Skip to main content
Erschienen in: The Journal of Supercomputing 7/2017

30.11.2016

Intelligent monitor system based on cloud and convolutional neural networks

verfasst von: Binbin Yong, Gaofeng Zhang, Huaming Chen, Qingguo Zhou

Erschienen in: The Journal of Supercomputing | Ausgabe 7/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Nowadays, cloud-based services are widely developed. The deployment of cloud technology has boosted the development and application of web services. It reduces the overhead of software virtual machine, and supports a wider range of operating systems. Moreover, it enhances the utilization of infrastructure. With the development of artificial intelligence (AI) technology, especially artificial neural network (ANN), intelligent monitor systems are being raised and developed in our daily life. However, a simple task with a single ANN costs a lot of time and computation resources. Hence, we propose using a cloud-based system to share computation resources for ANN to reduce redundant computation. In this paper, we present an intelligent monitor system, which is based on cloud technology, to provide intelligent monitor services. The system is designed with hybrid convolutional neural networks. It has been used for several intelligent monitor tasks, such as scene change detection, stranger recognition, facial expression recognition and action recognition.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat El-Shazly EH, Abdelwahab MM, Taniguchi RI (2015) Efficient facial and facial expression recognition using canonical correlation analysis for transform domain features fusion and classification. In: 2015 11th International Conference on Signal-Image Technology Internet-Based Systems (SITIS), pp 639–644. doi:10.1109/SITIS.2015.57 El-Shazly EH, Abdelwahab MM, Taniguchi RI (2015) Efficient facial and facial expression recognition using canonical correlation analysis for transform domain features fusion and classification. In: 2015 11th International Conference on Signal-Image Technology Internet-Based Systems (SITIS), pp 639–644. doi:10.​1109/​SITIS.​2015.​57
6.
Zurück zum Zitat Bappy JH, Roy-Chowdhury AK (2016) CNN based region proposals for efficient object detection. In: 2016 IEEE International Conference on Image Processing (ICIP), pp 3658–3662. doi:10.1109/ICIP.2016.7533042 Bappy JH, Roy-Chowdhury AK (2016) CNN based region proposals for efficient object detection. In: 2016 IEEE International Conference on Image Processing (ICIP), pp 3658–3662. doi:10.​1109/​ICIP.​2016.​7533042
7.
Zurück zum Zitat Basaeed E, Bhaskar H, Al-Mualla M (2015) CNN-based multi-band fused boundary detection for remotely sensed images. In: 6th International Conference on Imaging for Crime Prevention and Detection (ICDP-15), pp 1–6. doi:10.1049/ic.2015.0109 Basaeed E, Bhaskar H, Al-Mualla M (2015) CNN-based multi-band fused boundary detection for remotely sensed images. In: 6th International Conference on Imaging for Crime Prevention and Detection (ICDP-15), pp 1–6. doi:10.​1049/​ic.​2015.​0109
8.
Zurück zum Zitat Chen L, Wang S, Fan W, Sun J, Naoi S (2015) Beyond human recognition: a CNN-based framework for handwritten character recognition. In: 2015 3rd IAPR Asian Conference on Pattern Recognition (ACPR), pp 695–699. doi:10.1109/ACPR.2015.7486592 Chen L, Wang S, Fan W, Sun J, Naoi S (2015) Beyond human recognition: a CNN-based framework for handwritten character recognition. In: 2015 3rd IAPR Asian Conference on Pattern Recognition (ACPR), pp 695–699. doi:10.​1109/​ACPR.​2015.​7486592
9.
Zurück zum Zitat Gidaris S, Komodakis N (2015) Object detection via a multi-region and semantic segmentation-aware CNN model. In: 2015 IEEE International Conference on Computer Vision (ICCV), pp 1134–1142. doi:10.1109/ICCV.2015.135 Gidaris S, Komodakis N (2015) Object detection via a multi-region and semantic segmentation-aware CNN model. In: 2015 IEEE International Conference on Computer Vision (ICCV), pp 1134–1142. doi:10.​1109/​ICCV.​2015.​135
11.
Zurück zum Zitat Chalaemwongwan N, Kurutach W (2016) Mobile cloud computing: a survey and propose solution framework. In: 2016 13th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), pp 1–4. doi:10.1109/ECTICon.2016.7561437 Chalaemwongwan N, Kurutach W (2016) Mobile cloud computing: a survey and propose solution framework. In: 2016 13th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), pp 1–4. doi:10.​1109/​ECTICon.​2016.​7561437
12.
