Podcast
Questions and Answers
What is a benefit of using public cloud-based EHR systems for hospitals?
What is a benefit of using public cloud-based EHR systems for hospitals?
Which system is NOT mentioned as part of the healthcare ecosystem?
Which system is NOT mentioned as part of the healthcare ecosystem?
How can patients benefit from cloud computing in healthcare?
How can patients benefit from cloud computing in healthcare?
What does the healthcare ecosystem consist of?
What does the healthcare ecosystem consist of?
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What type of data does the healthcare ecosystem manage?
What type of data does the healthcare ecosystem manage?
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What is one likely reason for hospitals to choose public cloud services?
What is one likely reason for hospitals to choose public cloud services?
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Which of the following is true about the hospitals using cloud technology?
Which of the following is true about the hospitals using cloud technology?
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What can physicians do with cloud technology?
What can physicians do with cloud technology?
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What is a primary benefit of interoperability in EHR systems?
What is a primary benefit of interoperability in EHR systems?
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What model is typically associated with traditional EHR systems?
What model is typically associated with traditional EHR systems?
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What role do sensing and measurement technologies play in smart grids?
What role do sensing and measurement technologies play in smart grids?
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What challenge does cloud computing face in the context of EHR systems?
What challenge does cloud computing face in the context of EHR systems?
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How can smart metering contribute to energy management?
How can smart metering contribute to energy management?
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Which act requires covered entities to meet security requirements regarding patient health information?
Which act requires covered entities to meet security requirements regarding patient health information?
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In smart grids, what is the purpose of real-time demand response strategies?
In smart grids, what is the purpose of real-time demand response strategies?
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What is one of the security features required for securing cloud-based EHR systems?
What is one of the security features required for securing cloud-based EHR systems?
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What is a key advantage of cloud-based monitoring in smart grids?
What is a key advantage of cloud-based monitoring in smart grids?
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What does the HITECH Act address?
What does the HITECH Act address?
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Which service is NOT provided by data-driven transportation systems?
Which service is NOT provided by data-driven transportation systems?
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What advantage does cloud computing have over traditional client-server applications in the context of EHR systems?
What advantage does cloud computing have over traditional client-server applications in the context of EHR systems?
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What technology is primarily used for vehicle fleet tracking?
What technology is primarily used for vehicle fleet tracking?
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Which of the following components is part of the reference architecture for a cloud-based EHR system?
Which of the following components is part of the reference architecture for a cloud-based EHR system?
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Which benefit does cloud data analysis provide for fleet tracking systems?
Which benefit does cloud data analysis provide for fleet tracking systems?
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How does the analysis of data on power generation and consumption benefit smart grids?
How does the analysis of data on power generation and consumption benefit smart grids?
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What is the primary advantage of using cloud-based route generation and scheduling systems?
What is the primary advantage of using cloud-based route generation and scheduling systems?
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Which of the following is NOT a component of transportation solutions that can be transitioned to the cloud?
Which of the following is NOT a component of transportation solutions that can be transitioned to the cloud?
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What role does condition monitoring play in transportation systems?
What role does condition monitoring play in transportation systems?
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What are the two forms of cloud manufacturing mentioned?
What are the two forms of cloud manufacturing mentioned?
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Why is real-time data collection important in industrial control systems?
Why is real-time data collection important in industrial control systems?
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Which system is typically used for monitoring and control in industrial settings?
Which system is typically used for monitoring and control in industrial settings?
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What benefit does cloud computing bring to the integration of transportation systems?
What benefit does cloud computing bring to the integration of transportation systems?
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What is a key feature of cloud technology in manufacturing?
What is a key feature of cloud technology in manufacturing?
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What is the primary function of the Software-as-a-Service (SaaS) model?
What is the primary function of the Software-as-a-Service (SaaS) model?
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Which service model allows users to deploy applications without managing the underlying infrastructure?
Which service model allows users to deploy applications without managing the underlying infrastructure?
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What is one potential service offered by data-driven transportation systems?
