BlockDeepNet: A Blockchain-Based Secure Deep Learning for IoT Network

Rathore, Shailendra; Pan, Yi; Park, Jong Hyuk

doi:10.3390/su11143974

Cited by 82 publications

(53 citation statements)

References 17 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…All the transactions are gathered, checked, and synthesized in specific blocks-which create the blockchain for the SolarCoin. It is a high-trust database underlying the project: A distributed, trustworthy, and verifiable ledger of the total energy produced by PV panels [55][56][57]. It remunerates the producers of solar power with blockchain-based tokens at a rate of 1 SolarCoin (SLR) for each 1 MWh of produced solar energy [58][59][60].…”

Section: Comparison Of the Advanced Methods For Energy Transactionmentioning

confidence: 99%

Implementing Blockchain Technology in Irrigation Systems That Integrate Photovoltaic Energy Generation Systems

et al. 2020

View full text Add to dashboard Cite

Traditionally, the energy industry has been slow in adopting new disruptive technologies and the transition to a new energy market will require a new digital transformation plan, involving all parties from the energy market. Although it now seems to be an impossible and hard-to-accept scenario, especially by the big players in the industry, the pilot projects so far demonstrate that blockchain can play a major role in the future energy market, even if the technology is still in the first stages of the adoption life cycle. This article attempts to describe a solution to provide alternative irrigation systems for small farmers. The solution involves creating associations of small farmers that will use green energy from photovoltaic panels for the irrigation of agricultural lands. The efficiency of the proposed system can be monitored not only through digital hardware connected to photovoltaic panels and water pumps, but also by using the new blockchain technology that stimulates innovation and growth in the energy and a high level of automation though smart contracts. To accelerate the transition to the green energy economy, a SolarCoin version similar to the Bitcoin cryptocurrency has also been proposed, which is a utility token that creates new possibilities for energy and water trading.Sustainability 2020, 12, 1540 2 of 30 photovoltaic panels can still be used at high capacity to supplement the energy required to run the farm [4,12,13].Photovoltaic systems are ideal in isolated areas that do not have access to the national energy system. Below, the most important advantages of applying the photovoltaic systems in agriculture have been listed [14-16]:

show abstract

Section: Comparison Of the Advanced Methods For Energy Transactionmentioning

confidence: 99%

Implementing Blockchain Technology in Irrigation Systems That Integrate Photovoltaic Energy Generation Systems

et al. 2020

View full text Add to dashboard Cite

show abstract

“…Privacy preserving deep learning [117] , [118] approaches such as collaborative deep learning or federated learning also need to be explored to train and deploy local models at the edge devices. A Blockchain-based secure DL [119] that combines DL and Blockchain to support secure collaborative DL in IoT. Collaborative DL approach is performed at the edge device level to avoid the third party, whereas Blockchain is engaged to verify the confidentiality and integrity of collaborative DL in IoT.…”

Section: Open Challenges and Future Directionsmentioning

confidence: 99%

Future Smart Connected Communities to Fight COVID-19 Outbreak

et al. 2021

View full text Add to dashboard Cite

Internet of Things (IoT) has grown rapidly in the last decade and continue to develop in terms of dimension and complexity, offering wide range of devices to support diverse set of applications. With ubiquitous Internet, connected sensors and actuators, networking and communication technology along with artificial intelligence (AI), smart cyber-physical systems (CPS) provide services rendering assistance and convenience to humans in their daily lives. However, the recent outbreak of COVID-19 (also known as coronavirus) pandemic has exposed and highlighted the limitations of contemporary technological deployments especially to contain the wide spread of this disease. IoT and smart connected technologies together with data-driven applications can play a crucial role not only in the prevention, mitigation or continuous remote monitoring of patients, but also enable prompt enforcement of guidelines, rules and administrative orders to contain such future outbreaks. In this paper, we envision an IoT and data supported connected ecosystem designed for intelligent monitoring, pro-active prevention and control, and mitigation of COVID-19 and similar epidemics. We propose a gamut of synergistic applications and technology systems for various smart infrastructures including E-Health, smart home, supply chain management, transportation, and city, which will work in convergence to develop ‘pandemic-proof’ future smart communities. We also present a generalized cloud-enabled IoT implementation framework along with scientific solutions, which can be adapted and extended to deploy smart connected ecosystem scenarios using widely used Amazon Web Services (AWS) cloud infrastructures. In addition, we also implement an E-Health RPM use case scenario to demonstrate the need and practicality for smart connected communities. Finally, we highlight challenges and research directions which need thoughtful consideration and across the board cooperation among stakeholders to build resilient communities against future pandemics.

show abstract

“…In these cases, there is a need for automatic and secure methods for transferring money. Recent proposals for the automatic and secure transfer of money in scenarios characterized by little mutual trust among interacting subjects are based on distributed ledgers such as blockchain, and on smart contracts built on top of them (e.g., [3], [42], [43], [44], [45]). While such an approach is certainly promising in data market scenarios (where an owner could sell data to a consumer through a smart contract), there are a number of issues that need to be solved.…”

Section: Pricing and Fairnessmentioning

confidence: 99%

Toward Owners’ Control in Digital Data Markets

Vimercati

Foresti

Livraga

et al. 2021

IEEE Systems Journal

View full text Add to dashboard Cite

Finding a good balance between the availability of data for analysis and the control that individuals should exercise over their own data is a key requirement for generating innovation and growth in our data-driven society. A promising direction is the development of data market platforms where individuals can directly provide their own data and monetize them by making them selectively available to data consumers. Data market platforms are often based on the cloud paradigm and can be managed by parties that may be not fully trusted, or even be malicious, thus introducing new data security and privacy issues. In this paper, we discuss the issues and challenges towards empowering individuals to use a data market platform for trading their data while keeping control over them. We also discuss how existing techniques can be possibly adapted to address these issues and highlight aspects that still need to be investigated.

show abstract

BlockDeepNet: A Blockchain-Based Secure Deep Learning for IoT Network

Cited by 82 publications

References 17 publications

Implementing Blockchain Technology in Irrigation Systems That Integrate Photovoltaic Energy Generation Systems

Implementing Blockchain Technology in Irrigation Systems That Integrate Photovoltaic Energy Generation Systems

Future Smart Connected Communities to Fight COVID-19 Outbreak

Toward Owners’ Control in Digital Data Markets

Contact Info

Product

Resources

About