Implementation and Review Paper of Secure and Dynamic Multi Keyword Search in Cloud

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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 505
IMPLEMENTATION AND REVIEW PAPER OF SECURE AND DYNAMIC
MULTI KEYWORD SEARCH IN CLOUD
Savitri Domanal1 ,Kiran.B.Patil2
1M.Tech Student, Department of Computer Science and Engineering,BLDEA’s Dr.P.G.Halakatti College of
Engineering & Technology Vijayapur, Karnataka, India
2 Assistant Professor, Department of Computer Science and Engineering, BLDEA’s Dr.P.G.Halakatti College of
Engineering & Technology Vijayapur, Karnataka, India
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Abstract – A Dynamic and secure Multi-keyword or
implementation of secure Ranked search that user can
change the encrypted data into decrypted one using secret
key ,many data owners want to outsource their data into
cloud for the great use by user and user friendly connectivity
.However, more sensitive data should be in the encrypt user
form or before delivering for privacy requirements, which
gives great savings or to put to use of data documents . In
this paper ,we will implementing multikeyword search or at
a time we can search two files from cloud using encrypted
cloud data, which alternatively supports dynamic update
operations like deletion and insertion of documents. Intially ,
the vector space model and the widely-used TFIDF model
are combined in the index construction of tree structure and
query generation. To construct a special tree-based index
structure and propose a “Greedy Depth-first Search”
algorithm to provide efficient multi-keyword ranked search.
Key Words: Keyword Search, PEKS, Secure Cloud
Storage, Encryption ,Decryption, TFIDF,TPA,MAC.
1. INTRODUCTION
In order to avoid the above problem, researchers have
designed some general-purpose solutions with fully-
matches the result of operation matched to decoded data
or oblivious hardware like RAMs. However, these methods
are impractical due to their high computational overhead
for both the cloud sever and user. On the bases of cloud
more practical special purpose solutions, such as
searchable encryption (SE) schemes have make specific
contributions in terms of efficiency, user friendly and
security. A, more sensitive data should be in the encrypt
user form or before delivering for privacy requirements,
which gives great savings or to put to use of data
documents .in order to save data confidentiality from third
party or hackers is to encrypt data before delivering data
to the user, at that owner will send request to trapdoor to
generate S_K and send it the user for decryption, in user
model it will register for search for file it will help to avoid
data duplication then if that file present in the cloud it will
send request to trapdoor to generate private key to
dewcrypt the particular file then trapdoor will send the
private key to the user mail id this will completes process .
2. RELATED WORK
In this section we first see related works addressing
security of dynamic cloud. Main Issue of security is very
important in cloud there are many more techniques
available here is review of all these. Data security from
unauthorized users is the main challenge in the cloud
computing as user’s data will store in the servers which
are remotely switched situated and far away from the end-
users. These data may include very confidential data ,
personal information which may be enclosed to
competitors or publicly. So security emerges as the main
priority issue [2]. In [3] Third party auditor for
verification, they include three network entities i.e. client
which is user, cloud storage server which is handled by
cloud service provider and Third Party or mediator
Auditor which is verifier. Third party administrator not
having private key, it is only having public key, it deals
with only trusted server, they are not concentrate on data
privacy and search. This Third party administrator
algorithm is able to detect which encrypted delivered or
outsourced document has a specific keyword without
letting other parties such as cloud service provider and
unauthorized users to learn anything during search and
retrieving process.
In [4] it defines both basic schemes. Scheme 1 : User
computes the media access control of every file block.
Transfers the file blocks & codes to cloud and shares the
key with TPA or third party administrator. During the
second or Audit phase, the TPA requests from the cloud
server a number of randomly selected blocks and their
corresponding media access control ort MACs to verify the
correctness of the data file.
Main disadvatage of this scheme is TPA algorithm
can see cloud data. Scheme 2: In Setup phase, User uses s
keys and computes the media access control for blocks
and user shares the keys and media acesss with TPA
algorithm. During Audit, TPA gives a key to cloud service
provider and requests MACs for the blocks. TPA compares
with the media access controls at the TPA. Improvisation
from Scheme 1: TPA doesn’t consider the data, gives
privacy. Drawback: a key can be used once, Schemes 1 & 2
are good for static data .
