2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)最新文献

筛选
英文 中文
Minimizing Age-of-Information of NVRAM-based Intermittent Systems 基于nvram的间歇系统的信息年龄最小化
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00013
Hung-Yu Lin, Yu-Pei Liang, Shuo-Han Chen, Yuan-Hao Chang, Tseng-Yi Chen, W. Shih
{"title":"Minimizing Age-of-Information of NVRAM-based Intermittent Systems","authors":"Hung-Yu Lin, Yu-Pei Liang, Shuo-Han Chen, Yuan-Hao Chang, Tseng-Yi Chen, W. Shih","doi":"10.1109/NVMSA56066.2022.00013","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00013","url":null,"abstract":"Due to the near-zero idle power consumption characteristic of non-volatile random access memory (NVRAM), NVRAM has gained popularity as a great alternative to volatile RAM on energy-constraint and tiny embedded systems that run on intermittent power. In particular, multi-level-cell (MLC) NVRAM can further reduce the energy consumption of data writes by alternating data write modes with different retention periods. Nevertheless, due to the unstable power supply of intermittent systems, data on NVRAM could become obsolete and result in distortion of reality as time goes by. As intermittent systems typically involve a large number of sensors and numerous transmitters to collect environmental data, data freshness is vital for accurate scientific study. To ensure the data freshness, this paper proposes a minimizing average system age-of-information (AoI) scheme, abbreviated as MASA scheme, for MLC-NVRAM-based intermittent systems. The proposed policy harmonizes data write modes according to data update intervals of sensors with the goal of minimizing AoI and energy consumption. The experimental results indicate that the proposed policy achieves a better average AoI than the existing schemes.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114999016","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient and Atomic-Durable Persistent Memory through In-PM Hybrid Logging 通过In-PM混合日志记录高效和原子持久的持久内存
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00010
Nai-Jia Dong, Hsiang-Yun Cheng, Chia-Lin Yang, Bo-Rong Lin, Hsiang-Pang Li
{"title":"Efficient and Atomic-Durable Persistent Memory through In-PM Hybrid Logging","authors":"Nai-Jia Dong, Hsiang-Yun Cheng, Chia-Lin Yang, Bo-Rong Lin, Hsiang-Pang Li","doi":"10.1109/NVMSA56066.2022.00010","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00010","url":null,"abstract":"Persistent memory (PM) is promising as it offers comparable performance to DRAM with the durable property of storage devices. It has become a real-world solution with the release of Intel Optane DIMM. The key challenge for PM is to support atomic durability efficiently. In this paper, we propose the first hardware logging mechanism based on two features of Optane DIMM, persistent write pending queue (WPQ) and the DIMM controller. We leverage the persistent WPQ to serve as a redo-log area and augment the DIMM controller to support in-PM undo logging without inducing extra bus traffic. The results show our mechanism is practical yet effective, achieving 59.1% higher throughput than the state-of-the-art logging mechanism.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"85 9","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134162864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
RNA-seq Quantification on Processing in memory Architecture: Observation and Characterization 记忆结构中rna序列定量处理:观察与表征
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/nvmsa56066.2022.00014
Liang-Chi Chen, Shu-Qi Yu, Chien-Chung Ho, Yuan-Hao Chang, Da-Wei Chang, Wei-Chen Wang, Yu-Ming Chang
{"title":"RNA-seq Quantification on Processing in memory Architecture: Observation and Characterization","authors":"Liang-Chi Chen, Shu-Qi Yu, Chien-Chung Ho, Yuan-Hao Chang, Da-Wei Chang, Wei-Chen Wang, Yu-Ming Chang","doi":"10.1109/nvmsa56066.2022.00014","DOIUrl":"https://doi.org/10.1109/nvmsa56066.2022.00014","url":null,"abstract":"In recent years, the processing in memory (PIM) technique has progressively captured people’s attention since it reveals the potential to strike down the von Neumann bottleneck by minimizing off-chip data movement between processor and memory. As the first publicly commercial PIM system, UPMEM DPU, was proposed in 2019, lots of encouraging results show that the UPMEM DPU architecture helps many data-intensive applications to get rid of the von-Neumann bottleneck. To better understand the constraints and capability of UPMEM DPU, the RNA sequences quantification application, kallisto [3], is chosen as the case study and used to show the design tradeoffs and design considerations that should be paid attention to. To achieve this objective, a DPU-based kallisto, named D_kallisto, is presented to resolve the design challenges caused by both the software/hardware constraints of DPUs and programming constraints over the DPU system. A series of experiments was built and conducted to evaluate the capability of our proposed D_kallisto with adopting different mechanisms and policies. Through the presented analysis and comparison, this work can help the community to understand the real concerns on designing and developing DPU programs.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123985924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
RUSM: Harnessing Unused Resources in 3D NAND SSD to Enhance Reading Performance 利用3D NAND SSD中未使用的资源来提高读取性能
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00020
Hasan Alhasan, Yun-Chih Chen, Chien-Chung Ho, Tei-Wei Kuo
