Building a Smart Home Healthcare System for Elderly Dementia Patients: A Literature Review

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Literature Review (Secondary Research)
Student Name& CSU ID

Project Topic Title
Building the concept of the smart home healthcare system for monitoring health of elderly patients suffering from dementia
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Version 1.0 _ Week 1 (5 Journal Papers from CSU Library)
1

Reference in APA format that will be in

'Reference List'

Mshali, H., Lemlouma, T., Moloney, M., & Magoni, D. (2018). A survey on health monitoring systems for

health smart homes.
International Journal of Industrial Ergonomics, 66, 26-56.
The citation that will be in the content
(Mshali, et. al., 2018)
URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-

com.ezproxy.csu.edu.au/science/article/

pii/S0169814117300082#fig2

Level of Journal – Q2
Health Monitoring system, Smart Homes, Healthcare
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Health Monitoring System,
Health Smart
Home
(HSH), Personal Sensor Networks
(PSN), Body Sensor Networks (BSN)

Tools:
context-aware computing, e-
Problem:

This solution faces issue related to aged health

issues such as dementia. It includes risk of fall

and memory loss.

Goal:

Environmental sensor
Sensor-based or vision-based data
ECG sensor
Graphical user interface
2
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healthcare services, Multimedia Devices
(MD), Modelling tool

Applied Area:

Monitoring

To improve health of patients through

managing fall detection with computing

technology.

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
Model categorization
HMS is categorising into different aspects which

include target, capabilities and employed

methods.

It helps in managing care of patient with

enhanced facility

The system having a complicated design

2
Integration
This system depends on the target application

and this will provide the focus on different

dimensions.

It increases the reliability and availability.
N/A
3
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3 Transfer of Information
All the information transferred to the cloud so

that abnormality can be detected.

It helps in improving the performance of

applications.

N/A

4
Analysing health status
By using Guide User Interface, data provides the

low-level view of the health status of individuals

It runs on different platforms.
N/A
5
Processing of data
After that, data need to be processed by using

the hardware capabilities which can gain a high-

level view.

The data are processed to analyse health

condition of patients

Lack of computation power.

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Tracking
GPS
Internet
Server access point
Input and Output
Critical Thinking: Feature of this work, and Critical Thinking: Limitations of the research
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Why (Justify) current solution, and Why (Justify)
Input (Data)
Output (View)
The body sensor

network and personal

sensor network is

integrated with the

home monitoring

system. It includes e-

health services which

help in managing the

data of patients.

These sensor devices

assist in tracking of

patients’ health and

manage fall detection

of patients. The

sensor-based
and
gesture recognition

manages the health

monitoring.

This solution having transmission frequency by

using wireless communication technologies.

HMS provides the reliability, scalability as well as

privacy to the patients.

It requires the more computation of training data as

it helps in monitoring of elderly patients who are

suffering from dementia.

Health Monitoring System is helpful in smart

environments which are evolving on a rapid basis

so that they become a viable alternative to the

traditional solutions which are associated to

healthcare.

Health Smart Home
is the integration of ubiquitous
computing along with the communication

technologies. It provides effective solution to e-

health services.

The main limitation of this solution is hardware

and software limitation which affect the

processing, energy and memory at the higher

level. Another limitation is that in sharing the

datasets, they are facing difficulty because of

formal descriptions.

(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

5
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What is the Future work that set by the author
in the Conclusion and Future work section

According to
Mshali, et. al (2018), examined that
the aim of the health monitoring system is to

decrease the costs by providing effective

electronic health services so that they can

maintain their independence. It helps individuals

in terms of assistance and services as well as

requires the full access to a contextual data.

Personal Sensor Networks as these networks are

responsible for capturing as well as retrieving the

contextual data which is associated to

environment. Body Sensor Networks as these

networks are utilized in wearable sensors which

are analyzed by monitored subjects which include

elderly and patients.

In this solution, the evaluation criteria are

depending on the accuracy of the current

information. They are analysing the situation of

patients whether is to normal or abnormal.

