

  1. The table is presented respecting the content of the primary studies