Optimization of stochastic networks using simulated annealing for the storage and recalling of compressed images using SOM
In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOM–Hopfield neural network for the storage and recalling of fingerprint images. The feature extraction of these images has been performed using FFT, DWT and SOM. The feature vectors are stored in the...
Saved in:
| Published in | Engineering applications of artificial intelligence Vol. 26; no. 10; pp. 2383 - 2396 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.11.2013
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOM–Hopfield neural network for the storage and recalling of fingerprint images. The feature extraction of these images has been performed using FFT, DWT and SOM. The feature vectors are stored in the Hopfield network with Hebbian learning and modified Pseudoinverse learning rules. The study explores the tolerance of Hopfield neural networks for reducing the effect of spurious minima in the recalling process by employing the Simulated annealing process. It is observed from the simulations that the capabilities of the Hopfield network can be sufficiently enhanced by making modifications in the feature extraction of the input data. DWT and SOM together can be used to significantly enhance the recall efficiency. The probability of error in recall in the form of spurious minima is minimized by adopting simulated annealing process in the pattern recalling process.
•DWT and SOM together can be used to significantly enhance the recall efficiency of the HNN.•Performance with DWT Filtered Patterns as compared to FFT Filtered patterns is better.•SOM-HNN suffers from a high rate of spurious minima due to overlapping of the feature spaces.•HNN can be optimized for reducing the effect of spurious minima, by employing Simulated Annealing in the recalling process. |
|---|---|
| AbstractList | In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOMaHopfield neural network for the storage and recalling of fingerprint images. The feature extraction of these images has been performed using FFT, DWT and SOM. The feature vectors are stored in the Hopfield network with Hebbian learning and modified Pseudoinverse learning rules. The study explores the tolerance of Hopfield neural networks for reducing the effect of spurious minima in the recalling process by employing the Simulated annealing process. It is observed from the simulations that the capabilities of the Hopfield network can be sufficiently enhanced by making modifications in the feature extraction of the input data. DWT and SOM together can be used to significantly enhance the recall efficiency. The probability of error in recall in the form of spurious minima is minimized by adopting simulated annealing process in the pattern recalling process. In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOM–Hopfield neural network for the storage and recalling of fingerprint images. The feature extraction of these images has been performed using FFT, DWT and SOM. The feature vectors are stored in the Hopfield network with Hebbian learning and modified Pseudoinverse learning rules. The study explores the tolerance of Hopfield neural networks for reducing the effect of spurious minima in the recalling process by employing the Simulated annealing process. It is observed from the simulations that the capabilities of the Hopfield network can be sufficiently enhanced by making modifications in the feature extraction of the input data. DWT and SOM together can be used to significantly enhance the recall efficiency. The probability of error in recall in the form of spurious minima is minimized by adopting simulated annealing process in the pattern recalling process. •DWT and SOM together can be used to significantly enhance the recall efficiency of the HNN.•Performance with DWT Filtered Patterns as compared to FFT Filtered patterns is better.•SOM-HNN suffers from a high rate of spurious minima due to overlapping of the feature spaces.•HNN can be optimized for reducing the effect of spurious minima, by employing Simulated Annealing in the recalling process. |
| Author | Dixit, Rinku Sharma Singh, Manu Pratap |