By using Health monitoring system, they can

detect the human behavior. This provides good

performance but at a high computational cost. This

offers the recognition accuracy of 75%.

Diagram/Flowchart

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Figure 1: Structure of HMS
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Figure 2: Overview of sensor networks
Techniques
Techniques which are included in sensor networks of
HMS and its purpose

PSN

PIR
Pressure
Contact
Switches

BSN

PIR help in detecting the motion. Pressure help in

identifying and analysing the location. Contact switches

help in detecting the doors whether it is open or close.

Accelerometer helps in measuring the acceleration along

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Accelerometer
ECG
EEG.
MD

Cameras
Microphones
TV.
with the fall detection. ECG assists in monitoring and

examining the cardiac activity. EEG assists in measuring

the brain waves.

Cameras help in supervising and tracking. Microphone help

in detecting the voice. TV assists in visualising the

information.

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2
Reference in APA format that will be in

'Reference List'

Heiden, S. M., Holden, R. J., Alder, C. A., Bodke, K., & Boustani, M. (2017). Human factors in mental health

care: A work system analysis of a community-based program for older adults with depression and dementia.

Applied Ergonomics
, 64, 27-40.
The citation that will be in the content
(Heiden, et. al., 2017)
URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-

com.ezproxy.csu.edu.au/science/article/

pii/S0003687017301059#fig1

Level of Journal – Q1
Mental Health, Depression, Dementia
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Aging Brain Care Model

Tools:

The cognitive functioning assessment tool,

Smartphone applications

Problem:

This solution addresses the problem of lack of

application of human factors in mental health

care.

Goal:

Artefacts
Informal Caregivers
Patients
web-based electronic medical records (EMR)
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Applied Area:
Cognitive Impairment

To examine the work-based system related to

home-based dementia care program for the

adults.

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
Implementation of protocol
Care coordinator and care coordinator assistant

implement the protocol which is designed by

specialists.

It helps in providing care to patients
Workload imbalances
2
According to tasks
Then, they implement the protocols according to

specific tasks and frequency as well.

This help in making the interactions with staff

for providing care to patients.

N/A

3
Three actions
After that, data needs to collect by using three

actions that comprehends the patient condition,

comprehend patient and formal wellbeing

evaluation.

This increased effort in conducting research on

human factors.

This increase stress and inefficiencies.

4
Significance This utilises the appropriate resources. N/A
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After this, they need to make the association
with the tolerant and casual parental figure

which depict the significance of high recurrence.

5
Provide effective care
At last, this provides effective care to the

patients who are suffering from dementia.

It includes providing emotional and mental

support to patient

N/A

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Database
web-based electronic medical records (EMR)
Accuracy
Coding encryption
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
The main input is
The output is attaining
This solution helps in maintaining the trusted

relationship with the patients. This will highlight

the importance of high frequency. This also helps in

The main limitation is the communication barrier

which designs the protocol for the variety of

patient health literacy and languages. Another is

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structures and
performance

processes as these

help in improving the

domain which

requires the

understanding.

the best outcomes

related to healthcare.

This required the

identification of

inefficiencies.

managing the family dynamics. Moreover, this also

provides the formal health assessment to the

patients.

patient facing safety issue in patient’s home.

(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in the Conclusion and Future work section

Heiden, et. al (2017), examined that ABC model

is the operator of the largest safety which

provides impatient and mental health carewhich

include the extent of low-pay and uninsured

patients. This gives intercessions the objectives of

diminishing side effects, diminishing expense as

well as unnecessary acute care utilization.

Aging Brain Care model assist in delivering the

health management of population along with the

The evaluation criteria in medicinal services work

are straightforwardly ensnaring the patients and in

addition, casual guardians which might be set the

diverse errands whether it is social and

compassionate which require the extra research.

This requires the extra arrangement of abilities

which incorporate watchful tuning in and

scaffolding trust by offering assistance.

This solution provides care to the patients who are

suffering from dementia. This also assists in

improving administer to more established grown-

ups with dysfunctional behavior.