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 506
In paper [5] they discuss main challenges for
achieving cloud computing services, this problem focuses
on accountability in cloud computing. Accountability
means verification of access control policies. We describe
a working implementation of a variant of Gentry’s fully
homomorphism encryption scheme STOC in year 2009,
similar to the variant used in an earlier implementation
effort by Smart and Vercauteren PKC in year 2010.
4. EXISTING SYSTEM
Instead of being free from secret key giving to others,
PEKS schemes to bear from an not secure regarding the
trapdoor keyword privacy. The main event leading to such
a security appering as if it is that anyone who knows
receiver’s public key can generate the PEKS ciphertext of
switched to keywords. Specifically, given a trapdoor, the
server can choose a imaginig keyword from the keyword
space and then use the keyword to generate a PEKS
ciphertext. The server then can test whether the idea of
keyword is the one considering it as main in the trapdoor.
This imagining-then-testing procedure can be repeated
until the correct keyword is found. Such aidea of guessing
attack has also been considered in many password-based
systems. However, the attack can be launched more
efficiently against PEKS schemes since the keyword space
is difficulty to the same as a simple dictionary for example
it must contain meaningful high level english words, which
has a tiny size than a password dictionary for example it
ust contain 6 alpanumeric words, only secret key holders
can generate the keyword ciphertext and hence the
adversarial server is not able to launch the inside KGA[6].
As the keyword always indicates the privacy of the user
data, it is therefore of practical importance to overcome
this security threat for secure searchable encrypted data
outsourcing.
3. PROPOSED SYSTEM
This paper initiates a secure tree-based search scheme
over the encrypted cloud data, which supports multi
keyword ranked search and dynamic operation on the
document or file collection. Specifically, the vector space
model and the widely-used “term frequency (TF) × inverse
document frequency (IDF)” model are combined to
provide the index construction and query generation to
provide multi-keyword ranked search as shown in Fig.1. In
order to obtain high search efficiency, we build a tree-
based index structure and propose a “Greedy Depth-first
Search” algorithm based on this index tree. The secure K
nearest neighbour(kNN) algorithm is utilized to encrypt
the file index and queries, and meanwhile ensure accurate
relevance to score calculation between encrypted index
and query vectors. To withstand various attacks in
different threat models, using PEKS algorithm we
construct tree based model to search multikeyword that
will sent from owner to user using trapdoor as mediator to
transfer the files.
Fig 1. The architecture of ranked search over
encrypted cloud data. Advantages of Proposed System:
1)Assigned to the important structure of our tree-based
index, the proposed search scheme can flexibly achieve
sub-linear search time and it will do with the deletion and
insertion of documents or files.
2)we must construct a searchable encryption scheme that
supports both the accurate multi-keyword ranked search
and more flexible dynamic operation on document or file
collection.
3)Because of the special tree based structure of our tree-
based index, the search complexity of the proposed
scheme is basically kept to logarithmic. And in practice,
the proposed scheme can achieve higher search efficiency
by executing our “Greedy Depth-first Search” algorithm.
Moreover, simultanious search can be dynamically
performed to further reduce the time cost of search
process.
TFIDF algorithm
“TF(t) = (Number of times term t appears in a document) /
(Total number of terms in the document).
IDF(t) = log_e(Total number of documents / Number of
documents with term t in it).”[1]
Greedy depth first search
“Pseudocode
Input: A graph G and a vertex v of G
Output: All vertices reachable from v labeled as
discovered
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 507
A recursive implementation of DFS:[5]
1 procedure DFS(G,v):
2 label v as discovered
3 for all edges from v to w in G.adjacentEdges(v) do
4 if vertex w is not labeled as discovered then
5 recursively call DFS(G,w)
A non-recursive implementation of DFS:[6]
1 procedure DFS-iterative(G,v):
2 let S be a stack
3 S.push(v)
4 while S is not empty
5 v = S.pop()
6 if v is not labeled as discovered:
7 label v as discovered
8 for all edges from v to w in G.adjacentEdges(v) do
9 S.push(w)”[1]
Advantages of Proposed System:
1)because of the special structure of tree-based index, the
new search scheme can dynamically achieve sub-linear
search time and deal with the deletion and insertion of
documents or file.