| Author_xml | – sequence: 1 givenname: Manu Pratap surname: Singh fullname: Singh, Manu Pratap email: manu_p_singh@hotmail.com organization: Department of Computer Science, Institute of Engineering and Technology, Dr. B.R. Ambedkar University, Khandari, Agra, UP, India – sequence: 2 givenname: Rinku Sharma surname: Dixit fullname: Dixit, Rinku Sharma email: rinkudixit07@gmail.com, rinkudixit.mrce@mrei.ac.in organization: Manav Rachna College of Engineering, Sector-43, Aravali Hills, Surajkund, Badkal Road, Faridabad, Haryana, India |
| BookMark | eNqFkD1PwzAQhi1UJNrCX0AZWRLsJnaSDVTxJRV1AGbLcc6tS2IH2wXRX49L6cx00r0funsmaGSsAYQuCc4IJux6k4FZiWEQOpthkme4zDDOT9CYVGWespLVIzTGNZ2lpC7ZGZp4v8HRURVsjHbLIehe70TQ1iRWJT5YuRY-aJkYCF_Wvftk67VZJV73204EaBNhDIhuv1PWJWEN-5QTK4hKmziQovtVY520_eDA-5jSfXQcy16Wz-foVInOw8XfnKK3-7vX-WO6WD48zW8XqcwLGtK2Uk1TEwolq0QjpWxorYAyRhmUoi6UqBTLi1mNBYFZQ0sA1pJK5m0jmMJFPkVXh97B2Y8t-MB77SV0nTBgt54TilleY0JZtLKDVTrrvQPFBxfPdt-cYL6HzTf8CJvvYXNc8ogyBm8OQYiPfGpw3EsNRkKrI47AW6v_q_gBdHuRIA |
| CitedBy_id | crossref_primary_10_1007_s12046_023_02083_6 crossref_primary_10_1016_j_neucom_2023_126286 crossref_primary_10_4018_IJFSA_296592 crossref_primary_10_1007_s42979_024_02885_3 crossref_primary_10_1007_s11042_022_13778_z |
| Cites_doi | 10.1109/TPAMI.2006.119 10.1117/12.597305 10.1016/0031-3203(90)90134-7 10.1109/34.587996 10.1016/j.patcog.2008.11.038 10.3923/itj.2008.684.688 10.1007/3-540-44887-X_103 10.1016/0031-3203(86)90017-8 10.1086/164700 10.1117/12.541912 10.1109/TC.1973.5009138 10.1109/5.628674 10.1016/j.asoc.2012.03.049 10.1103/PhysRevA.34.4217 10.1109/72.80232 10.1016/S0167-8655(01)00137-4 10.1016/j.patcog.2005.09.005 10.1057/palgrave.jors.2602068 10.1109/TSMCB.2003.821458 10.1109/ACVMOT.2005.85 10.1109/TIFS.2007.902681 10.1287/ijoc.11.1.15 10.1109/72.728382 10.1016/j.neucom.2004.02.007 10.1016/j.patcog.2007.02.020 10.1109/T-C.1972.223477 10.1109/IJCNN.2005.1556109 10.1007/BF02848180 10.1109/78.165652 |
| ContentType | Journal Article |
| Copyright | 2013 Elsevier Ltd |
| Copyright_xml | – notice: 2013 Elsevier Ltd |
| DBID | AAYXX CITATION 7SC 7TB 8FD F28 FR3 JQ2 KR7 L7M L~C L~D |
| DOI | 10.1016/j.engappai.2013.07.003 |
| DatabaseName | CrossRef Computer and Information Systems Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database ANTE: Abstracts in New Technology & Engineering Engineering Research Database ProQuest Computer Science Collection Civil Engineering Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
| DatabaseTitle | CrossRef Civil Engineering Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Civil Engineering Abstracts |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Applied Sciences Computer Science |
| EISSN | 1873-6769 |
| EndPage | 2396 |
| ExternalDocumentID | 10_1016_j_engappai_2013_07_003 S0952197613001310 |
| GroupedDBID | --K --M .DC .~1 0R~ 1B1 1~. 1~5 29G 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO AAYFN ABBOA ABMAC ABXDB ABYKQ ACDAQ ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADJOM ADMUD ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA GBOLZ HLZ HVGLF HZ~ IHE J1W JJJVA KOM LG9 LY7 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SBC SDF SDG SDP SES SET SEW SPC SPCBC SST SSV SSZ T5K TN5 UHS WUQ ZMT ~G- AAXKI AAYXX ACRPL ADNMO AFJKZ AKRWK CITATION 7SC 7TB 8FD F28 FR3 JQ2 KR7 L7M L~C L~D |
| ID | FETCH-LOGICAL-c345t-d8fbb915e768abcccb59fe56656e7a94fa8f634290a1e2b57ee6d18c3dba6f043 |
| IEDL.DBID | AIKHN |
| ISSN | 0952-1976 |
| IngestDate | Fri Oct 25 00:20:57 EDT 2024 Fri Dec 06 02:37:39 EST 2024 Fri Feb 23 02:28:54 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 10 |
| Keywords | SOM DWT Hopfield neural network FFT Stochastic networks Simulated annealing |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c345t-d8fbb915e768abcccb59fe56656e7a94fa8f634290a1e2b57ee6d18c3dba6f043 |
| Notes | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 23 |
| PQID | 1506390156 |
| PQPubID | 23500 |
| PageCount | 14 |
| ParticipantIDs | proquest_miscellaneous_1506390156 crossref_primary_10_1016_j_engappai_2013_07_003 elsevier_sciencedirect_doi_10_1016_j_engappai_2013_07_003 |
| PublicationCentury | 2000 |
| PublicationDate | November 2013 2013-11-00 20131101 |
| PublicationDateYYYYMMDD | 2013-11-01 |
| PublicationDate_xml | – month: 11 year: 2013 text: November 2013 |
| PublicationDecade | 2010 |
| PublicationTitle | Engineering applications of artificial intelligence |
