A Many-Objective Optimization Model of Industrial Internet of Things Based on Private Blockchain | IEEE Journals & Magazine | IEEE Xplore
Scheduled Maintenance: On Tuesday, 8 April, IEEE Xplore will undergo scheduled maintenance from 1:00-5:00 PM ET (1800-2200 UTC). During this time, there may be intermittent impact on performance. We apologize for any inconvenience.

A Many-Objective Optimization Model of Industrial Internet of Things Based on Private Blockchain


Abstract:

The Industrial Internet of Things (IIoT) has developed rapidly in recent years. Private blockchains with decentralization, flexible rules, and good privacy protection can...Show More

Abstract:

The Industrial Internet of Things (IIoT) has developed rapidly in recent years. Private blockchains with decentralization, flexible rules, and good privacy protection can be applied in the IIoT to process the massive data and tackle the security problem. However, the scalability of blockchain places a restriction on IIoT. Accordingly, this article proposes an improved algorithm based on Two_Arch2 to improve the scalability and decentralization while reducing the latency and cost of the blockchain. By integrating the private blockchain theory to IIoT and simultaneously considering the above four objectives, a many-objective blockchain-enabled IIoT model is constructed. Then an improved Two_Arch2 algorithm is utilized to solve the model. Experimental results show that the improved algorithm can effectively optimize four indicators of the model.
Published in: IEEE Network ( Volume: 34, Issue: 5, September/October 2020)
Page(s): 78 - 83
Date of Publication: 18 September 2020

ISSN Information:

State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Bin Cao [M'11] received his Ph.D. degree in computer application technology from Jilin University in 2012. He is currently in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. From 2012 to 2014, he was a post-doctor in the Department of Computer Science and Technology, Tsinghua University, Beijing, China. His research interests include intelligent computation with its applications to b...Show More
Bin Cao [M'11] received his Ph.D. degree in computer application technology from Jilin University in 2012. He is currently in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. From 2012 to 2014, he was a post-doctor in the Department of Computer Science and Technology, Tsinghua University, Beijing, China. His research interests include intelligent computation with its applications to b...View more
State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Xuesong Wang received her Bachelor's degree in digital media technology from Qingdao University in 2019. She is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. Her research interests include blockchain, high-performance computing, cloud computing, edge computing, and the Internet of Things.
Xuesong Wang received her Bachelor's degree in digital media technology from Qingdao University in 2019. She is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. Her research interests include blockchain, high-performance computing, cloud computing, edge computing, and the Internet of Things.View more
State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Weizheng Zhang received his Bachelor's degree in computer science and technology from Shaanxi University of Science and Technology in 2019. He is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology. His research interests include artificial intelligence with its applications to cyber-physical systems, big data, graphics and visual media, and high-performance comput...Show More
Weizheng Zhang received his Bachelor's degree in computer science and technology from Shaanxi University of Science and Technology in 2019. He is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology. His research interests include artificial intelligence with its applications to cyber-physical systems, big data, graphics and visual media, and high-performance comput...View more
Embry-Riddle Aeronautical University, Oklahoma City, OK, USA
Houbing Song [M'12, Sm' received his Ph.D. degree in electrical engineering from the University of Virginia, Charlottesville, in August 2012, and his M.S. degree in civil engineering from the University of Texas, El Paso, in December 2006. In August 2017, he joined the Department of Electrical Engineering & Computer Science, Embry-Riddle Aeronautical University, Daytona Beach, Florida, where he is currently an assistant p...Show More
Houbing Song [M'12, Sm' received his Ph.D. degree in electrical engineering from the University of Virginia, Charlottesville, in August 2012, and his M.S. degree in civil engineering from the University of Texas, El Paso, in December 2006. In August 2017, he joined the Department of Electrical Engineering & Computer Science, Embry-Riddle Aeronautical University, Daytona Beach, Florida, where he is currently an assistant p...View more
Qingdao University, Qingdao, China
Zhihan Lv [M'13, SM'19] received his Ph.D. degree in computer applied technology from Ocean University of China in 2012. He is currently an associate professor at Qingdao University. He has completed several projects successfully on PC, website, smartphone, and smart glasses. His research interests include multimedia, big data analytics, augmented reality, virtual reality, computer vision, 3D visualization and graphics, s...Show More
Zhihan Lv [M'13, SM'19] received his Ph.D. degree in computer applied technology from Ocean University of China in 2012. He is currently an associate professor at Qingdao University. He has completed several projects successfully on PC, website, smartphone, and smart glasses. His research interests include multimedia, big data analytics, augmented reality, virtual reality, computer vision, 3D visualization and graphics, s...View more