2) We design a searchable encryption method or scheme
that supports both the accurate multi-keyword ranked
search and dynamic operation on document collection.
3)Due to the special structure of our tree-based index, the
search complexity of the proposed scheme is
fundamentally kept to logarithmic. And in practice, the
proposed scheme can achieve higher search efficiency by
executing our “Greedy Depth-first Search” algorithm.
Moreover, parallel search can be flexibly performed to
further reduce the time cost of search process.
1. Data Owner: Register with cloud server and login
(username must be unique). Send request to the
admin. Browsing file file and generate keywords for
the fill and then request it will done by trapdoor
content key to encrypt the data, Upload data to cloud
server. These keywords will be ssent to the user.
2. Data User : Register with data user and login
(username must be unique). Send request to the
trapdoor admin. Login and search by entering users
choice keyword. This user id will be sent to email .
3. Trapdoor:Trapdoor model helps to generate secreate
key ,this will act as mediator between user and owner
owner will send the encrypted file to trapdoor to
genetrate S_K and it will send it into user to decypt
using RSA algorithm.
4. Search: In this module, the user will search that which
file he want so for that he will give only keywords that
may be multikeywords related to that keyword file will
decrypted with help of trapdoor so using trapdoor user
will decrypt file and download,so that S_K will sent ur
user id.
5. RESULTS
Below shown figures represents the results of proposed
system.
Fig-2: Keywords generation and File encryption by Data
owner
Fig-2: Keywords generation and File encryption by Data
user
Fig-3: Search in the cloud storage by data user
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 508
Fig-4 : File uploaded by owner
6. CONCLUSION
A dynamic search, and secure efficient search scheme is
proposed, which will support not only the correct
multikeyword ranked search but also the dynamically
delete or insert of document or files. The security purpose
of the scheme is protect against two threat models by
There are still many difficult challenge problems in
symmetric encryption S_K schemes. In already exists
system. To design a more accurate character or keyword
balanced binary tree based as the index, and propose a
Greedy Depth-first Search algorithm to obtain better
impact than linear search. In addition, the simultanious
search process can be run out to further reduce the cost.
The security of the scheme is protected against two threat
models by using the secure kNN( k nearest neighbour)
algorithm. In the proposed or new scheme, the data owner
is responsible for generating updating information or file
and sending them to the cloud server. Thus, the data
owner needs to store the unencrypted file or index tree.
REFERENCES
[1] C. Wang, Q. Wang, K. Ren, and W. Lou, “Towards Secure
and Dependable Storage Services in Cloud Computing,”
IEEE Trans. Service Computing, vol. 5, no. 2, 220-232, Apr.-
June 2012.
[2] C. Wang, Q. Wang, K. Ren, and W. Lou, “Ensuring Data
Storage Security in Cloud Computing,” Proc. 17th Int’l
Workshop Quality of Service (IWQoS ’09), pp. 1-9, July
2009.
[3] C. Wang, S.S.M. Chow, Q. Wang, K. Ren, and W. Lou,
“Privacy- Preserving Public Auditing for Secure Cloud
Storage,” IEEE Trans. Computers, preprint, 2012,
doi:10.1109/TC.2011.245.
[4] Q. Wang, C. Wang, K. Ren, W. Lou, and J. Li, “Enabling
Public Auditability and Data Dynamics for Storage Security
in Cloud Computing,” IEEE Trans. Parallel and Distributed
Systems, vol. 22,no. 5, pp. 847-859, 2011.
[5] Q. Wang, C. Wang, J. Li, K. Ren, and W. Lou, “Enabling
Public Verifiability and Data Dynamics for Storage Security
in Cloud Computing,” Proc. 14th European Conf. Research
in Computer Security (ESORICS ’09), pp. 355-370, 2009.
