Towards sustainable in-situ server systems in the big data era

Recent years have seen an explosion of data volumes from a myriad of distributed sources such as ubiquitous cameras and various sensors. The challenges of analyzing these geographically dispersed datasets are increasing due to the significant data movement overhead, time-consuming data aggregation,...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Proceedings - International Symposium on Computer Architecture s. 14 - 26
Hlavní autori: Li, Chao, Hu, Yang, Liu, Longjun, Gu, Juncheng, Song, Mingcong, Liang, Xiaoyao, Yuan, Jingling, Li, Tao
Médium: Konferenčný príspevok..
Jazyk:English
Vydavateľské údaje: IEEE 13.06.2015
Predmet:
Batteries
Delays
Discharges (electric)
Green products
Servers
Switches
Throughput
ISSN:1063-6897
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Recent years have seen an explosion of data volumes from a myriad of distributed sources such as ubiquitous cameras and various sensors. The challenges of analyzing these geographically dispersed datasets are increasing due to the significant data movement overhead, time-consuming data aggregation, and escalating energy needs. Rather than constantly move a tremendous amount of raw data to remote warehouse-scale computing systems for processing, it would be beneficial to leverage in-situ server systems (InS) to pre-process data, i.e., bringing computation to where the data is located. This paper takes the first step towards designing server clusters for data processing in the field. We investigate two representative in-situ computing applications, where data is normally generated from environmentally sensitive areas or remote places that lack established utility infrastructure. These very special operating environments of in-situ servers urge us to explore standalone (i.e., off-grid) systems that offer the opportunity to benefit from local, self-generated energy sources. In this work we implement a heavily instrumented proof-of-concept prototype called InSURE: in-situ server systems using renewable energy. We develop a novel energy buffering mechanism and a unique joint spatio-temporal power management strategy to coordinate standalone power supplies and in-situ servers. We present detailed deployment experiences to quantify how our design fits with in-situ processing in the real world. Overall, InSURE yields 20%∼60% improvements over a state-of-the-art baseline. It maintains impressive control effectiveness in under-provisioned environment and can economically scale along with the data processing needs. The proposed design is well complementary to today's grid-connected cloud data centers and provides competitive cost-effectiveness.
AbstractList Recent years have seen an explosion of data volumes from a myriad of distributed sources such as ubiquitous cameras and various sensors. The challenges of analyzing these geographically dispersed datasets are increasing due to the significant data movement overhead, time-consuming data aggregation, and escalating energy needs. Rather than constantly move a tremendous amount of raw data to remote warehouse-scale computing systems for processing, it would be beneficial to leverage in-situ server systems (InS) to pre-process data, i.e., bringing computation to where the data is located. This paper takes the first step towards designing server clusters for data processing in the field. We investigate two representative in-situ computing applications, where data is normally generated from environmentally sensitive areas or remote places that lack established utility infrastructure. These very special operating environments of in-situ servers urge us to explore standalone (i.e., off-grid) systems that offer the opportunity to benefit from local, self-generated energy sources. In this work we implement a heavily instrumented proof-of-concept prototype called InSURE: in-situ server systems using renewable energy. We develop a novel energy buffering mechanism and a unique joint spatio-temporal power management strategy to coordinate standalone power supplies and in-situ servers. We present detailed deployment experiences to quantify how our design fits with in-situ processing in the real world. Overall, InSURE yields 20%∼60% improvements over a state-of-the-art baseline. It maintains impressive control effectiveness in under-provisioned environment and can economically scale along with the data processing needs. The proposed design is well complementary to today's grid-connected cloud data centers and provides competitive cost-effectiveness.
Author Li, Tao
Song, Mingcong
Gu, Juncheng
Li, Chao
Liang, Xiaoyao
Yuan, Jingling
Hu, Yang
Liu, Longjun
Author_xml – sequence: 1
  givenname: Chao
  surname: Li
  fullname: Li, Chao
  email: lichao@cs.sjtu.edu.cn
  organization: Shanghai Jiao Tong University, China
– sequence: 2
  givenname: Yang
  surname: Hu
  fullname: Hu, Yang