Zurück zum Zitat Celesti A, Fazio M, Celesti F, Sannino G, Campo S, Villari M (2016) New trends in biotechnology: the point on NGS Cloud computing solutions. In: 2016 IEEE Symposium on Computers and Communication (ISCC), pp 267–270. doi:10.1109/ISCC.2016.7543751 Celesti A, Fazio M, Celesti F, Sannino G, Campo S, Villari M (2016) New trends in biotechnology: the point on NGS Cloud computing solutions. In: 2016 IEEE Symposium on Computers and Communication (ISCC), pp 267–270. doi:10.​1109/​ISCC.​2016.​7543751
13.
Zurück zum Zitat Guang-ping Y, Jing-yang W, Ming-zhe Y, Yang Y (2015) Research on prediction method of sludge bulking based on ANN and grey Markov model. In: 2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER), pp 1622–1627. doi:10.1109/CYBER.2015.7288188 Guang-ping Y, Jing-yang W, Ming-zhe Y, Yang Y (2015) Research on prediction method of sludge bulking based on ANN and grey Markov model. In: 2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER), pp 1622–1627. doi:10.​1109/​CYBER.​2015.​7288188
14.
Zurück zum Zitat Belhouchet K, Bayadi A, Bendib ME (2015) Artificial neural networks (ANN) and genetic algorithm modeling and identification of arc parameter in insulators flashover voltage and leakage current. In: 2015 4th International Conference on Electrical Engineering (ICEE), pp 1–6. doi:10.1109/INTEE.2015.7416698 Belhouchet K, Bayadi A, Bendib ME (2015) Artificial neural networks (ANN) and genetic algorithm modeling and identification of arc parameter in insulators flashover voltage and leakage current. In: 2015 4th International Conference on Electrical Engineering (ICEE), pp 1–6. doi:10.​1109/​INTEE.​2015.​7416698
15.
Zurück zum Zitat Buch H, Dudani KK, Pipalava DP (2015) Prediction of total transfer capability using ANN in restructured power system. In: 2015 5th Nirma University International Conference on Engineering (NUiCONE), pp 1–5. doi:10.1109/NUICONE.2015.7449620 Buch H, Dudani KK, Pipalava DP (2015) Prediction of total transfer capability using ANN in restructured power system. In: 2015 5th Nirma University International Conference on Engineering (NUiCONE), pp 1–5. doi:10.​1109/​NUICONE.​2015.​7449620
16.
Zurück zum Zitat Barman D, Chowdhury N, Singha RK (2012) To predict possible profit/loss of a movie to be launched using MLP with back-propagation learning. In: 2012 International Conference on Communications, Devices and Intelligent Systems (CODIS), pp 322–325. doi:10.1109/CODIS.2012.6422203 Barman D, Chowdhury N, Singha RK (2012) To predict possible profit/loss of a movie to be launched using MLP with back-propagation learning. In: 2012 International Conference on Communications, Devices and Intelligent Systems (CODIS), pp 322–325. doi:10.​1109/​CODIS.​2012.​6422203
17.
Zurück zum Zitat Azarloo A, Farokhi F (2012) Automatic musical instrument recognition using K-NN and MLP neural networks. In: 2012 Fourth International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN), pp 289–294. doi:10.1109/CICSyN.2012.61 Azarloo A, Farokhi F (2012) Automatic musical instrument recognition using K-NN and MLP neural networks. In: 2012 Fourth International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN), pp 289–294. doi:10.​1109/​CICSyN.​2012.​61
18.
Zurück zum Zitat Alves EDS, Filho JBOS, Galliez RM, Kritski A (2013) Specialized MLP classifiers to support the isolation of patients suspected of pulmonary tuberculosis. In: 2013 BRICS Congress on Computational Intelligence and 11th Brazilian Congress on Computational Intelligence, pp 40–45. doi:10.1109/BRICS-CCI-CBIC.2013.18 Alves EDS, Filho JBOS, Galliez RM, Kritski A (2013) Specialized MLP classifiers to support the isolation of patients suspected of pulmonary tuberculosis. In: 2013 BRICS Congress on Computational Intelligence and 11th Brazilian Congress on Computational Intelligence, pp 40–45. doi:10.​1109/​BRICS-CCI-CBIC.​2013.​18
19.
Zurück zum Zitat Kumarawadu S, Watanabe K, Kiguchi K, Izumi K (2002) Adaptive output tracking of partly known robotic systems using SoftMax function networks. In: Proceedings of the 2002 International Joint Conference on Neural Networks, 2002. IJCNN ’02, vol 1, pp 483–488. doi:10.1109/IJCNN.2002.1005520 Kumarawadu S, Watanabe K, Kiguchi K, Izumi K (2002) Adaptive output tracking of partly known robotic systems using SoftMax function networks. In: Proceedings of the 2002 International Joint Conference on Neural Networks, 2002. IJCNN ’02, vol 1, pp 483–488. doi:10.​1109/​IJCNN.​2002.​1005520
21.