{"title":"RUSM: Harnessing Unused Resources in 3D NAND SSD to Enhance Reading Performance","authors":"Hasan Alhasan, Yun-Chih Chen, Chien-Chung Ho, Tei-Wei Kuo","doi":"10.1109/NVMSA56066.2022.00020","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00020","url":null,"abstract":"3D NAND flash-based storage devices, i.e., Solid-State Drives (SSDs), are gradually regarded as promising candidates to lead the flash industry thanks to their rapidly growing density. However, 3D NAND SSD has relatively high flash command latency, which raises the phenomenon of chip-blocking write, yielding the read long-tail latency problem. Data replication is a viable strategy for increasing data availability. However, data replication brings extra time overhead to read and write data, which reinforces the original chip-blocking write problem. We first reveal that the conventional scheme writes a whole page to flush smaller data portion, resulting into time squandering. Based on this observation, we propose a novel scheme, RUSM (Replicate Using Subpage Merging), which reclaims the improperly used time from the conventional page writing operation to amend the replication mechanism. Through experiments, we show how RUSM controls the chip-blocking write problem and enhances reading performance at low overhead cost.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117238607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polling Based Per-core Workqueue Management in XFS Journaling XFS日志中基于轮询的每核工作队列管理
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00016
Kwangwon Min, Dohyun Kim, S. Lim, Y. Won
{"title":"Polling Based Per-core Workqueue Management in XFS Journaling","authors":"Kwangwon Min, Dohyun Kim, S. Lim, Y. Won","doi":"10.1109/NVMSA56066.2022.00016","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00016","url":null,"abstract":"In this paper, we analyze the scalability of XFS journaling and improve the many-core scalability of XFS journaling. We found that the lock contention in the async and await mechanisms, such as workqueue and waitqueue, is one of the main causes for the scalability failure in XFS journaling. We propose per-core pool workqueue and polling based on-disk logging to solve these problems. By using per-core pool workqueue, we resolve the lock contention on thread pool used in the workqueue module. By using polling based on-disk logging, XFS waits for the journal thread to finish in polling based mechanism. We resolve the lock contention on global waitqueue and reduce the latency of on-disk logging through polling. We implement these methods based on XFS. In varmail and exim workloads, the proposed techniques improve the benchmark performance by 57% and 28% against XFS, and 9% and 28% against ScaleXFS, respectively.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121882258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
HNFFS: Revisiting the NOR Flash File System HNFFS:重新访问NOR Flash文件系统
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00012
Yanqi Pan, Zhisheng Hu, N. Zhang, Hao Hu, Wen Xia, Zhongming Jiang, Liang Shi, Shiyi Li
{"title":"HNFFS: Revisiting the NOR Flash File System","authors":"Yanqi Pan, Zhisheng Hu, N. Zhang, Hao Hu, Wen Xia, Zhongming Jiang, Liang Shi, Shiyi Li","doi":"10.1109/NVMSA56066.2022.00012","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00012","url":null,"abstract":"NOR flash, a type of non-volatile memory technologies, embraces its new age of IoT due to its execute-in-place (XIP) feature. Generally, there are two representative file systems designed for NOR flash: Journaling Flash File System 2 (JFFS2) and Spi Flash File System (SPIFFS). They suffer from either slow mount time, heavy foreground garbage collection (GC) overheads, poor read/write performance, or inefficient Wear- Leveling (WL), and thus they are unfriendly to IoT devices. To overcome the above limitations of existing NOR flash file systems, we propose and design a Harmony NOR Flash File System (HNFFS): (1) We introduce Erasable Sector Summary (ESS) to reduce mount time by leveraging NOR flash’s fast read capabilities. ESS deploys summary nodes to avoid scanning the whole NOR flash when mounting the system. (2) We propose Adaptive Garbage Collection (AGC), which allows the NOR flash file system to adaptively trigger GC in advance and thus reduces the heavy Foreground GC overheads. (3) We introduce Mergeable Tree (MT) to decrease the DRAM usage for indexing while improving write performance by merging the sequential small-data write. (4) We provide Random Static Wear-Leveling (RSWL) to efficiently perform WL by combining the high performance Random WL (RWL) and the reliable Static WL (SWL). Experimental results suggest that HNFFS outperforms the state-of-the-art NOR flash file systems. Moreover, the evaluation of RSWL also shows the optimal tradeoff between performance and wear evenness.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117274075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An Integrated Subpage-aware Write Method in Large-Page-based SSDs 基于大页面的ssd中集成的子页面感知写入方法
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00018
Chin-Hsien Wu, Chian-Shiang Ou Yang
{"title":"An Integrated Subpage-aware Write Method in Large-Page-based SSDs","authors":"Chin-Hsien Wu, Chian-Shiang Ou Yang","doi":"10.1109/NVMSA56066.2022.00018","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00018","url":null,"abstract":"Solid-state drives (SSDs) that adopt NAND flash memory have become one of the most popular storages. With the progress of the manufacturing process, a page size of NAND flash memory has increased from 512B to 16KB recently. However, an I/O request of current file systems could be based on a 4KB sector. Due to the difference between the 16KB page and the 4KB sector, there will be subpage writes in the NAND flash memory. In the paper, we will propose an integrated subpage-aware write method to solve the incompleteness of the previous studies and reduce the overhead of subpage writes.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134062458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nimble Mapping SSD: Leaning State Mapping Strategy to Increase Reliability of 3D TLC Charge-Trap NAND Flash Memory 灵活的映射SSD:学习状态映射策略,以提高3D TLC电荷陷阱NAND闪存的可靠性