What is one potential service offered by data-driven transportation systems?
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What advantage do cloud-based auto-grading applications provide in education?
What advantage do cloud-based auto-grading applications provide in education?
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What does Hardware-as-a-Service (HaaS) predominantly offer?
What does Hardware-as-a-Service (HaaS) predominantly offer?
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Which of the following statements is true regarding MOOCs?
Which of the following statements is true regarding MOOCs?
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What is a key feature of the Platform-as-a-Service (PaaS) model?
What is a key feature of the Platform-as-a-Service (PaaS) model?
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How does cloud computing enhance education?
How does cloud computing enhance education?
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What is the primary purpose of online proctoring in distance learning?
What is the primary purpose of online proctoring in distance learning?
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How do virtual labs benefit distance learning students?
How do virtual labs benefit distance learning students?
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What role do cloud-based course management platforms play in education?
What role do cloud-based course management platforms play in education?
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What is one potential advantage of cloud computing in education?
What is one potential advantage of cloud computing in education?
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What is a common use of cloud-based information management systems in educational institutions?
What is a common use of cloud-based information management systems in educational institutions?
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In the context of online collaboration, what purpose do forums serve for students?
In the context of online collaboration, what purpose do forums serve for students?
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Which of these statements best describes the impact of increasing student-teacher ratios facilitated by cloud computing?
Which of these statements best describes the impact of increasing student-teacher ratios facilitated by cloud computing?
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What is the main benefit of using cloud-based live video streaming technologies for online proctoring?
What is the main benefit of using cloud-based live video streaming technologies for online proctoring?
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Study Notes
Chapter 9: Cloud for Industry, Healthcare & Education
- The chapter explores the application of cloud computing in various sectors, including industry, healthcare, and education.
- The book is titled "Cloud Computing: A Hands-On Approach" by Arshdeep Bahga and Vijay Madisetti.
Applications of Cloud Computing
- Cloud computing is applied to healthcare, energy, industry, and education.
Cloud Computing for Healthcare
- The healthcare ecosystem involves various entities like providers, specialists, hospitals, payers, and patients.
- Healthcare data exists in diverse formats (structured/unstructured) in disparate data sources.
- Cloud computing offers several benefits to the ecosystem through systems like HIMS, LIS, RIS, and PIS.
- Hospitals can reduce IT infrastructure costs through public cloud-based EHR systems.
- Patients can access health information stored in the cloud through SaaS applications.
- Doctors can remotely access patient records.
- Patients can also manage their prescription information through cloud-based services.
- Health payers can enhance care management programs by providing information access and value-added services.
Electronic Health Records (EHRs)
- EHRs capture and store patient health information (laboratory results, diagnostic data, etc.).
- EHR data can be used for population-level health surveillance, disease detection, and outbreak prediction, among other purposes.
- A need exists to efficiently integrate information from different, distributed, and heterogeneous healthcare IT systems.
Cloud EHRs
- Traditional EHR systems require significant IT infrastructure and expertise.
- Cloud-based EHR systems reduce upfront capital investments and management costs.
- Data integration and interoperability problems exist, with varied EHR systems using different standards.
- Cloud-based solutions can offer effective and efficient data sharing between sites.
- Cloud solutions provide flexible scaling by provision on demand.
Security for Cloud EHRs
- Security of patient information is vital but challenging due to the outsourced nature of cloud computing.
- Government regulations (like HIPAA) mandate protection of patient health information.
- Secure access to healthcare data is facilitated by features like authorization, identity management, and authentication services, in security-enhanced cloud EHR systems.
Cloud EHR - Reference Architecture
- The reference architecture supports primary and secondary use of healthcare data within the cloud.
- Tier-1: web servers and load balancers
- Tier-2: application servers
- Tier-3: cloud-based distributed batch processing infrastructure (such as Hadoop)
- Database Layer: HBase (distributed, column-oriented) for efficiency
- Storage Layer: HDFS for robust data storage
- Coordination Service: Zookeeper
Cloud Computing for Energy Systems
- Complex energy systems rely on many interconnected components needing constant monitoring.