[6] C. Wang, K. Ren, W. Lou, and J. Li, “Towards Publicly
Auditable Secure Cloud Data Storage Services,” IEEE
Network Magazine,vol. 24, no. 4, pp. 19-24, July/Aug.
2010.

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Implementation and Review Paper of Secure and Dynamic Multi Keyword Search in Cloud

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 505 IMPLEMENTATION AND REVIEW PAPER OF SECURE AND DYNAMIC MULTI KEYWORD SEARCH IN CLOUD Savitri Domanal1 ,Kiran.B.Patil2 1M.Tech Student, Department of Computer Science and Engineering,BLDEA’s Dr.P.G.Halakatti College of Engineering & Technology Vijayapur, Karnataka, India 2 Assistant Professor, Department of Computer Science and Engineering, BLDEA’s Dr.P.G.Halakatti College of Engineering & Technology Vijayapur, Karnataka, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – A Dynamic and secure Multi-keyword or implementation of secure Ranked search that user can change the encrypted data into decrypted one using secret key ,many data owners want to outsource their data into cloud for the great use by user and user friendly connectivity .However, more sensitive data should be in the encrypt user form or before delivering for privacy requirements, which gives great savings or to put to use of data documents . In this paper ,we will implementing multikeyword search or at a time we can search two files from cloud using encrypted cloud data, which alternatively supports dynamic update operations like deletion and insertion of documents. Intially , the vector space model and the widely-used TFIDF model are combined in the index construction of tree structure and query generation. To construct a special tree-based index structure and propose a “Greedy Depth-first Search” algorithm to provide efficient multi-keyword ranked search. Key Words: Keyword Search, PEKS, Secure Cloud Storage, Encryption ,Decryption, TFIDF,TPA,MAC. 1. INTRODUCTION In order to avoid the above problem, researchers have designed some general-purpose solutions with fully- matches the result of operation matched to decoded data or oblivious hardware like RAMs. However, these methods are impractical due to their high computational overhead for both the cloud sever and user. On the bases of cloud more practical special purpose solutions, such as searchable encryption (SE) schemes have make specific contributions in terms of efficiency, user friendly and security. A, more sensitive data should be in the encrypt user form or before delivering for privacy requirements, which gives great savings or to put to use of data documents .in order to save data confidentiality from third party or hackers is to encrypt data before delivering data to the user, at that owner will send request to trapdoor to generate S_K and send it the user for decryption, in user model it will register for search for file it will help to avoid data duplication then if that file present in the cloud it will send request to trapdoor to generate private key to dewcrypt the particular file then trapdoor will send the private key to the user mail id this will completes process . 2. RELATED WORK In this section we first see related works addressing security of dynamic cloud. Main Issue of security is very important in cloud there are many more techniques available here is review of all these. Data security from unauthorized users is the main challenge in the cloud computing as user’s data will store in the servers which are remotely switched situated and far away from the end- users. These data may include very confidential data , personal information which may be enclosed to competitors or publicly. So security emerges as the main priority issue [2]. In [3] Third party auditor for verification, they include three network entities i.e. client which is user, cloud storage server which is handled by cloud service provider and Third Party or mediator Auditor which is verifier. Third party administrator not having private key, it is only having public key, it deals with only trusted server, they are not concentrate on data privacy and search. This Third party administrator algorithm is able to detect which encrypted delivered or outsourced document has a specific keyword without letting other parties such as cloud service provider and unauthorized users to learn anything during search and retrieving process. In [4] it defines both basic schemes. Scheme 1 : User computes the media access control of every file block. Transfers the file blocks & codes to cloud and shares the key with TPA or third party administrator. During the second or Audit phase, the TPA requests from the cloud server a number of randomly selected blocks and their corresponding media access control ort MACs to verify the correctness of the data file. Main disadvatage of this scheme is TPA algorithm can see cloud data. Scheme 2: In Setup phase, User uses s keys and computes the media access control for blocks and user shares the keys and media acesss with TPA algorithm. During Audit, TPA gives a key to cloud service provider and requests MACs for the blocks. TPA compares with the media access controls at the TPA. Improvisation from Scheme 1: TPA doesn’t consider the data, gives privacy. Drawback: a key can be used once, Schemes 1 & 2 are good for static data .