| PublicationYear | 2013 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Jain, Hong, Bolle (bib7) 1997; 19 Amari (bib22) 1972; 21 Hillar, C., Dickstein, J.S., Koepsell, K., 2012, Efficient and optimal little-Hopfield auto-associative memory storage using minimum probability flow, arXiv:1204.2916, v1, [nlin.AO]. Personnaz, Guyon, Dreyfus (bib37) 1986; 34 Suman, Kumar (bib29) 2006; 57 Kohonen (bib40) 1988; 43 1982 Isenor, Zaky (bib12) 1986; 19 Labiouse, Salah, Albert, Starikova (bib38) 2002 Sanz (bib42) 2004; 34 Huang, Kuh (bib33) 1992; 40 Aiyer, Niranjan, Fallside (bib39) 1990; 1 Rojas (bib35) 1996 Huang, Ke., Aviyente, S., 2004. Fingerprint verification based on wavelet subbands, In: Proceedings of SPIE 5404, Biometric Technology for Human Identification, doi:10.1117/12.541912. Kohonen (bib34) 1989 Kumar, Singh (bib1) 2012; 12 Sheng, Howells, Fairhurst, Deravi (bib16) 2007; 2 Wiles, J., Elman, J.L., 1995. Learning to count without a counter: a case study of dynamics and activation landscapes in recurrent networks, In: Proceedings of the 17th Annual Conference of the Cognitive Science Society, Cambridge, MA: MIT Press, pp. 482–487. Chartier, S., Lepage, R., 2002. Learning and extracting edges from images by a modified hopfield neural network, In: Proceedings of the 16th International Conference on Pattern Recognition 3, pp. 431–434. Davey, Hunt, Adams (bib18) 2004; 62 Hrechak, McHugh (bib13) 1990; 23 Jain, Hong, Pankanti, Bole (bib2) 1997; 85 Smith (bib26) 1999; 11 Matsuda (bib43) 1998; 9 Sujan, Mulqueen (bib14) 2002; 23 Wang, Li, Niu (bib11) 2007; 40 Chikkerur, S., Govindaraju, V., Pankanti, S., Bolle, R.M., Ratha, N.K., 2005. Novel approaches for minutiae verification in fingerprint images, In: Proceedings of WACV/MOTION, pp. 111–116, doi: eeecomputersociety.org/10.1109/ACVMOT.2005.85. He, Tian, Luo, Zhang (bib9) 2003; 24 Sandirasegaram, N., English, R., 2005, Comparative analysis of feature extraction (2D FFT & Wavelet) and classification (Lp metric distances, MLP NN & HNet) algorithms for SAR imagery, Proceedings of SPIE, 5808, 314-325. Sharma, Gaur, Okunbor (bib32) 2007; 11 Venkataramani, K., Kumar, B.V.K., 2003. Fingerprint verification using correlation filters, In: Proceedings of the 4th International Conference on Audio- and Video-based Biometric Person Authentication Pages, AVBPA'03, Springer-Verlag Berlin, Heidelberg ©2003, pp. 886–894. Luo, X., Tian, J., Wu, Y., 2000, A minutia matching algorithm in fingerprint verification, In: Proceedings of the 15th International Conference on Pattern Recognition, vol IV, pp. 833–836. Kohonen, Ruohonen (bib36) 1973; C-22 Sheng, Howells, Fairhurst, Deravi, Harmer (bib17) 2009; 42 Sulehria, Zhang (bib25) 2008; 7 Molter, Salihoglu, Bersini (bib41) 2005; 3 Atithan (bib31) 1995; 45 Jeffrey, Rosner (bib28) 1986; 310 He, Tian, Li, Chen, Yang (bib8) 2006; 28 Wang, Yue, Zhang, Du (bib23) 2011; 1 Prabhakar, Jain (bib4) 2001 Streib (bib21) 2005; 9 Rodríguez, Casermeiro, Ortiz-de-Lazcano-Lobato (bib27) 2005; 7 Tan, Bhanu (bib15) 2006; 39 10.1016/j.engappai.2013.07.003_bib30 Sanz (10.1016/j.engappai.2013.07.003_bib42) 2004; 34 Jain (10.1016/j.engappai.2013.07.003_bib2) 1997; 85 10.1016/j.engappai.2013.07.003_bib10 Aiyer (10.1016/j.engappai.2013.07.003_bib39) 1990; 1 Atithan (10.1016/j.engappai.2013.07.003_bib31) 1995; 45 Matsuda (10.1016/j.engappai.2013.07.003_bib43) 1998; 9 Kumar (10.1016/j.engappai.2013.07.003_bib1) 2012; 12 10.1016/j.engappai.2013.07.003_bib19 Wang (10.1016/j.engappai.2013.07.003_bib11) 2007; 40 Smith (10.1016/j.engappai.2013.07.003_bib26) 1999; 11 Kohonen (10.1016/j.engappai.2013.07.003_bib36) 1973; C-22 He (10.1016/j.engappai.2013.07.003_bib9) 2003; 24 Sheng (10.1016/j.engappai.2013.07.003_bib17) 2009; 42 Rojas (10.1016/j.engappai.2013.07.003_bib35) 1996 Jain (10.1016/j.engappai.2013.07.003_bib7) 1997; 19 He (10.1016/j.engappai.2013.07.003_bib8) 2006; 28 Personnaz (10.1016/j.engappai.2013.07.003_bib37) 1986; 34 10.1016/j.engappai.2013.07.003_bib20 Sulehria (10.1016/j.engappai.2013.07.003_bib25) 2008; 7 Amari (10.1016/j.engappai.2013.07.003_bib22) 1972; 21 Prabhakar (10.1016/j.engappai.2013.07.003_bib4) 2001 Jeffrey (10.1016/j.engappai.2013.07.003_bib28) 1986; 310 Sheng (10.1016/j.engappai.2013.07.003_bib16) 2007; 2 10.1016/j.engappai.2013.07.003_bib24 Hrechak (10.1016/j.engappai.2013.07.003_bib13) 