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services related to case management to the older
adults which suffers from mental illness along

with the informal caregivers. This model helps in

improving the quality of life and also fulfils the

basic needs. This model help employees as well

by providing job satisfaction.

Diagram/Flowchart

14
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Figure 3: Aging Brain Care Model
Techniques
Techniques which are included diagram and
its purpose

Care Coordinators
It assists in supervising the team of Care
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Coordinator Assistants. Along with this, they
collect and maintain the data of patients. Care

coordinators help in making adjustments in

allocating the resources which is required by the

health data.

Care Coordinator Assistants
These are the person who conducts the home
visits and offer the direct care to the patients. It is

necessary that they have to make effective

coordination with the care coordinators for the

development and implementation of optimal plan

of care for caregiver.

Informal Caregivers
These are the person who offers the informal care
to the patients. They provide the effective support

whether it is social and emotional.

Patients
It is necessary that patients need to make effective
communication with the care coordinators, care

coordinators assistant and informal caregivers.

They can do the self-management as well.

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3
Reference in APA format that will be in

'Reference List'

Pham, M., Mengistu, Y., Do, H., & Sheng, W. (2018). Delivering home health care through a cloud-based

smart home environment (CoSHE).
Future Generation Computer Systems, 81, 129-140.
The citation that will be in the content
(Pham, et. al., 2018)
URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-

com.ezproxy.csu.edu.au/science/article/

pii/S0167739X17302194#fig1

Level of Journal – Q1
Healthcare, Smart home
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Activity Recognition Algorithm

Tools:

The cloud-based smart home healthcare

system

Applied Area:

Problem:

To provide health monitoring and detection of

health problems.

Goal:

The main goal is to meet the desire and

requirements of older adults to remain

Smart home setup

Wearable unit

Home service robot

Private cloud infrastructure.

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Health monitoring independent in their own home.
The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
Data collection: The first step is to collect the
data from the Initial Measurement Unit.

N/A
This having a lack of ability to provide
health monitoring

2
Filtration: Then, the collected data need to filter
by using a low pass filter.

This reduces the noise
N/A
3
Extraction: After that, the feature needs to
extract from the collected data.

It decreases the cut-off frequency.
N/A
4
Selection of data: From feature extraction,
relevant data need to select.

N/A
N/A
5
Application: Then, input to the models in which
classification algorithm is to be applied.

It helps in maintaining a correlation between

human locations and activities.

It increases conflicts and interface of home

care.

6.
Identification of activities: At last, activities
need to identify.

It helps in improving the accuracy of indoor

localization.

N/A

Validation Criteria (Measurement Criteria)

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Dependent Variable Independent Variable
Model
System
Decisions
Signals
Number of particles
Assumptions
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
The input is

generating the textual

summaries from the

input dataset. Another

input is a

classification

algorithm in the

model.

This help in attaining

the best results by

reducing the noise

with the cut-off

frequency.

This solution provides the auditory system which is

helpful in the speech recognition, sound separation

as well as sound localization in the environment.

This assist in analyzing the human activity while

making a decision based on recorded signals.

The main limitation is an issue of vitality

utilization which influences the framework in the

long haul. This issue can be depicted in a study of

vitality productive setting acknowledgement

frameworks. This requires the little computation of

sensor nodes and in this raw data are transmitted.

(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
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for your project
What is the Future work that set by the author

in the Conclusion and Future work section

According to
Pham, et. al (2018), implemented
the activity recognition algorithm which assists in

extracting the features into different domain

include time and frequency from the acceleration

as well as angular rate data.

In Activity Recognition Algorithm, accelerator as

well as angular rate is included which are the raw

training data which is extracted from the different

motion sensor and that should be attached to the

human body.

The evaluation criteria are human daily activities

which have an impact on the precision of well-

being assessment. Body development may bring the

curious into broadened physiological signs by

requiring data pre-processing.