Zurück zum Zitat Cao Z, Principe JC, Ouyang B, Dalgleish F, Vuorenkoski A (2015) Marine animal classification using combined CNN and hand-designed image features. In: OCEANS 2015—MTS/IEEE Washington, pp 1–6 Cao Z, Principe JC, Ouyang B, Dalgleish F, Vuorenkoski A (2015) Marine animal classification using combined CNN and hand-designed image features. In: OCEANS 2015—MTS/IEEE Washington, pp 1–6
22.
Zurück zum Zitat Albora AM (2016) Wave-CNN method approach of archaeogeophysics studies. In: 2016 24th Signal Processing and Communication Application Conference (SIU), pp 173–176. doi:10.1109/SIU.2016.7495705 Albora AM (2016) Wave-CNN method approach of archaeogeophysics studies. In: 2016 24th Signal Processing and Communication Application Conference (SIU), pp 173–176. doi:10.​1109/​SIU.​2016.​7495705
23.
Zurück zum Zitat Masci J, Meier U, Ciresan D, Schmidhuber J, Fricout G (2012) Steel defect classification with max-pooling convolutional neural networks. In: The 2012 International Joint Conference on Neural Networks (IJCNN), pp 1–6. doi:10.1109/IJCNN.2012.6252468 Masci J, Meier U, Ciresan D, Schmidhuber J, Fricout G (2012) Steel defect classification with max-pooling convolutional neural networks. In: The 2012 International Joint Conference on Neural Networks (IJCNN), pp 1–6. doi:10.​1109/​IJCNN.​2012.​6252468
24.
Zurück zum Zitat Masci J, Giusti A, Ciresan D, Fricout G, Schmidhuber J (2013) A fast learning algorithm for image segmentation with max-pooling convolutional networks. In: 2013 IEEE International Conference on Image Processing, pp 2713–2717. doi:10.1109/ICIP.2013.6738559 Masci J, Giusti A, Ciresan D, Fricout G, Schmidhuber J (2013) A fast learning algorithm for image segmentation with max-pooling convolutional networks. In: 2013 IEEE International Conference on Image Processing, pp 2713–2717. doi:10.​1109/​ICIP.​2013.​6738559
25.
Zurück zum Zitat Dahl GE, Sainath TN, Hinton GE (2013) Improving deep neural networks for LVCSR using rectified linear units and dropout. In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, pp 8609–8613. doi:10.1109/ICASSP.2013.6639346 Dahl GE, Sainath TN, Hinton GE (2013) Improving deep neural networks for LVCSR using rectified linear units and dropout. In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, pp 8609–8613. doi:10.​1109/​ICASSP.​2013.​6639346
26.
Zurück zum Zitat Hara K, Saito D, Shouno H (2015) Analysis of function of rectified linear unit used in deep learning. In: 2015 International Joint Conference on Neural Networks (IJCNN), pp 1–8. doi:10.1109/IJCNN.2015.7280578 Hara K, Saito D, Shouno H (2015) Analysis of function of rectified linear unit used in deep learning. In: 2015 International Joint Conference on Neural Networks (IJCNN), pp 1–8. doi:10.​1109/​IJCNN.​2015.​7280578
27.
Zurück zum Zitat Xiong S, Guo W, Liu D (2014) The Vietnamese speech recognition based on rectified linear units deep neural network and spoken term detection system combination. In: 2014 9th International Symposium on Chinese Spoken Language Processing (ISCSLP), pp 183–186. doi:10.1109/ISCSLP.2014.6936574 Xiong S, Guo W, Liu D (2014) The Vietnamese speech recognition based on rectified linear units deep neural network and spoken term detection system combination. In: 2014 9th International Symposium on Chinese Spoken Language Processing (ISCSLP), pp 183–186. doi:10.​1109/​ISCSLP.​2014.​6936574
28.
Zurück zum Zitat Alberto AC, Limeira GA, Nadal J (2015) A principal component analysis approach to heart rate turbulence assessment in Chagas disease. In: 2015 Computing in Cardiology Conference (CinC), pp 681–684. doi:10.1109/CIC.2015.7411002 Alberto AC, Limeira GA, Nadal J (2015) A principal component analysis approach to heart rate turbulence assessment in Chagas disease. In: 2015 Computing in Cardiology Conference (CinC), pp 681–684. doi:10.​1109/​CIC.​2015.​7411002
29.