1990; 23 Kohonen (10.1016/j.engappai.2013.07.003_bib40) 1988; 43 1982 Labiouse (10.1016/j.engappai.2013.07.003_bib38) 2002 Isenor (10.1016/j.engappai.2013.07.003_bib12) 1986; 19 Kohonen (10.1016/j.engappai.2013.07.003_bib34) 1989 Tan (10.1016/j.engappai.2013.07.003_bib15) 2006; 39 Huang (10.1016/j.engappai.2013.07.003_bib33) 1992; 40 Streib (10.1016/j.engappai.2013.07.003_bib21) 2005; 9 Suman (10.1016/j.engappai.2013.07.003_bib29) 2006; 57 Rodríguez (10.1016/j.engappai.2013.07.003_bib27) 2005; 7 Molter (10.1016/j.engappai.2013.07.003_bib41) 2005; 3 Wang (10.1016/j.engappai.2013.07.003_bib23) 2011; 1 Davey (10.1016/j.engappai.2013.07.003_bib18) 2004; 62 Sujan (10.1016/j.engappai.2013.07.003_bib14) 2002; 23 10.1016/j.engappai.2013.07.003_bib3 10.1016/j.engappai.2013.07.003_bib6 Sharma (10.1016/j.engappai.2013.07.003_bib32) 2007; 11 10.1016/j.engappai.2013.07.003_bib5 |
| References_xml | – volume: 43 1982 start-page: 59 year: 1988 end-page: 69 ident: bib40 article-title: Self-organizing formation of topologically correct feature maps publication-title: Biological Cybernetics contributor: fullname: Kohonen – volume: 23 start-page: 893 year: 1990 end-page: 904 ident: bib13 article-title: Automated fingerprint recognition using structural matching publication-title: Pattern Recognition contributor: fullname: McHugh – year: 2001 ident: bib4 article-title: Fingerprint classification and matching using a Filterbank publication-title: Doctoral Dissertation contributor: fullname: Jain – start-page: 14 year: 1996 ident: bib35 article-title: Neural Networks contributor: fullname: Rojas – volume: 42 start-page: 1399 year: 2009 end-page: 1407 ident: bib17 article-title: Consensus fingerprint matching with genetically optimized approach publication-title: Pattern Recognition contributor: fullname: Harmer – volume: 1 year: 2011 ident: bib23 article-title: Recurrent neural networks: associative memory and optimization publication-title: Journal of Information Technology and Software Engineering contributor: fullname: Du – volume: 21 start-page: 1197 year: 1972 end-page: 1206 ident: bib22 article-title: Learning patterns and pattern sequences by self organizing nets of threshold elements publication-title: IEEE Transactions on Computing contributor: fullname: Amari – volume: 39 start-page: 465 year: 2006 end-page: 477 ident: bib15 article-title: Fingerprint matching by genetic algorithms publication-title: Pattern Recognition contributor: fullname: Bhanu – volume: 310 start-page: 473 year: 1986 end-page: 481 ident: bib28 article-title: Optimization algorithms: simulated annealing and neural network processing publication-title: Astrophysical Journal contributor: fullname: Rosner – volume: 9 start-page: 1319 year: 1998 end-page: 1330 ident: bib43 article-title: Optimal Hopfield network for combinatorial optimization with linear cost function publication-title: IEEE Transaction on Neural Networks contributor: fullname: Matsuda – volume: 40 start-page: 2651 year: 1992 end-page: 2657 ident: bib33 article-title: A combined self-organizing feature map and multilayer perceptron for isolated word recognition publication-title: IEEE Transactions on Signal Processing contributor: fullname: Kuh – volume: 7 year: 2005 ident: bib27 article-title: Hopfield Network as associative memory with multiple reference points publication-title: Proceedings of World Academy of Science, Engineering and Technology contributor: fullname: Ortiz-de-Lazcano-Lobato – volume: 57 start-page: 1143 year: 2006 end-page: 1160 ident: bib29 article-title: A survey of simulated annealing as a tool for single and multiobjective optimization publication-title: Journal of the Operational Research Society contributor: fullname: Kumar – volume: 40 start-page: 3164 year: 2007 end-page: 3317 ident: bib11 article-title: Fingerprint matching using orientation codes and polylines publication-title: Pattern Recognition contributor: fullname: Niu – volume: 9 start-page: 31 year: 2005 end-page: 40 ident: bib21 article-title: Active learning in recurrent neural networks facilitated by a Hebb-like learning rule with memory publication-title: Neural Information Processing – Letters and Reviews contributor: fullname: Streib – volume: 62 start-page: 459 year: 2004 end-page: 491 ident: bib18 article-title: High capacity