This will assist in attaining the result in the high

measure of vitality utilization in light of

information transmission. Another is to understand

the energy consumption problem need to redesign

the hardware architecture of a microprocessor

which assists in performing operations for

classification.

Diagram/Flowchart

20
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Figure 4: Activity Recognition Algorithm
Techniques
Techniques which are included diagram and
its purpose

Data Filtering
This method is important for the information
which is collected need to filtered and that help in

improving the localization accuracy.

Classification Algorithm
These are the techniques which are included in
Machine Learning as it helps in extracting the

patterns from the large amount of database. It is

used in predicting the group membership for

instances of data.

Feature Extraction
It is also a method which help in extraction the
different features that is training data need to

filtered and that should be cleaned.

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4
Reference in APA format that will be in

'Reference List'

Papa, A., Mital, M., Pisano, P., & Del Giudice, M. (2018). E-health and well-being monitoring using smart

healthcare devices: An empirical investigation.
Technological Forecasting and Social Change.
The citation that will be in the content
(Papa, et. al., 2018)
URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-

com.ezproxy.csu.edu.au/science/article/

pii/S0040162517312696

Level of Journal – Q1
E-Health, Smart Healthcare, Monitoring, Healthcare device
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Smart Wearable System

Theory of Reasoned Action

Tools:

Technology Acceptance Model

Problem:

This research addresses the problem related to

variability in healthcare quality.

Goal:

To manage the big data to provide the

consumer satisfaction.

Biometrics

Sensors

Metering Devices

RFID

23
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Applied Area:
Supervision of patients

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
Implementation of RFID tags: In this solution,
the first step is to implement RFID tags which

assist in managing inventory and preventing

loss.

N/A
N/A
2
Assumptions to be prepared: After this, the
assumption needs to made for the individual

variables.

N/A
Decision making facing difficulty while
making a decision.

3
Monitoring of locating people: Then,
monitoring needs to be done for the locating

people as well as everyday objects.

It is having a cost-effective delivery system.
N/A
4
Adoption of IoT:Then, attitude towards the
adoption of IoT to be done.

It allows the human capital to reach full

potential.

Facing issues in developing technologies.

5
Analysis of Behaviour: At last, behaviour needs
to analyse for the intention of the Internet of

It is a consistent system fit for medical needs.
N/A
24
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Things.
Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Ranges
Features
Standard IP
Communication protocols
Application
Network
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
The main input is

sensors which provide

security to the

patients. Another

input is RFID tags.

The output from

RFID tag is help in

preventing from loss

as well as managing

the equipment for

providing better care

The human services checking gadgets are

anticipated to be imaginative innovation and

additionally offering advance healthcare with the

monitoring features with the available price range

on features.

This solution helps in managing the health of

patients on a continuous basis.

The main issue is the attention of decision-makers

for the issues related to strategic policy in the

development. Another issue is a knowledge

management as well as big data issue.

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to patients.
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in the Conclusion and Future work section

As per the viewpoint of
Papa, et. al (2018),
executed that Smart wearable system incorporates

the utilisation of RFID, sensors, biometrics as

well as metering devices to collect, monitoring

and collecting data.

Theory of Reasoned action is related to the

organisational information which help in

accepting the technology as well as adoption.

Technology Acceptance Model assist in accepting

and rejecting the information system. It is a

valuable and essential tool which aid in predicting

intentions to the information system.

The evaluation criteria are Attitude towards

adoption is a method which helps in individual’s

analysis of a particular behaviour which assists in

attaining outcomes and attributes.

By reducing the issues, developing innovation

along with the changing information into

monetary esteem which is a key to the financial

growth. It assists in increasing by 95% confidence

level.

Diagram/Flowchart

26
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Figure 5: Steps of Smart Wearable System
Techniques
Techniques which are included diagram and
its purpose

RFID tag
This technique assist in shifting the computing
from the environment of desktop where objects

can include from the different networks through

RFID.

Sensors
These are embedded with the things and that
should be linked with the different networks by

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utilising of similar addressing scheme by
adopting internet.