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00019
Chih-Chia Chen, Jen-Wei Hsieh
{"title":"Nimble Mapping SSD: Leaning State Mapping Strategy to Increase Reliability of 3D TLC Charge-Trap NAND Flash Memory","authors":"Chih-Chia Chen, Jen-Wei Hsieh","doi":"10.1109/NVMSA56066.2022.00019","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00019","url":null,"abstract":"With the adoption of vertical stacked structure and charge-trap cell design, 3D NAND flash memory reduces the cost-per-bit and becomes the mainstream in the storage market. Since every operation can cause the damage to NAND flash memory and increase the error bits, each cell in NAND flash memory can endure only limited write and erase operations. While the bit errors are highly related to the data pattern, conventional works such as data randomization distribute the threshold voltage states uniformly to prevent the worse-case data pattern. However, data randomization may miss the opportunity to improve the SSD’s lifetime because the distribution of threshold voltage states is uniform whatever the access behavior. In 3D charge trap NAND flash, as the lower states would incur more right shifting than a cell with higher states, the access behavior may influence the bit errors. In this paper, we propose a error mitigation scheme to improve reliability of NAND flash-memory storage devices by utilizing the characteristic of 3D charge trap NAND flash memory to encode the written data asymmetrically. Compared with the related work, our proposed Nimble Mapping SSD (NMS) could improve the reliability with less memory overhead. For the retention error, NMS has similar encoding effect, and the experiment results showed that the BER is averagely 1.2% lower than the related work. Furthermore, NMS could reduce the BER of program variation by 17.1% on average.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133458811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Latency Aware Page Migration for Read Performance Optimization on Hybrid SSDs 基于延迟感知的混合ssd读性能优化页面迁移
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00015
Shicheng Li, Longfei Luo, Yina Lv, Liang Shi
{"title":"Latency Aware Page Migration for Read Performance Optimization on Hybrid SSDs","authors":"Shicheng Li, Longfei Luo, Yina Lv, Liang Shi","doi":"10.1109/NVMSA56066.2022.00015","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00015","url":null,"abstract":"The high-density flash memory makes it possible to store more information in a memory cell, while the drawbacks to it are degraded performance, less endurance, and wide variation of read latency. The prevalent hybrid solid state drives (SSDs) utilize a single-level cell (SLC) region as the write cache of high-density flash memory region and solve the problem of writes. However, this design did not take the read latency variation into consideration. Through evaluations on real storage device, we demonstrated the variation of read latency and presented the benefits and limitations on read performance optimization. Motivated by that, an efficient migration strategy, latency aware page migration (LAPM), is proposed. Its basic idea is to identify frequently read pages with high read latency and migrate them to the SLC region to improve the overall read performance. Experimental results show that LAPM can effectively reduce the read latency by 20% on average over the baseline while lowering the migration traffic to the device by up to 40%, compared with state-of-the-arts.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124510404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Buffered Hash Table: Leveraging DRAM to Enhance Hash Indexes in the Persistent Memory 缓冲哈希表:利用DRAM增强持久内存中的哈希索引
2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA) Pub Date : 2022-08-01 DOI: 10.1109/NVMSA56066.2022.00011
Chen Zhong, Prajwal Challa, Xingsheng Zhao, Song Jiang
{"title":"Buffered Hash Table: Leveraging DRAM to Enhance Hash Indexes in the Persistent Memory","authors":"Chen Zhong, Prajwal Challa, Xingsheng Zhao, Song Jiang","doi":"10.1109/NVMSA56066.2022.00011","DOIUrl":"https://doi.org/10.1109/NVMSA56066.2022.00011","url":null,"abstract":"As a high-speed byte-addressable storage media similar to DRAM, Intel Optane DC Persistent Memory (PMem) has drawn the interest from the research community for its high throughput and low latency. These properties propel the migration of in-DRAM data structures, such as hash tables, to the PMem. However, existing PMem hash table designs do not recognize that the PMem is also a block device with an access unit of 256 bytes. Consequently, they carry out writes in sizes that are an order of magnitude smaller than the PMem access unit, leading to high write amplification. To improve their performance, we propose Buffered Hash Table (BHT) design. BHT batches multiple writes into in-DRAM buffers and then merges them into hash table buckets in the PMem, reducing the number of small writes. BHT also employs a PMem-based writeahead log to prevent data loss. Our experiments show that BHT provides up to 2.3X and 2.8X higher write throughput, assuming the DRAM space is sufficiently available, compared to the stateof-the-art hash indexes, namely CCEH and Dash, respectively.","PeriodicalId":185204,"journal":{"name":"2022 IEEE 11th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122152107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信