recurrent associative memories publication-title: Neurocomputing—IJON contributor: fullname: Adams – volume: 12 start-page: 2593 year: 2012 end-page: 2600 ident: bib1 article-title: Study of Hopfield neural network with sub-optimal and random GA for pattern recalling of English characters publication-title: Elsevier-Applied Soft Computing contributor: fullname: Singh – volume: 11 start-page: 33 year: 2007 end-page: 37 ident: bib32 article-title: Image compression and feature extraction with neural network publication-title: Proceedings of Academy the of Information and Management Sciences contributor: fullname: Okunbor – volume: C-22 start-page: 701 year: 1973 end-page: 702 ident: bib36 article-title: Representation of associated data by matrix operators publication-title: IEEE Transactions on Computers contributor: fullname: Ruohonen – start-page: 77 year: 2002 end-page: 84 ident: bib38 article-title: The impact of connectivity on the memory capacity and the retrieval dynamics of hopfield -type networks publication-title: Proceedings of the Santa Fe Complex Systems Summer School contributor: fullname: Starikova – volume: 2 start-page: 402 year: 2007 end-page: 412 ident: bib16 article-title: A memetic fingerprint matching algorithm publication-title: IEEE Transactions on Information Forensics and Security contributor: fullname: Deravi – volume: 19 start-page: 302 year: 1997 end-page: 314 ident: bib7 article-title: On-line fingerprint verification publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence contributor: fullname: Bolle – volume: 45 start-page: 569 year: 1995 end-page: 582 ident: bib31 article-title: A comparative study of two learning rules for associative memory publication-title: PRAMANA – Journal of Physics contributor: fullname: Atithan – volume: 24 start-page: 349 year: 2003 end-page: 360 ident: bib9 article-title: Image enhancement and minutiae matching in fingerprint verification publication-title: Pattern Recognition Letters contributor: fullname: Zhang – volume: 28 start-page: 850 year: 2006 end-page: 862 ident: bib8 article-title: Fingerprint matching based on global comprehensive similarity publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence contributor: fullname: Yang – volume: 1 start-page: 204 year: 1990 end-page: 215 ident: bib39 article-title: A theoretical investigation into the performance of the Hopfield model publication-title: IEEE Transactions Neural Networks contributor: fullname: Fallside – volume: 85 start-page: 1365 year: 1997 end-page: 1388 ident: bib2 article-title: An identity authentication system using fingerprints publication-title: Proceedings of the IEEE contributor: fullname: Bole – volume: 3 start-page: 1552 year: 2005 end-page: 1557 ident: bib41 article-title: Introduction of a Hebbian unsupervised learning algorithm to boost the encoding capacity of hopfield networks publication-title: Proceedings of the 2005 IEEE International Joint Conference on Neural Networks, IJCNN '05 contributor: fullname: Bersini – volume: 19 start-page: 113 year: 1986 end-page: 122 ident: bib12 article-title: Fingerprint identification using graph matching publication-title: Pattern Recognition contributor: fullname: Zaky – volume: 11 start-page: 15 year: 1999 end-page: 34 ident: bib26 article-title: Neural networks for combinatorial optimization: a review of more than a decade of research publication-title: INFORMS Journal on Computing contributor: fullname: Smith – volume: 34 start-page: 4217 year: 1986 end-page: 4228 ident: bib37 article-title: Collective computational properties of neural networks: new learning mechanisms publication-title: American Physical Society, Physical Review A contributor: fullname: Dreyfus – year: 1989 ident: bib34 article-title: Self Organization and Associative Memory contributor: fullname: Kohonen – volume: 34 start-page: 1108 year: 2004 end-page: 1116 ident: bib42 article-title: A hybrid hopfield network-simulated annealing approach for frequency assignment in satellite communication systems publication-title: IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics contributor: fullname: Sanz – volume: 23 start-page: 609 year: 2002 end-page: 619 ident: bib14 article-title: Fingerprint identification using space invariant transforms publication-title: Pattern Recog Lett