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5
Reference in APA format that will be in

'Reference List'

Aramendi, A. A., Weakley, A., Goenaga, A. A., Schmitter-Edgecombe, M., & Cook, D. J. (2018). Automatic

assessment of functional health decline in older adults based on smart home data.
Journal of biomedical
informatics
, 81, 119-130.
The citation that will be in the content
(Aramendi, et. al., 2018)
URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-

com.ezproxy.csu.edu.au/science/article/

pii/S1532046418300510

Level of Journal – Q1
Functional Health, Smart Home, Automatic Assessment,
Older adults

The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Machine Learning Algorithm

Unobtrusive sensor technology

Regression algorithms

Tools:

Problem:

To maintain the accuracy of validating the

results.

Goal:

To develop the system which has an aim at

early recognition of ailments and medical

Sensor

Algorithm

Patients

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Clinical assessment tool
Applied Area:

Health

problems related with maturing.

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
Categorisation of data: In this, data collected is
categorised into two that is sensor data and

functional health assessments.

It also enhances the prediction performance
N/A
2
Transfer: Then, sensor data transferred to AR
algorithms.

It increases older society
N/A
3
Feature Extraction: AR algorithms transfer
data to daily feature computation and from that

Clinical Assessment using Activity Behaviour.

N/A
It creates lifelogging issues.
4
Preparation of Group: Then, the feature needs
to group according to activity type.

It provides effective monitoring of patients.
The high volume of generated data.
5
Data transfer: Functional health Assessment
transfers the data into three parts that are

N/A
N/A
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variations, RCI computation and changes
whether it is positive and negative.

6.
At last, it provides satisfaction to patients. N/A N/A
Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Models
Data
Domain
Sensor Data
Inhabitants
Behaviour
Work
Computation
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
The main input in this

solution is different

algorithms so that

The output is

collecting the

information with the

This solution assists in improving performance by

predicting models as well as selecting the

behavioural features. This solution having sleep-

related features as well as mobility and outings.

The main limitation is the detection of health

issues which creates the imbalance problem.

Another issue which generates is security and

privacy.

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they can extract useful
information.

filtration so that

information can be

extracted.

(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in the Conclusion and Future work section

According to
Aramendi, et. al (2018),
implemented that machine learning algorithm

includes the single run and McNemar’s test was

performed so that they can look for factually

critical enhancements which are contrasted with

irregular classifiers. It assists in to provide the

appropriate view of older adult’s behaviour in a

real-world environment which improves the

efficiency of functional health assessments.

Unobtrusive sensor technology
helps in collecting
the data in older adult’s homes to analyse the

overall functional health.

The evaluation criteria are implemented the

corrected paired t-test which assists in distributing

the data matrix so that data range can be set in the

original data set.

In this solution, calculation applies to the crude

sensor information to outline occasions to an

incentive from a predefined set of movement

marks continuously. The calculation enhances

98% accuracy.

In future, it gives center around enhancing the

affectability of introduced models and additionally

performing highlight determination to enhance

exactness.

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Regression algorithms help in analysing the
behavioural statistics relate to smart home. This

also help in changing the prediction related to

functional health.

Diagram/Flowchart

33
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Figure 6: Machine Learning Algorithm
Techniques
Techniques which are included diagram and
its purpose

CAAB
This algorithm assists in extracting the
behavioural statistics among different assessment

period. It helps in examining the change,

variance, skewness and
autocorrelation.
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RCI Computation This feature helps in changing the detection by
using the behavioural features. It also help in

improving the performance.

AR Algorithm
This type of algorithm assist in assigning the
specific activity to the entry related to each

sensor. It applies an adaptive length sliding

window to the raw sensor data to the different

events in real time.