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 506 In paper [5] they discuss main challenges for achieving cloud computing services, this problem focuses on accountability in cloud computing. Accountability means verification of access control policies. We describe a working implementation of a variant of Gentry’s fully homomorphism encryption scheme STOC in year 2009, similar to the variant used in an earlier implementation effort by Smart and Vercauteren PKC in year 2010. 4. EXISTING SYSTEM Instead of being free from secret key giving to others, PEKS schemes to bear from an not secure regarding the trapdoor keyword privacy. The main event leading to such a security appering as if it is that anyone who knows receiver’s public key can generate the PEKS ciphertext of switched to keywords. Specifically, given a trapdoor, the server can choose a imaginig keyword from the keyword space and then use the keyword to generate a PEKS ciphertext. The server then can test whether the idea of keyword is the one considering it as main in the trapdoor. This imagining-then-testing procedure can be repeated until the correct keyword is found. Such aidea of guessing attack has also been considered in many password-based systems. However, the attack can be launched more efficiently against PEKS schemes since the keyword space is difficulty to the same as a simple dictionary for example it must contain meaningful high level english words, which has a tiny size than a password dictionary for example it ust contain 6 alpanumeric words, only secret key holders can generate the keyword ciphertext and hence the adversarial server is not able to launch the inside KGA[6]. As the keyword always indicates the privacy of the user data, it is therefore of practical importance to overcome this security threat for secure searchable encrypted data outsourcing. 3. PROPOSED SYSTEM This paper initiates a secure tree-based search scheme over the encrypted cloud data, which supports multi keyword ranked search and dynamic operation on the document or file collection. Specifically, the vector space model and the widely-used “term frequency (TF) × inverse document frequency (IDF)” model are combined to provide the index construction and query generation to provide multi-keyword ranked search as shown in Fig.1. In order to obtain high search efficiency, we build a tree- based index structure and propose a “Greedy Depth-first Search” algorithm based on this index tree. The secure K nearest neighbour(kNN) algorithm is utilized to encrypt the file index and queries, and meanwhile ensure accurate relevance to score calculation between encrypted index and query vectors. To withstand various attacks in different threat models, using PEKS algorithm we construct tree based model to search multikeyword that will sent from owner to user using trapdoor as mediator to transfer the files. Fig 1. The architecture of ranked search over encrypted cloud data. Advantages of Proposed System: 1)Assigned to the important structure of our tree-based index, the proposed search scheme can flexibly achieve sub-linear search time and it will do with the deletion and insertion of documents or files. 2)we must construct a searchable encryption scheme that supports both the accurate multi-keyword ranked search and more flexible dynamic operation on document or file collection. 3)Because of the special tree based structure of our tree- based index, the search complexity of the proposed scheme is basically kept to logarithmic. And in practice, the proposed scheme can achieve higher search efficiency by executing our “Greedy Depth-first Search” algorithm. Moreover, simultanious search can be dynamically performed to further reduce the time cost of search process. TFIDF algorithm “TF(t) = (Number of times term t appears in a document) / (Total number of terms in the document). IDF(t) = log_e(Total number of documents / Number of documents with term t in it).”[1] Greedy depth first search “Pseudocode Input: A graph G and a vertex v of G Output: All vertices reachable from v labeled as discovered
