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- opinionSeptember 2024
Digital Twins for Data Centers
- Jyotika Athavale,
- Cullen Bash,
- Wesley Brewer,
- Matthias Maiterth,
- Dejan Milojicic,
- Harry Petty,
- Soumyendu Sarkar,
- Dejan Milojicic
Digital twins provide living digital models of physical systems that enable data-driven analysis and application of artificial intelligence to better manage selective aspects of the data center and drive efficiency for sustainability.
- opinionSeptember 2024
Formal Verification for Secure Processors: A Guide for Computer Architects
As computer architects continually push the limits of microarchitectural performance optimizations, securing hardware against speculative execution attacks feels like a Sisyphean task. This article explores the critical role computer architects can play ...
- research-articleSeptember 2024
Engineering Challenges for Developing Reliable and Secure Heterogeneous Computing Systems
Heterogeneous computing is a way to deliver solutions suitable for real-time and computationally intensive workloads on intelligent systems, including the Internet of Things and edge devices. This article systematically overviews the most critical ...
- discussionAugust 2024
A Tribute to the Z80
After nearly 50 years, the fabrication lines for the Z80 microprocessor have ceased. As an early processor in personal computing, the Z80 enabled budding computer scientists and engineers to tinker at home and discover the delight of computing.
- research-articleAugust 2024
Frontiers in Scientific Workflows: Pervasive Integration With High-Performance Computing
We address the increasing complexity of scientific workflows in the context of high-performance computing (HPC) and their associated need for robust, adaptable, and flexible computational support systems. We explore five key trends as well as future ...
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- discussionJanuary 2024
Exploring Heterogeneous Integration: Its Essence and Future Path
Heterogeneous integration, a process that involves the amalgamation of chiplets, enhances system performance and spurs innovation in various applications, including, but not limited to, artificial intelligence, sensors, and cloud computing.
- discussionJanuary 2024
“Thirsty” Computing
Much is written about the energy consumption requirements for data centers. However less is written about the water required to cool data centers. We open a discussion about this topic here.
- research-articleJanuary 2024
Resilient Virtualization
Virtualization, which allows the sharing and partitioning of underlying hardware, enables application scalability and consolidation. Its broad use brings relevant opportunities along with challenges that are crucial for the success of modern computer ...
- opinionJanuary 2024
Predicting Heterogeneity and Serverless Principles of Converged High-Performance Computing, Artificial Intelligence, and Workflows
- Pedro Bruel,
- Sai Rahul Chalamalasetti,
- Aditya Dhakal,
- Eitan Frachtenberg,
- Ninad Hogade,
- Rolando Pablo Hong Enriquez,
- Alok Mishra,
- Dejan Milojicic,
- Pavana Prakash,
- Gourav Rattihalli,
- Dejan Milojicic
Traditional high-performance computing and modern artificial intelligence computing are converging with workflows as a common paradigm. We predict nine principles of heterogeneity and serverless computing for this convergence, from high-level programming ...
- research-articleJanuary 2024
Industrial Internet of Things: Trends and Challenges
Industry is a leading application domain for the Internet of Things. The wide availability of industrial control systems (operational technology) combined with the Internet revolutionizes infrastructures and services, especially critical ones, providing ...
- discussionJanuary 2024
Universal Chiplet Interconnect Express: An Open Industry Standard for Memory and Storage Applications
Continuing advances in computing will require chiplets connected by the Universal Chiplet Interconnect Express (UCIe) to create cost-effective high-performance customized applications and new memory hierarchies. The optical UCIe can expand this ...
- research-articleNovember 2023
Artificial Intelligence for Internet of Things as a Service: Small or Big Data, Private or Public Model, Centralized or Federated Learning?
We propose a generic framework for mapping the training and federation tasks of three artificial intelligence for Internet of Things as a service (AIoTaS) systems to multiple cloud–edge–fog paradigms. A total of 31 possible mappings are identified as ...
- research-articleOctober 2023
Multimaster Node Byzantine Fault-Tolerant Consensus Algorithm Based on Consistent Hash Algorithm
We propose a consensus mechanism based on the consistent hash algorithm for multiple master nodes. The consensus mechanism uses a consistent hash algorithm to select consensus group nodes and common nodes and further selects multiple master nodes on this ...
- research-articleOctober 2022
Virtualization Over Multiprocessor Systems-on-Chip: An Enabling Paradigm for the Industrial Internet of Things
The next-generation Industrial Internet of Things (IIoT) requires smart devices featuring rich connectivity, local intelligence, and autonomous behavior. We review representative solutions, highlighting aspects that are the most relevant for integration ...
- discussionJuly 2022
Scientific Visualization Using Neural Networks
This installment of Computer’s series highlighting the work published in IEEE Computer Society journals comes from IEEE Transactions on Visualization and Computer Graphics.
- research-articleJuly 2022
The Convergence of Hyperscale Data Center and High-Performance Computing Networks
We discuss the differences and commonalities between network technologies used in supercomputers and data centers and outline a path to convergence at multiple layers. We predict that emerging smart networking solutions will accelerate that convergence.
- discussionMay 2022
Advancing Reproducibility in Parallel and Distributed Systems Research
This installment of Computer’s series highlighting the work published in IEEE Computer Society journals comes from IEEE Transactions on Parallel and Distributed Systems.
- opinionJanuary 2022
Accelerators
Driven by artificial intelligence (AI), accelerators are taking away the “central” aspect of CPUs to become dominant processors of the vast amounts of generated data today. This transition happened in your phones and embedded devices a decade ago and, ...
- research-articleNovember 2021
Cloud-Native Application Security: Risks, Opportunities, and Challenges in Securing the Evolving Attack Surface
Insecure cloud-native applications (CNAs) will continue to experience security compromises including data breaches due to their dynamic, complex, and varied threat landscape. We review current application security techniques, examine their benefits and ...
- research-articleDecember 2020
Protocols Over Things: A Decentralized Programming Model for the Internet of Things
Current programming models for developing Internet of Things (IoT) applications are logically centralized and ill-suited for most IoT applications. We contribute Protocols over Things, a decentralized programming model that represents an IoT application ...