35
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Version 2.0 _ Week 2 (10 Papers = 5 NEW Journal Papers + Updated previous 5 papers that you worked on them in Version 1.0)
6

Reference in APA format that will be in

'Reference List'

The citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that needs to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Problem:

Goal:

36
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Applied Area:
The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
37

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Input and Output Critical Thinking: Feature of this work, and
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Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in the Conclusion and Future work section

Diagram/Flowchart

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URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:
Problem:
39
Document Page
Tools:
Applied Area:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
40

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Input and Output Critical Thinking: Feature of this work, and
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Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

41
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Diagram/Flowchart
8

Reference in APA format that will be in

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URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

42
Document Page
etc )
Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

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Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

44
Document Page
What is the Future work that set by the author
in Conclusion and Future work section

Diagram/Flowchart

9

Reference in APA format that will be in

'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
45
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The Name of the Current Solution
(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

46

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4
5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
47
Document Page
(Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

10

Reference in APA format that will be in

'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
48
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The Name of the Current Solution
(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

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2
3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

50
Document Page
Input (Data) Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

Version 3.0 _ Week 3 (15 Papers = 5 NEW Journal Papers + Updated previous 10 papers that you worked on them in Version 1.0&2.0)

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Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

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The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
53
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

54
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12
Reference in APA format that will be in

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URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:
Problem:
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Tools:
Applied Area:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
56
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

57
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Diagram/Flowchart
13

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Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

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Technique/Algorithm name:
Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

59
Document Page
Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

60
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Diagram/Flowchart
14

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The Goal (Objective) of this Solution &
What are the components of it?
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Algorithm/ Model/ Tool/ Framework/ ...
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What is the Problem that need to be solved

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

62
Document Page
Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
63
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for your project
What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

15

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The Name of the Current Solution
(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

65
Document Page
3
4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
66
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(Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

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Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

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The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
69
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

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Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Problem:

Goal:

71
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Applied Area:
The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
72
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

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The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:
Problem:
74
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Tools:
Applied Area:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
75
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Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

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in Conclusion and Future work section

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Algorithm/ Model/ Tool/ Framework/ ...

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

77
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etc )
Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

78
Document Page
Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

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Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

81
Document Page
4
5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
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in Conclusion and Future work section

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(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

84
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Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
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Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

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(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

87
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The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
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Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

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89
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23
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(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

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The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Problem:

Goal:

90
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The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
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current solution, and Why (Justify)

Input (Data)
Output (View)
(
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for your project

What is the Future work that set by the author

in Conclusion and Future work section

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Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:
Problem:
93
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Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
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Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

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The Goal (Objective) of this Solution &

What is the Problem that need to be solved

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96
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The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

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Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

98
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in Conclusion and Future work section

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etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

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2
3

4

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Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

101
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Input (Data) Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

27

102
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Reference in APA format that will be in
'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Applied Area:

Problem:

Goal:

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The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
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Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

105
Document Page
28
Reference in APA format that will be in

'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:

Tools:

Problem:

Goal:

106

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Document Page
Applied Area:
The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
107
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

Diagram/Flowchart

108
Document Page
29
Reference in APA format that will be in

'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

Technique/Algorithm name:
Problem:
109

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Document Page
Tools:
Applied Area:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

Dependent Variable
Independent Variable
110
Document Page
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

111
Document Page
Diagram/Flowchart
30

Reference in APA format that will be in

'Reference List'

Citation that will be in the content

URL of the
Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution

(Technique/ Method/ Scheme/

Algorithm/ Model/ Tool/ Framework/ ...

etc )

The Goal (Objective) of this Solution &

What is the Problem that need to be solved

What are the components of it?

112

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Document Page
Technique/Algorithm name:
Tools:

Applied Area:

Problem:

Goal:

The Process (Mechanism) of this Work; The process steps of the Technique/system

Process Steps
Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1

2

3

4

5

Validation Criteria (Measurement Criteria)

113
Document Page
Dependent Variable Independent Variable
Input and Output
Critical Thinking: Feature of this work, and
Why (Justify)

Critical Thinking:
Limitations of the research
current solution, and Why (Justify)

Input (Data)
Output (View)
(
Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project

What is the Future work that set by the author

in Conclusion and Future work section

114
Document Page
Diagram/Flowchart
© Dr Abeer Alsadoon 2018_CSU Sydney Study Centre

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