- Sensors constantly gather real-time data for maintenance purposes.
- Cloud computing analysis of maintenance data can predict impending failures.
- Cloud-based frameworks allow for early fault detection.
Energy Systems Prognostics with Cloud
- Prognostic real-time health management involves predicting system performance based on deviations from normal operational profiles.
- Cloud-based big data storage and processing are critical.
- Cloud-based batch processing works best with large, distributed data to provide the fast speed needed for prediction.
Collecting Sensor Data in Cloud
- The process for aggregating data from numerous sensor machines in various forms is crucial.
- Raw sensor data is preprocessed for efficiency in using frameworks like Hadoop MapReduce.
- Data chunks are buffered for better and easier processing, with missing data values filtered out.
Predicting Faults in Energy Systems
- Energy system faults (temperature increase, vibration levels) have unique signatures.
- Machine learning and data analysis algorithms are well-suited for identifying these signatures.
- Clustering algorithms help in isolating faults from various data sources.
- Case-based reasoning (CBR) is useful for predicting faults
Case Based Reasoning for Fault Prediction
- Case-based reasoning (CBR) relies on past experiences to solve new problems.
- CBR is useful in complex situations where there is no clear quantitative mathematical model.
- The CBR process involves retrieving relevant cases, reusing information from them, revising solutions where required, and retaining new experience in the case base.
Cloud Computing for Smart Grids
- Smart grids integrate data communications to monitor power transmission, distribution, and consumption in near-real time.
- Smart Grid technology provides useful information and recommendations for utilities, suppliers, and customers to help manage power.
- Smart grid data storage, and analysis in the cloud supports dynamic system optimization.
- Cloud-based monitoring of smart grid data is also used for energy usage feedback to ultimately reduce energy usage.
Cloud Computing for Transportation Systems
- Modern transportation systems utilize data collected from various sources and process it to provide new services for stakeholders.
- Data processing leads to useful information including advanced routing guidance, dynamic vehicle routing, and anticipation of customer demands like pickup and delivery.
Cloud Apps for Transportation Systems
- Fleet tracking helps monitor vehicle locations in real-time and identify bottlenecks in the supply chain.
- Route generation and scheduling uses data to create optimal routes, taking into account vehicle availability. Route generation and scheduling systems handle exponential possibilities.
- Condition monitoring of containers (and other moving goods) is supported and monitored in the cloud.
- Cloud-based solutions integrate different transportation functions like order management, planning, and execution.
Cloud Computing for Manufacturing Industry
- Cloud computing applications use service-oriented or physical manufacturing resources.
- Industrial control systems (ICS) like SCADA and PLC systems generate large amounts of monitoring and control data.
- Real-time collection, management, and processing of this data in the cloud helps estimate the state of systems, and improve safety and accuracy for decision-making in manufacturing processes.
Cloud-based Design & Manufacturing
- SaaS (Software as a Service model) provides enterprise-level applications (like CRM and ERP) hosted in the cloud via web-browsers.
- PaaS (Platform as a Service) handles application deployment and tools without managing underlying infrastructure.
- IaaS (Infrastructure as a Service) provides flexible access to foundational computer resources, like hardware.
- HaaS (Hardware as a Service) provides access to machinery like 3D printers or manufacturing cells.
Cloud Computing for Education
- Cloud computing improves education access with online learning platforms and collaboration tools.
- MOOCs (Massive Open Online Courses) utilize cloud technologies (like auto-grading) for delivery and processing of content and assessments.
- Cloud-based tools help universities deliver online degrees.
- Online proctoring helps verify student identity and prevent cheating, using video-based solutions.
- Online course management platforms allow teachers to deliver materials and assessments.
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Description
This quiz focuses on Chapter 9 of 'Cloud Computing: A Hands-On Approach,' which delves into the applications of cloud computing across healthcare, industry, and education sectors. Explore how cloud technology impacts healthcare ecosystems, improves patient access to information, and reduces IT costs for hospitals.