contributor: fullname: Mulqueen – volume: 7 start-page: 684 year: 2008 end-page: 688 ident: bib25 article-title: Study on the capacity of hopfield neural networks publication-title: Information Technology Journal contributor: fullname: Zhang – volume: 28 start-page: 850 issue: 6 year: 2006 ident: 10.1016/j.engappai.2013.07.003_bib8 article-title: Fingerprint matching based on global comprehensive similarity publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/TPAMI.2006.119 contributor: fullname: He – ident: 10.1016/j.engappai.2013.07.003_bib30 doi: 10.1117/12.597305 – ident: 10.1016/j.engappai.2013.07.003_bib24 – volume: 23 start-page: 893 year: 1990 ident: 10.1016/j.engappai.2013.07.003_bib13 article-title: Automated fingerprint recognition using structural matching publication-title: Pattern Recognition doi: 10.1016/0031-3203(90)90134-7 contributor: fullname: Hrechak – volume: 19 start-page: 302 year: 1997 ident: 10.1016/j.engappai.2013.07.003_bib7 article-title: On-line fingerprint verification publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/34.587996 contributor: fullname: Jain – volume: 42 start-page: 1399 year: 2009 ident: 10.1016/j.engappai.2013.07.003_bib17 article-title: Consensus fingerprint matching with genetically optimized approach publication-title: Pattern Recognition doi: 10.1016/j.patcog.2008.11.038 contributor: fullname: Sheng – ident: 10.1016/j.engappai.2013.07.003_bib20 – volume: 7 start-page: 684 year: 2008 ident: 10.1016/j.engappai.2013.07.003_bib25 article-title: Study on the capacity of hopfield neural networks publication-title: Information Technology Journal doi: 10.3923/itj.2008.684.688 contributor: fullname: Sulehria – ident: 10.1016/j.engappai.2013.07.003_bib5 doi: 10.1007/3-540-44887-X_103 – volume: 43 1982 start-page: 59 year: 1988 ident: 10.1016/j.engappai.2013.07.003_bib40 article-title: Self-organizing formation of topologically correct feature maps publication-title: Biological Cybernetics contributor: fullname: Kohonen – volume: 19 start-page: 113 issue: 2 year: 1986 ident: 10.1016/j.engappai.2013.07.003_bib12 article-title: Fingerprint identification using graph matching publication-title: Pattern Recognition doi: 10.1016/0031-3203(86)90017-8 contributor: fullname: Isenor – volume: 1 issue: 2 year: 2011 ident: 10.1016/j.engappai.2013.07.003_bib23 article-title: Recurrent neural networks: associative memory and optimization publication-title: Journal of Information Technology and Software Engineering contributor: fullname: Wang – volume: 310 start-page: 473 issue: 1 year: 1986 ident: 10.1016/j.engappai.2013.07.003_bib28 article-title: Optimization algorithms: simulated annealing and neural network processing publication-title: Astrophysical Journal doi: 10.1086/164700 contributor: fullname: Jeffrey – ident: 10.1016/j.engappai.2013.07.003_bib10 – ident: 10.1016/j.engappai.2013.07.003_bib6 doi: 10.1117/12.541912 – volume: C-22 start-page: 701 issue: 7 year: 1973 ident: 10.1016/j.engappai.2013.07.003_bib36 article-title: Representation of associated data by matrix operators publication-title: IEEE Transactions on Computers doi: 10.1109/TC.1973.5009138 contributor: fullname: Kohonen – volume: 24 start-page: 349 issue: 9–10 year: 2003 ident: 10.1016/j.engappai.2013.07.003_bib9 article-title: Image enhancement and minutiae matching in fingerprint verification publication-title: Pattern Recognition Letters contributor: fullname: He – volume: 11 start-page: 33 issue: 1 year: 2007 ident: 10.1016/j.engappai.2013.07.003_bib32 article-title: Image compression and feature extraction with neural network publication-title: Proceedings of Academy the of Information and Management Sciences contributor: fullname: Sharma – volume: 9 start-page: 31 issue: 2 year: 2005 ident: 10.1016/j.engappai.2013.07.003_bib21 article-title: Active learning in recurrent neural networks facilitated by a Hebb-like learning rule with memory publication-title: Neural Information Processing – Letters and Reviews contributor: fullname: Streib – volume: 85 start-page: 1365 issue: 9 year: 1997 ident: 10.1016/j.engappai.2013.07.003_bib2 article-title: An identity authentication system using fingerprints publication-title: Proceedings of the IEEE doi: 10.1109/5.628674 contributor: fullname: Jain – volume: 12 start-page: 2593 year: 2012 ident: 