Zurück zum Zitat Meraoumia A, Korichi M, Chitroub S, Bouridane A (2015) Hidden Markov models principal component analysis for multispectral palmprint identification. In: 2015 5th International Conference on Information Communication Technology and Accessibility (ICTA), pp 1–6. doi:10.1109/ICTA.2015.7426898 Meraoumia A, Korichi M, Chitroub S, Bouridane A (2015) Hidden Markov models principal component analysis for multispectral palmprint identification. In: 2015 5th International Conference on Information Communication Technology and Accessibility (ICTA), pp 1–6. doi:10.​1109/​ICTA.​2015.​7426898
30.
Zurück zum Zitat Guo-rong Z, Chang-zhen X, Yan Z (2011) A method of embedded video surveillance based on OpenCV. In: 2011 International Conference on E-Business and E-Government (ICEE), pp 1–4. doi:10.1109/ICEBEG.2011.5881671 Guo-rong Z, Chang-zhen X, Yan Z (2011) A method of embedded video surveillance based on OpenCV. In: 2011 International Conference on E-Business and E-Government (ICEE), pp 1–4. doi:10.​1109/​ICEBEG.​2011.​5881671
31.
Zurück zum Zitat Chaczko Z, Braun R (2010) Teaching Computer Vision for telemedicine systems using OpenCV. In: 2010 9th International Conference on Information Technology Based Higher Education and Training (ITHET), pp 17–20. doi:10.1109/ITHET.2010.5480069 Chaczko Z, Braun R (2010) Teaching Computer Vision for telemedicine systems using OpenCV. In: 2010 9th International Conference on Information Technology Based Higher Education and Training (ITHET), pp 17–20. doi:10.​1109/​ITHET.​2010.​5480069
32.
Zurück zum Zitat Amri SMA, Guan L (2016) Infrastructure as a service: exploring network access control challenges. In: 2016 SAI Computing Conference (SAI), pp 596–603. doi:10.1109/SAI.2016.7556042 Amri SMA, Guan L (2016) Infrastructure as a service: exploring network access control challenges. In: 2016 SAI Computing Conference (SAI), pp 596–603. doi:10.​1109/​SAI.​2016.​7556042
33.
Zurück zum Zitat Dawoud W, Takouna I, Meinel C (2010) Infrastructure as a service security: challenges and solutions. In: 2010 The 7th International Conference on Informatics and Systems (INFOS), pp 1–8 Dawoud W, Takouna I, Meinel C (2010) Infrastructure as a service security: challenges and solutions. In: 2010 The 7th International Conference on Informatics and Systems (INFOS), pp 1–8
34.
Zurück zum Zitat Akinbi A, Pereira E, Beaumont C (2013) Evaluating security mechanisms implemented on public platform-as-a-service cloud environments case study: Windows Azure. In: 2013 8th International Conference for Internet Technology and Secured Transactions (ICITST), pp 162–167. doi:10.1109/ICITST.2013.6750183 Akinbi A, Pereira E, Beaumont C (2013) Evaluating security mechanisms implemented on public platform-as-a-service cloud environments case study: Windows Azure. In: 2013 8th International Conference for Internet Technology and Secured Transactions (ICITST), pp 162–167. doi:10.​1109/​ICITST.​2013.​6750183
35.
Zurück zum Zitat Boniface M, Nasser B, Papay J, Phillips SC, Servin A, Yang X, Zlatev Z, Gogouvitis SV, Katsaros G, Konstanteli K, Kousiouris G, Menychtas A, Kyriazis D (2010) Platform-as-a-service architecture for real-time quality of service management in clouds. In: 2010 Fifth International Conference on Internet and Web Applications and Services (ICIW), pp 155–160. doi:10.1109/ICIW.2010.91 Boniface M, Nasser B, Papay J, Phillips SC, Servin A, Yang X, Zlatev Z, Gogouvitis SV, Katsaros G, Konstanteli K, Kousiouris G, Menychtas A, Kyriazis D (2010) Platform-as-a-service architecture for real-time quality of service management in clouds. In: 2010 Fifth International Conference on Internet and Web Applications and Services (ICIW), pp 155–160. doi:10.​1109/​ICIW.​2010.​91
36.
