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Related papers: The Dirty Secret of SSDs: Embodied Carbon

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Storing digital information, ensuring the accuracy, steady and uninterrupted access to the data are considered as fundamental challenges in enterprise-class organizations and companies. In recent years, new types of storage systems such as…

Other Computer Science · Computer Science 2014-05-12 Arash Batni , Farshad Safaei

Solid-state drives (SSDs) have revolutionized data storage with their high performance, energy efficiency, and reliability. However, as storage demands grow, SSDs face critical challenges in scalability, endurance, latency, and security.…

Hardware Architecture · Computer Science 2026-02-12 Tianyu Ren , Yajuan Du , Jinhua Cui , Yina Lv , Qiao Li , Chun Jason Xue

The idea of computational storage device (CSD) has come a long way since at least 1990s [1], [2]. By embedding computing resources within storage devices, CSDs could potentially offload computational tasks from CPUs and enable near-data…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-23 Chao Shi , Anthony Manschula , Tabassum Mahmud , Zeren Yang , Mai Zheng , Yong Chen , Jim Wayda , Matthew Wolf , Byungwoo Bang

The rapid expansion of data centers (DCs) has intensified energy and carbon footprint, incurring a massive environmental computing cost. While carbon-aware workload migration strategies have been examined, existing approaches often overlook…

Systems and Control · Electrical Eng. & Systems 2025-04-02 Yichao Zhang , Yubo Song , Subham Sahoo

Embodied carbon is the total carbon released from the processes associated with a product from cradle to gate. In many industry sectors, embodied carbon dominates the overall carbon footprint. Embodied carbon accounting, i.e., to estimate…

Hardware Architecture · Computer Science 2023-12-12 Xiaoyang Zhang , Yijie Yang , Dan Wang

SSDs are emerging storage devices which unlike HDDs, do not have mechanical parts and therefore, have superior performance compared to HDDs. Due to the high cost of SSDs, entirely replacing HDDs with SSDs is not economically justified.…

Performance · Computer Science 2018-12-12 Reza Salkhordeh , Mostafa Hadizadeh , Hossein Asadi

The rapid increase in computing demand and its corresponding energy consumption have focused attention on computing's impact on the climate and sustainability. Prior work proposes metrics that quantify computing's carbon footprint across…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-22 Noman Bashir , Varun Gohil , Anagha Belavadi , Mohammad Shahrad , David Irwin , Elsa Olivetti , Christina Delimitrou

Solid-state drives (SSDs) are extensively used to deploy persistent data stores, as they provide low latency random access, high write throughput, high data density, and low cost. Tree-based data structures are widely used to build…

Databases · Computer Science 2020-06-09 Diego Didona , Nikolas Ioannou , Radu Stoica , Kornilios Kourtis

Recent improvements in energy efficiency and renewable energy integration have increased the relative importance of embodied carbon in data centers, motivating improved provisioning strategies. Conventional approaches primarily minimize…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-27 Shixin Ji , Zhuoping Yang , Xingzhen Chen , Alex K. Jones , Peipei Zhou

Embodied carbon has been widely reported as a significant component in the full system lifecycle of various computing systems' green house gas emissions. Many efforts have been undertaken to quantify the elements that comprise this embodied…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-24 Shixin Ji , Zhuoping Yang , Xingzhen Chen , Stephen Cahoon , Jingtong Hu , Yiyu Shi , Alex K. Jones , Peipei Zhou

To halt further climate change, computing, along with the rest of society, must reduce, and eventually eliminate, its carbon emissions. Recently, many researchers have focused on estimating and optimizing computing's \emph{embodied carbon},…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-29 Noman Bashir , David Irwin , Prashant Shenoy

Modern data centers suffer from a growing carbon footprint due to insufficient support for environmental sustainability. While hardware accelerators and renewable energy have been utilized to enhance sustainability, addressing Quality of…

Hardware Architecture · Computer Science 2024-03-20 Fan Chen

Decades of progress in energy-efficient and low-power design have successfully reduced the operational carbon footprint in the semiconductor industry. However, this has led to an increase in embodied emissions, encompassing carbon emissions…

Hardware Architecture · Computer Science 2024-02-15 Chetan Choppali Sudarshan , Nikhil Matkar , Sarma Vrudhula , Sachin S. Sapatnekar , Vidya A. Chhabria

Solid state drives have a number of interesting characteristics. However, there are numerous file system and storage design issues for SSDs that impact the performance and device endurance. Many flash-oriented and flash-friendly file…

Operating Systems · Computer Science 2019-07-30 Viacheslav Dubeyko

With the ever-increasing amount of data generate in the world, estimated to reach over 200 Zettabytes by 2025, pressure on efficient data storage systems is intensifying. The shift from HDD to flash-based SSD provides one of the most…

Operating Systems · Computer Science 2023-07-25 Nick Tehrany , Krijn Doekemeijer , Animesh Trivedi

Computing is at a moment of profound opportunity. Emerging applications -- such as capable artificial intelligence, immersive virtual realities, and pervasive sensor systems -- drive unprecedented demand for computer. Despite recent…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-22 Benjamin C. Lee , David Brooks , Arthur van Benthem , Udit Gupta , Gage Hills , Vincent Liu , Benjamin Pierce , Christopher Stewart , Emma Strubell , Gu-Yeon Wei , Adam Wierman , Yuan Yao , Minlan Yu

NAND flash memory is ubiquitous in everyday life today because its capacity has continuously increased and cost has continuously decreased over decades. This positive growth is a result of two key trends: (1) effective process technology…

Hardware Architecture · Computer Science 2018-01-08 Yu Cai , Saugata Ghose , Erich F. Haratsch , Yixin Luo , Onur Mutlu

Traditional hard drives consisting of spinning magnetic media platters are becoming things of the past as with the emergence of the latest digital technologies and electronic equipment, the demand for faster, lighter, and more reliable…

Cryptography and Security · Computer Science 2023-07-21 Hassan Jalil Hadi , Irshad ullah , Sheetal Harris

The geometrical and performance scaling of silicon CMOS integrated circuit technology over the past 50 years has enabled many affordable new products for business and consumer applications. Recognizing that Flash is approaching its ultimate…

Materials Science · Physics 2014-08-21 Franz Kreupl

The increasing demand for Artificial Intelligence (AI) computing poses significant environmental challenges, with both operational and embodied carbon emissions becoming major contributors. This paper presents a carbon-aware holistic…

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