10.1016/j.engappai.2013.07.003_bib1 article-title: Study of Hopfield neural network with sub-optimal and random GA for pattern recalling of English characters publication-title: Elsevier-Applied Soft Computing doi: 10.1016/j.asoc.2012.03.049 contributor: fullname: Kumar – volume: 34 start-page: 4217 issue: 5 year: 1986 ident: 10.1016/j.engappai.2013.07.003_bib37 article-title: Collective computational properties of neural networks: new learning mechanisms publication-title: American Physical Society, Physical Review A doi: 10.1103/PhysRevA.34.4217 contributor: fullname: Personnaz – ident: 10.1016/j.engappai.2013.07.003_bib19 – volume: 1 start-page: 204 year: 1990 ident: 10.1016/j.engappai.2013.07.003_bib39 article-title: A theoretical investigation into the performance of the Hopfield model publication-title: IEEE Transactions Neural Networks doi: 10.1109/72.80232 contributor: fullname: Aiyer – volume: 23 start-page: 609 year: 2002 ident: 10.1016/j.engappai.2013.07.003_bib14 article-title: Fingerprint identification using space invariant transforms publication-title: Pattern Recog Lett doi: 10.1016/S0167-8655(01)00137-4 contributor: fullname: Sujan – volume: 39 start-page: 465 issue: 3 year: 2006 ident: 10.1016/j.engappai.2013.07.003_bib15 article-title: Fingerprint matching by genetic algorithms publication-title: Pattern Recognition doi: 10.1016/j.patcog.2005.09.005 contributor: fullname: Tan – year: 2001 ident: 10.1016/j.engappai.2013.07.003_bib4 article-title: Fingerprint classification and matching using a Filterbank contributor: fullname: Prabhakar – volume: 57 start-page: 1143 issue: 10 year: 2006 ident: 10.1016/j.engappai.2013.07.003_bib29 article-title: A survey of simulated annealing as a tool for single and multiobjective optimization publication-title: Journal of the Operational Research Society doi: 10.1057/palgrave.jors.2602068 contributor: fullname: Suman – year: 1989 ident: 10.1016/j.engappai.2013.07.003_bib34 contributor: fullname: Kohonen – volume: 34 start-page: 1108 issue: 2 year: 2004 ident: 10.1016/j.engappai.2013.07.003_bib42 article-title: A hybrid hopfield network-simulated annealing approach for frequency assignment in satellite communication systems publication-title: IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics doi: 10.1109/TSMCB.2003.821458 contributor: fullname: Sanz – ident: 10.1016/j.engappai.2013.07.003_bib3 doi: 10.1109/ACVMOT.2005.85 – volume: 2 start-page: 402 issue: 3 year: 2007 ident: 10.1016/j.engappai.2013.07.003_bib16 article-title: A memetic fingerprint matching algorithm publication-title: IEEE Transactions on Information Forensics and Security doi: 10.1109/TIFS.2007.902681 contributor: fullname: Sheng – volume: 11 start-page: 15 issue: 1 year: 1999 ident: 10.1016/j.engappai.2013.07.003_bib26 article-title: Neural networks for combinatorial optimization: a review of more than a decade of research publication-title: INFORMS Journal on Computing doi: 10.1287/ijoc.11.1.15 contributor: fullname: Smith – volume: 9 start-page: 1319 year: 1998 ident: 10.1016/j.engappai.2013.07.003_bib43 article-title: Optimal Hopfield network for combinatorial optimization with linear cost function publication-title: IEEE Transaction on Neural Networks doi: 10.1109/72.728382 contributor: fullname: Matsuda – start-page: 77 year: 2002 ident: 10.1016/j.engappai.2013.07.003_bib38 article-title: The impact of connectivity on the memory capacity and the retrieval dynamics of hopfield -type networks publication-title: Proceedings of the Santa Fe Complex Systems Summer School contributor: fullname: Labiouse – volume: 7 year: 2005 ident: 10.1016/j.engappai.2013.07.003_bib27 article-title: Hopfield Network as associative memory with multiple reference points publication-title: Proceedings of World Academy of Science, Engineering and Technology contributor: fullname: Rodríguez – volume: 62 start-page: 459 year: 2004 ident: 10.1016/j.engappai.2013.07.003_bib18 article-title: High capacity recurrent associative memories publication-title: Neurocomputing—IJON doi: 10.1016/j.neucom.2004.02.007 contributor: fullname: Davey – volume: 40 start-page: 3164 issue: 11 year: 2007 ident: 10.1016/j.engappai.2013.07.003_bib11 article-title: Fingerprint matching using orientation codes and polylines publication-title: Pattern Recognition doi: 