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 |