  email: huyang.ece@ufl.edu
  organization: University of Florida, USA
– sequence: 3
  givenname: Longjun
  surname: Liu
  fullname: Liu, Longjun
  email: longjun.liu@stu.xjtu.edu.cn
  organization: Xi'an Jiaotong University, China
– sequence: 4
  givenname: Juncheng
  surname: Gu
  fullname: Gu, Juncheng
  organization: University of Florida, USA
– sequence: 5
  givenname: Mingcong
  surname: Song
  fullname: Song, Mingcong
  organization: University of Florida, USA
– sequence: 6
  givenname: Xiaoyao
  surname: Liang
  fullname: Liang, Xiaoyao
  organization: Shanghai Jiao Tong University, China
– sequence: 7
  givenname: Jingling
  surname: Yuan
  fullname: Yuan, Jingling
  organization: Wuhan University of Technology, China
– sequence: 8
  givenname: Tao
  surname: Li
  fullname: Li, Tao
  email: taoli@ece.ufl.edu
  organization: University of Florida, USA
BookMark eNotjstKA0EQRVuIYBKzduGmf2BidfX0ozaCBF8QcBPXocap0ZFkIt0dJX_vgK4O3AOXM1OT4TCIUlcGlsbU7gZDTbWnJQYHNpoztaAQjQMCQOf9RE0NeFv5SOFCzXL-BDBEzk_V7ebww6nNOh9z4X7gZie6H6rcl6POkr4l6XzKRfZ5nHX5EN3077rlwloSX6rzjndZFv-cq9eH-83qqVq_PD6v7tYVWxtLZUmsoGdyEYMYoBZiHGMIRjNGN61tBJFJ3moJzggHwY4wOmwNdcHO1fXfby8i26_U7zmdtgFjDQ7tLzExSSQ
ContentType Conference Proceeding
DBID 6IE
6IH
CBEJK
RIE
RIO
DOI 10.1145/2749469.2750381
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Proceedings Order Plan (POP) 1998-present by volume
IEEE Xplore All Conference Proceedings
IEEE Electronic Library (IEL)
IEEE Proceedings Order Plans (POP) 1998-present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISBN 9781509002566
1509002561
EndPage 26
ExternalDocumentID 7284052
Genre orig-research
GroupedDBID 23M
29F
29O
6IE
6IF
6IH
6IK
6IL
6IM
6IN
AAJGR
AAWTH
ACGFS
ADZIZ
ALMA_UNASSIGNED_HOLDINGS
APO
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CBEJK
CHZPO
IEGSK
IJVOP
IPLJI
M43
OCL
RIE
RIL
RIO
ZY4
ID FETCH-LOGICAL-a338t-39e3e26a95827e109d0888979039e275bd3be22a9ec4e751ea7e2f92852d19f73
IEDL.DBID RIE
ISICitedReferencesCount 42
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000380455700002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1063-6897
IngestDate Wed Jun 04 06:02:04 EDT 2025
IsPeerReviewed false
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-a338t-39e3e26a95827e109d0888979039e275bd3be22a9ec4e751ea7e2f92852d19f73
PageCount 13
ParticipantIDs ieee_primary_7284052
PublicationCentury 2000
PublicationDate 2015-06-13
PublicationDateYYYYMMDD 2015-06-13
PublicationDate_xml – month: 06
  year: 2015
  text: 2015-06-13
  day: 13
PublicationDecade 2010
PublicationTitle Proceedings - International Symposium on Computer Architecture
PublicationTitleAbbrev ISCA
PublicationYear 2015
Publisher IEEE
Publisher_xml – name: IEEE
SSID ssj0019956
ssib048751269
Score 2.1630597
Snippet Recent years have seen an explosion of data volumes from a myriad of distributed sources such as ubiquitous cameras and various sensors. The challenges of...
SourceID ieee
SourceType Publisher
StartPage 14
SubjectTerms Batteries
Delays
Discharges (electric)
Green products
Servers
Switches
Throughput
Title Towards sustainable in-situ server systems in the big data era
URI https://ieeexplore.ieee.org/document/7284052
WOSCitedRecordID wos000380455700002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV07T8MwELZKxcBUoEW85YERt_ErjhcWRMVUdShSt8pOLihLipqU38_ZTVsGFrbIiZT4Yt_Dd993hDwJLVyilGNo_BOmPBfMaaGYcLIoU-PQZrjYbMLMZtlyaec98nzAwgBALD6DcbiMufxinW_DUdnEoC5NNCrcE2PSHVZrv3aC381js-wugxAQmzHTmUqWZtZ0tD5c6QkGYhajwnGgNpeB0PpXX5VoVqaD_33QORkd8Xl0frA8F6QH9SUZ7Bs00G6_DsnLIhbFNrQ5wqRoVbOmarc0HMfiwzsq5waHKfqC1FefNFSNUti4EfmYvi1e31nXMIE5jDRbJi1IEKmzOhMGeGIL1CE4d5vgHZytL6QHIZyFXAHKC5wBUVqRaVFwWxp5Rfr1uoZrgm_imSl57hX3SpjUl9KI3DiTCw3ayRsyDOJYfe04MVadJG7_Hr4jZ-ho6FBixeU96bebLTyQ0_y7rZrNY_yRP8j9mns
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV07T8MwELaqggRTgRbxxgMjbuNXHC8siKqIUnUoUrfKSS4oS4qalN_POU1bBha2yImU-GLfw3ffd4Q8CC1coJRjaPwDpmIumNNCMeFkmoXGoc1wdbMJM5lE87mdtsjjDgsDAHXxGfT9ZZ3LT5fJ2h-VDQzq0kCjwj3QSolgg9barh7vefO6XXaTQ_CYzTrXGUoWRtY0xD5c6QGGYhbjwr4nN5ee0vpXZ5XasAw7__ukE9LbI_TodGd7TkkLijPS2bZooM2O7ZKnWV0WW9JyD5SiecHKvFpTfyCLD2_InEscpugN0jj_pL5ulMLK9cjH8GX2PGJNywTmMNasmLQgQYTO6kgY4IFNUYvg3G2Ad3C2cSpjEMJZSBSgvMAZEJkVkRYpt5mR56RdLAu4IPgmHpmMJ7HisRImjDNpRGKcSYQG7eQl6XpxLL42rBiLRhJXfw_fk6PR7H28GL9O3q7JMbod2hdccXlD2tVqDbfkMPmu8nJ1V__UHwXjncI
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=Proceedings+-+International+Symposium+on+Computer+Architecture&rft.atitle=Towards+sustainable+in-situ+server+systems+in+the+big+data+era&rft.au=Li%2C+Chao&rft.au=Hu%2C+Yang&rft.au=Liu%2C+Longjun&rft.au=Gu%2C+Juncheng&rft.date=2015-06-13&rft.pub=IEEE&rft.issn=1063-6897&rft.spage=14&rft.epage=26&rft_id=info:doi/10.1145%2F2749469.2750381&rft.externalDocID=7284052
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1063-6897&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1063-6897&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1063-6897&client=summon