10.1016/j.patcog.2007.02.020 contributor: fullname: Wang – volume: 21 start-page: 1197 year: 1972 ident: 10.1016/j.engappai.2013.07.003_bib22 article-title: Learning patterns and pattern sequences by self organizing nets of threshold elements publication-title: IEEE Transactions on Computing doi: 10.1109/T-C.1972.223477 contributor: fullname: Amari – volume: 3 start-page: 1552 year: 2005 ident: 10.1016/j.engappai.2013.07.003_bib41 article-title: Introduction of a Hebbian unsupervised learning algorithm to boost the encoding capacity of hopfield networks publication-title: Proceedings of the 2005 IEEE International Joint Conference on Neural Networks, IJCNN '05 doi: 10.1109/IJCNN.2005.1556109 contributor: fullname: Molter – start-page: 14 year: 1996 ident: 10.1016/j.engappai.2013.07.003_bib35 contributor: fullname: Rojas – volume: 45 start-page: 569 issue: 6 year: 1995 ident: 10.1016/j.engappai.2013.07.003_bib31 article-title: A comparative study of two learning rules for associative memory publication-title: PRAMANA – Journal of Physics doi: 10.1007/BF02848180 contributor: fullname: Atithan – volume: 40 start-page: 2651 year: 1992 ident: 10.1016/j.engappai.2013.07.003_bib33 article-title: A combined self-organizing feature map and multilayer perceptron for isolated word recognition publication-title: IEEE Transactions on Signal Processing doi: 10.1109/78.165652 contributor: fullname: Huang |
| SSID | ssj0003846 |
| Score | 2.1017303 |
| Snippet | In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOM–Hopfield neural network for the storage and recalling... In this paper we are studying the optimization of Stochastic Hopfield neural network and the hybrid SOMaHopfield neural network for the storage and recalling... |
| SourceID | proquest crossref elsevier |
| SourceType | Aggregation Database Publisher |
| StartPage | 2383 |
| SubjectTerms | Computer simulation DWT FFT Hopfield neural network Simulated annealing SOM Stochastic networks |
| Title | Optimization of stochastic networks using simulated annealing for the storage and recalling of compressed images using SOM |
| URI | https://dx.doi.org/10.1016/j.engappai.2013.07.003 https://search.proquest.com/docview/1506390156 |
| Volume | 26 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwELagXVh4I8pLRmINTbCTJmOFQIWKIvEQbJZfgVRqWvWxMPDbuUtsxGNgYIrixKfIZ999ju--I-Qk7igWGpsE2mRxwDnPg0xpFXCmQ4kcVqrKer8ZJL1Hfv0cPy-Rc58Lg2GVzvbXNr2y1q6l7UazPSmK9j2AA1huHQTASBoD-_YmuCM8q212r_q9wadBZmmdrwPvB9jhS6Lw8NSWL3IykQVGebGKx9PXz_rto35Y68oFXa6TVYcdabf-vA2yZMtNsuZwJHWrdAZNvlSDb9sib7dgGkYu55KOcwqYT79KJGmmZR0JPqMYA_9CZ8UIS3qBRAk2WGK6OgVkSwEpYq8pGCB4YigMm6wIvVEcRqZXNOSGFiN4wwu7v73ZJo-XFw_nvcCVXQg04_E8MGmuVBbFFnYiUmmtVZzlFmBfnNiOzHgu0zxh4MdCGdkzFXesTUyUamaUTPKQsx3SKMel3SU0s2ewwTQcGXh4ZKVMMhMqGynGJML6Fmn7gRaTml1D-LCzofCqEagaEeJBOWuRzOtDfJsnAlzAn32PvQIFLCI8GZGlHS9mAmkWq58_yd4_5O-TFbyrMxUPSGM-XdhDgCxzdUSWT9-jIzcx8dq_e-p_ABdc8E0 |
| link.rule.ids | 314,780,784,4502,24116,27924,27925,45585,45679 |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwELZQGWDhjShPI7GmTWo7bUZUgQq0dChIbJZfKanUtKJlYeC3c5fE4jUwsPpxinz23ef47jtCLkRbs9C6ODA2EQHnPA0SbXTAmQkVcljpIut9cB_3Hvntk3haIV2fC4NhlZXtL216Ya2rlma1ms15ljVHAA7guLURACNpDNzbV7kA9AubuvH-GefBOmW2DowOcPiXNOFJw-VjNZ-rDGO8WMHi6atn_fZQP2x14YCut8hGhRzpZflx22TF5Ttks0KRtDqjC2jyhRp82y55G4JhmFYZl3SWUkB85lkhRTPNyzjwBcUI-DFdZFMs6AUSFVhghcnqFHAtBZyIs17A_ECPpbBoqqDzRnEYl16QkFuaTWGEFzYaDvbI4_XVQ7cXVEUXAsO4WAa2k2qdRMLBPURpY4wWSeoA9InYtVXCU9VJYwZeLFSRa2nRdi62Uccwq1Wchpztk1o-y90BoYlrwfXScuTf4ZFTKk5sqF2kGVMI6uuk6RdazktuDemDzibSq0aiamSIz-SsThKvD_ltl0hwAH_OPfcKlHCE8F1E5W72upBIslj8-okP_yH_jKz1HgZ92b-5vzsi69hT5iwek9ry5dWdAHhZ6tNic34Ay_3vgw |
| 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%3Ajournal&rft.genre=article&rft.atitle=Optimization+of+stochastic+networks+using+simulated+annealing+for+the+storage+and+recalling+of+compressed+images+using+SOM&rft.jtitle=Engineering+applications+of+artificial+intelligence&rft.au=Singh%2C+Manu&rft.au=Dixit%2C+Rinku&rft.date=2013-11-01&rft.issn=0952-1976&rft.volume=26&rft.issue=10&rft.spage=2383&rft.epage=2396&rft_id=info:doi/10.1016%2Fj.engappai.2013.07.003&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0952-1976&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0952-1976&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0952-1976&client=summon |