Zurück zum Zitat Tian W, Su S, Lu G (2010) A framework for implementing and managing platform as a service in a virtual cloud computing lab. In: 2010 Second International Workshop on Education Technology and Computer Science (ETCS), vol 2, pp 273–276. doi:10.1109/ETCS.2010.126 Tian W, Su S, Lu G (2010) A framework for implementing and managing platform as a service in a virtual cloud computing lab. In: 2010 Second International Workshop on Education Technology and Computer Science (ETCS), vol 2, pp 273–276. doi:10.​1109/​ETCS.​2010.​126
37.
Zurück zum Zitat Afify YM, Moawad IF, Badr NL, Tolba MF (2013) A semantic-based Software-as-a-Service (SaaS) discovery and selection system. In: 2013 8th International Conference on Computer Engineering Systems (ICCES), pp 57–63. doi:10.1109/ICCES.2013.6707171 Afify YM, Moawad IF, Badr NL, Tolba MF (2013) A semantic-based Software-as-a-Service (SaaS) discovery and selection system. In: 2013 8th International Conference on Computer Engineering Systems (ICCES), pp 57–63. doi:10.​1109/​ICCES.​2013.​6707171
38.
Zurück zum Zitat Akande AO, Belle JPV (2014) Cloud computing in higher education: a snapshot of software as a service. In: 2014 IEEE 6th International Conference on Adaptive Science Technology (ICAST), pp 1–5. doi:10.1109/ICASTECH.2014.7068111 Akande AO, Belle JPV (2014) Cloud computing in higher education: a snapshot of software as a service. In: 2014 IEEE 6th International Conference on Adaptive Science Technology (ICAST), pp 1–5. doi:10.​1109/​ICASTECH.​2014.​7068111
39.
Zurück zum Zitat Alkalbani AM, Ghamry AM, Hussain FK, Hussain OK (2016) Sentiment analysis and classification for software as a service reviews. In: 2016 IEEE 30th International Conference on Advanced Information Networking and Applications (AINA), pp 53–58. doi:10.1109/AINA.2016.148 Alkalbani AM, Ghamry AM, Hussain FK, Hussain OK (2016) Sentiment analysis and classification for software as a service reviews. In: 2016 IEEE 30th International Conference on Advanced Information Networking and Applications (AINA), pp 53–58. doi:10.​1109/​AINA.​2016.​148
40.
Zurück zum Zitat Çam BC, Yalçın M, Yavuz HS (2016) Facial expression recognition based on locational features. In: 2016 24th Signal Processing and Communication Application Conference (SIU), pp 1449–1452. doi:10.1109/SIU.2016.7496023 Çam BC, Yalçın M, Yavuz HS (2016) Facial expression recognition based on locational features. In: 2016 24th Signal Processing and Communication Application Conference (SIU), pp 1449–1452. doi:10.​1109/​SIU.​2016.​7496023
41.
Zurück zum Zitat Agada R, Yan J (2015) A model of local binary pattern feature descriptor for valence facial expression classification. In: 2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA), pp 634–639. doi:10.1109/ICMLA.2015.185 Agada R, Yan J (2015) A model of local binary pattern feature descriptor for valence facial expression classification. In: 2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA), pp 634–639. doi:10.​1109/​ICMLA.​2015.​185
42.
Zurück zum Zitat Apte A, Basavaraj A, N.R. K, (2015) Efficient facial expression ecognition and classification system based on morphological processing of frontal face images. In: 2015 IEEE 10th International Conference on Industrial and Information Systems (ICIIS), pp 366–371. doi:10.1109/ICIINFS.2015.7399039 Apte A, Basavaraj A, N.R. K, (2015) Efficient facial expression ecognition and classification system based on morphological processing of frontal face images. In: 2015 IEEE 10th International Conference on Industrial and Information Systems (ICIIS), pp 366–371. doi:10.​1109/​ICIINFS.​2015.​7399039
43.
Zurück zum Zitat Borah S, Konwar S (2014) ANN based human facial expression recognition in color images. In: 2014 International Conference on High Performance Computing and Applications (ICHPCA), pp 1–6. doi:10.1109/ICHPCA.2014.7045337 Borah S, Konwar S (2014) ANN based human facial expression recognition in color images. In: 2014 International Conference on High Performance Computing and Applications (ICHPCA), pp 1–6. doi:10.​1109/​ICHPCA.​2014.​7045337
Metadaten
Titel
Intelligent monitor system based on cloud and convolutional neural networks
verfasst von
Binbin Yong
Gaofeng Zhang
Huaming Chen
Qingguo Zhou
Publikationsdatum
30.11.2016
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 7/2017
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-016-1934-1

Weitere Artikel der Ausgabe 7/2017

The Journal of Supercomputing 7/2017 Zur Ausgabe