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 507 A recursive implementation of DFS:[5] 1 procedure DFS(G,v): 2 label v as discovered 3 for all edges from v to w in G.adjacentEdges(v) do 4 if vertex w is not labeled as discovered then 5 recursively call DFS(G,w) A non-recursive implementation of DFS:[6] 1 procedure DFS-iterative(G,v): 2 let S be a stack 3 S.push(v) 4 while S is not empty 5 v = S.pop() 6 if v is not labeled as discovered: 7 label v as discovered 8 for all edges from v to w in G.adjacentEdges(v) do 9 S.push(w)”[1] Advantages of Proposed System: 1)because of the special structure of tree-based index, the new search scheme can dynamically achieve sub-linear search time and deal with the deletion and insertion of documents or file. 2) We design a searchable encryption method or scheme that supports both the accurate multi-keyword ranked search and dynamic operation on document collection. 3)Due to the special structure of our tree-based index, the search complexity of the proposed scheme is fundamentally kept to logarithmic. And in practice, the proposed scheme can achieve higher search efficiency by executing our “Greedy Depth-first Search” algorithm. Moreover, parallel search can be flexibly performed to further reduce the time cost of search process. 1. Data Owner: Register with cloud server and login (username must be unique). Send request to the admin. Browsing file file and generate keywords for the fill and then request it will done by trapdoor content key to encrypt the data, Upload data to cloud server. These keywords will be ssent to the user. 2. Data User : Register with data user and login (username must be unique). Send request to the trapdoor admin. Login and search by entering users choice keyword. This user id will be sent to email . 3. Trapdoor:Trapdoor model helps to generate secreate key ,this will act as mediator between user and owner owner will send the encrypted file to trapdoor to genetrate S_K and it will send it into user to decypt using RSA algorithm. 4. Search: In this module, the user will search that which file he want so for that he will give only keywords that may be multikeywords related to that keyword file will decrypted with help of trapdoor so using trapdoor user will decrypt file and download,so that S_K will sent ur user id. 5. RESULTS Below shown figures represents the results of proposed system. Fig-2: Keywords generation and File encryption by Data owner Fig-2: Keywords generation and File encryption by Data user Fig-3: Search in the cloud storage by data user
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 06 | June -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 508 Fig-4 : File uploaded by owner 6. CONCLUSION A dynamic search, and secure efficient search scheme is proposed, which will support not only the correct multikeyword ranked search but also the dynamically delete or insert of document or files. The security purpose of the scheme is protect against two threat models by There are still many difficult challenge problems in symmetric encryption S_K schemes. In already exists system. To design a more accurate character or keyword balanced binary tree based as the index, and propose a Greedy Depth-first Search algorithm to obtain better impact than linear search. In addition, the simultanious search process can be run out to further reduce the cost. The security of the scheme is protected against two threat models by using the secure kNN( k nearest neighbour) algorithm. In the proposed or new scheme, the data owner is responsible for generating updating information or file and sending them to the cloud server. Thus, the data owner needs to store the unencrypted file or index tree. REFERENCES [1] C. Wang, Q. Wang, K. Ren, and W. Lou, “Towards Secure and Dependable Storage Services in Cloud Computing,” IEEE Trans. Service Computing, vol. 5, no. 2, 220-232, Apr.- June 2012. [2] C. Wang, Q. Wang, K. Ren, and W. Lou, “Ensuring Data Storage Security in Cloud Computing,” Proc. 17th Int’l Workshop Quality of Service (IWQoS ’09), pp. 1-9, July 2009. [3] C. Wang, S.S.M. Chow, Q. Wang, K. Ren, and W. Lou, “Privacy- Preserving Public Auditing for Secure Cloud Storage,” IEEE Trans. Computers, preprint, 2012, doi:10.1109/TC.2011.245. [4] Q. Wang, C. Wang, K. Ren, W. Lou, and J. Li, “Enabling Public Auditability and Data Dynamics for Storage Security in Cloud Computing,” IEEE Trans. Parallel and Distributed Systems, vol. 22,no. 5, pp. 847-859, 2011. [5] Q. Wang, C. Wang, J. Li, K. Ren, and W. Lou, “Enabling Public Verifiability and Data Dynamics for Storage Security in Cloud Computing,” Proc. 14th European Conf. Research in Computer Security (ESORICS ’09), pp. 355-370, 2009. [6] C. Wang, K. Ren, W. Lou, and J. Li, “Towards Publicly Auditable Secure Cloud Data Storage Services,” IEEE Network Magazine,vol. 24, no. 4, pp. 19-24, July/Aug. 2010.