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108
CHAPTER 7
RESEARCHCONTRIBUTIONSAND FUTUREWORK
The proposed open IoT utility based testbed cum working framework is
successfully designed and implemented. This testbed has a control plane to discover
resources, orchestrate and resolve conflict. This testbed framework comprises of
service modules namely sensor data as service, actuator and platform as service and
API as service. The sensor data as service is implemented with parameter based topics
and sensor specific database update as against device specific update. The actuators
(activation commands) are offered as service and Platform as a service model (is
capable of receiving code uploads) via the proposed API's.
The entire system is developed using open source platforms in order to achieve
interoperability, scalability and re-usability, the prime challenges for IoT system
development.
The proposed algorithms have shown improvement in compilation and upload
time even with increase in number of lines of code. The comparison of API execution
time with local and remote sensors and actuators shows mild increase but acceptable
with tradeoff of remote access, re-usability and scalability.
The ranking model developed is tested which has proved to offer best services
to varied users namely Academician, Industrialist, Data analyst, Researcher, Novice
user. The most demanded services were also been identified which helps to decide on
the prospective research domains. The set of services mostly used by specific set of
users were arrived at using PCA model. The utilization factor based on performance
and reliability based feedback model, have shown satisfactory utilization of the
proposed IoT testbed framework.
109
Scope for Future Work
The present research work is concentrated on the design and implementation of
IoT testbed service framework with enhanced availability and utilization to varied
users. Still there is scope for extension, as described below:
 Research work can be extended for the mobile devices or things
offered as service as part of the experimental testbed. As of now this
research work has considered heterogeneity at the static things or
devices.
 Security based software can be developed for inclusion as part of
testbed. This software can help secure access of devices against
hampering or misuse. Existing security algorithms can also be
incorporated, if developing one is a challenge.
 The testbed utilization analysis can be verified with more varied users
apart from the users considered in this research. Also, the system can
be tested with more number of users, which may lead to much more
precise conclusion about the demanded services, frequency and many
other factors.
 Other statistical models can also explore to extend the research
towards software/ hardware reliability metrics.

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chapter 7.docx

  • 1. 108 CHAPTER 7 RESEARCHCONTRIBUTIONSAND FUTUREWORK The proposed open IoT utility based testbed cum working framework is successfully designed and implemented. This testbed has a control plane to discover resources, orchestrate and resolve conflict. This testbed framework comprises of service modules namely sensor data as service, actuator and platform as service and API as service. The sensor data as service is implemented with parameter based topics and sensor specific database update as against device specific update. The actuators (activation commands) are offered as service and Platform as a service model (is capable of receiving code uploads) via the proposed API's. The entire system is developed using open source platforms in order to achieve interoperability, scalability and re-usability, the prime challenges for IoT system development. The proposed algorithms have shown improvement in compilation and upload time even with increase in number of lines of code. The comparison of API execution time with local and remote sensors and actuators shows mild increase but acceptable with tradeoff of remote access, re-usability and scalability. The ranking model developed is tested which has proved to offer best services to varied users namely Academician, Industrialist, Data analyst, Researcher, Novice user. The most demanded services were also been identified which helps to decide on the prospective research domains. The set of services mostly used by specific set of users were arrived at using PCA model. The utilization factor based on performance and reliability based feedback model, have shown satisfactory utilization of the proposed IoT testbed framework.
  • 2. 109 Scope for Future Work The present research work is concentrated on the design and implementation of IoT testbed service framework with enhanced availability and utilization to varied users. Still there is scope for extension, as described below:  Research work can be extended for the mobile devices or things offered as service as part of the experimental testbed. As of now this research work has considered heterogeneity at the static things or devices.  Security based software can be developed for inclusion as part of testbed. This software can help secure access of devices against hampering or misuse. Existing security algorithms can also be incorporated, if developing one is a challenge.  The testbed utilization analysis can be verified with more varied users apart from the users considered in this research. Also, the system can be tested with more number of users, which may lead to much more precise conclusion about the demanded services, frequency and many other factors.  Other statistical models can also explore to extend the research towards software/ hardware reliability metrics.