State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Bin Cao [M'11] received his Ph.D. degree in computer application technology from Jilin University in 2012. He is currently in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. From 2012 to 2014, he was a post-doctor in the Department of Computer Science and Technology, Tsinghua University, Beijing, China. His research interests include intelligent computation with its applications to big data, cyber-physical systems, graphics and visual media, and high-performance computing and cloud computing.
Bin Cao [M'11] received his Ph.D. degree in computer application technology from Jilin University in 2012. He is currently in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. From 2012 to 2014, he was a post-doctor in the Department of Computer Science and Technology, Tsinghua University, Beijing, China. His research interests include intelligent computation with its applications to big data, cyber-physical systems, graphics and visual media, and high-performance computing and cloud computing.View more
State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Xuesong Wang received her Bachelor's degree in digital media technology from Qingdao University in 2019. She is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. Her research interests include blockchain, high-performance computing, cloud computing, edge computing, and the Internet of Things.
Xuesong Wang received her Bachelor's degree in digital media technology from Qingdao University in 2019. She is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology, Tianjin, China. Her research interests include blockchain, high-performance computing, cloud computing, edge computing, and the Internet of Things.View more
State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China
Weizheng Zhang received his Bachelor's degree in computer science and technology from Shaanxi University of Science and Technology in 2019. He is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology. His research interests include artificial intelligence with its applications to cyber-physical systems, big data, graphics and visual media, and high-performance computing and cloud computing.
Weizheng Zhang received his Bachelor's degree in computer science and technology from Shaanxi University of Science and Technology in 2019. He is currently pursuing a Master's degree in the School of Artificial Intelligence, Hebei University of Technology. His research interests include artificial intelligence with its applications to cyber-physical systems, big data, graphics and visual media, and high-performance computing and cloud computing.View more
Embry-Riddle Aeronautical University, Oklahoma City, OK, USA
Houbing Song [M'12, Sm' received his Ph.D. degree in electrical engineering from the University of Virginia, Charlottesville, in August 2012, and his M.S. degree in civil engineering from the University of Texas, El Paso, in December 2006. In August 2017, he joined the Department of Electrical Engineering & Computer Science, Embry-Riddle Aeronautical University, Daytona Beach, Florida, where he is currently an assistant professor and the director of the Security and Optimization for Networked Globe Laboratory (SONG Lab, www.SONGLab.us). He served on the faculty of West Virginia University from August 2012 to August 2017. In 2007 he was an engineering research associate with the Texas A & M Transportation Institute. He has served as an Associate Technical Editor for IEEE Communications Magazine (2017-present), an Associate Editor for the IEEE Internet of Things Journal (2020-present), and a Guest Editor for the IEEE Journal on Selected Areas in Communications, the IEEE Internet of Things Journal, IEEE Transactions on Industrial Informatics, the IEEE Sensors Journal, IEEE Transactions on Intelligent Transportation Systems, and IEEE Network. He is the author of more than 100 articles. His research interests include cyber-physical systems, cybersecurity and privacy, the Internet of Things, edge computing, AI/machine learning, big data analytics, unmanned aircraft systems, connected vehicles, smart and connected health, and wireless communications and networking.
Houbing Song [M'12, Sm' received his Ph.D. degree in electrical engineering from the University of Virginia, Charlottesville, in August 2012, and his M.S. degree in civil engineering from the University of Texas, El Paso, in December 2006. In August 2017, he joined the Department of Electrical Engineering & Computer Science, Embry-Riddle Aeronautical University, Daytona Beach, Florida, where he is currently an assistant professor and the director of the Security and Optimization for Networked Globe Laboratory (SONG Lab, www.SONGLab.us). He served on the faculty of West Virginia University from August 2012 to August 2017. In 2007 he was an engineering research associate with the Texas A & M Transportation Institute. He has served as an Associate Technical Editor for IEEE Communications Magazine (2017-present), an Associate Editor for the IEEE Internet of Things Journal (2020-present), and a Guest Editor for the IEEE Journal on Selected Areas in Communications, the IEEE Internet of Things Journal, IEEE Transactions on Industrial Informatics, the IEEE Sensors Journal, IEEE Transactions on Intelligent Transportation Systems, and IEEE Network. He is the author of more than 100 articles. His research interests include cyber-physical systems, cybersecurity and privacy, the Internet of Things, edge computing, AI/machine learning, big data analytics, unmanned aircraft systems, connected vehicles, smart and connected health, and wireless communications and networking.View more
Qingdao University, Qingdao, China
Zhihan Lv [M'13, SM'19] received his Ph.D. degree in computer applied technology from Ocean University of China in 2012. He is currently an associate professor at Qingdao University. He has completed several projects successfully on PC, website, smartphone, and smart glasses. His research interests include multimedia, big data analytics, augmented reality, virtual reality, computer vision, 3D visualization and graphics, serious gaming, HCI, big data, and GIS.
Zhihan Lv [M'13, SM'19] received his Ph.D. degree in computer applied technology from Ocean University of China in 2012. He is currently an associate professor at Qingdao University. He has completed several projects successfully on PC, website, smartphone, and smart glasses. His research interests include multimedia, big data analytics, augmented reality, virtual reality, computer vision, 3D visualization and graphics, serious gaming, HCI, big data, and GIS.View more

Contact IEEE to Subscribe

References

References is not available for this document.