• 6281 Citations
  • 34 h-Index
1985 …2020

Research output per year

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Research Output

2020

A decision support methodology for integrated machining process and operation plans for sustainability and productivity assessment

Hatim, Q. Y., Saldana, C., Shao, G., Kim, D. B., Morris, K. C., Witherell, P., Rachuri, S. & Kumara, S., Apr 1 2020, In : International Journal of Advanced Manufacturing Technology. 107, 7-8, p. 3207-3230 24 p.

Research output: Contribution to journalArticle

Heterogeneous recurrence analysis of spatial data

Yang, H., Chen, C. B. & Kumara, S., Jan 1 2020, In : Chaos. 30, 1, 013119.

Research output: Contribution to journalArticle

Mapping keywords within smart, green, and sustainable manufacturing literature

Chonde, S., Julaiti, J., Agrawal, D., Chen, C. B. & Kumara, S., Jan 1 2020, p. 1174-1179. 6 p.

Research output: Contribution to conferencePaper

Self-organizing network modelling of 3D objects

Yang, H., Liu, R. & Kumara, S., Jan 1 2020, (Accepted/In press) In : CIRP Annals.

Research output: Contribution to journalArticle

Semi-Supervised Learning Algorithm for Identifying High-Priority Drug-Drug Interactions through Adverse Event Reports

Liu, N., Chen, C. B. & Kumara, S., Jan 2020, In : IEEE Journal of Biomedical and Health Informatics. 24, 1, p. 57-68 12 p., 8786248.

Research output: Contribution to journalArticle

1 Scopus citations

Using text analytics to assess state-of-the-art machine learning in manufacturing

Julaiti, J., Chonde, S. & Kumara, S., Jan 1 2020, p. 519-524. 6 p.

Research output: Contribution to conferencePaper

2019

A Novel Pattern-Frequency Tree for Multisensor Signal Fusion and Transition Analysis of Nonlinear Dynamics

Chen, C. B., Yang, H. & Kumara, S., Jan 2019, In : IEEE Sensors Letters. 3, 1, 8556057.

Research output: Contribution to journalArticle

Machine learning and AI for long-term fault prognosis in complex manufacturing systems

Bukkapatnam, S. T. S., Afrin, K., Dave, D. & Kumara, S. R. T., 2019, In : CIRP Annals. 68, 1, p. 459-462 4 p.

Research output: Contribution to journalArticle

2 Scopus citations

Quantifying manufacturability of component geometries using shape descriptors

Liu, M., Basu, S. & Kumara, S., Jan 1 2019, In : Procedia CIRP. 84, p. 462-467 6 p.

Research output: Contribution to journalConference article

Open Access
1 Scopus citations

SuperOrder: Provider order recommendation system for outpatient clinics

Sung, Y. S., Dravenstott, R. W., Darer, J. D., Devapriya, P. D. & Kumara, S., Jan 1 2019, In : Health informatics journal.

Research output: Contribution to journalArticle

The internet of things for smart manufacturing: A review

Yang, H., Kumara, S., Bukkapatnam, S. T. S. & Tsung, F., Jan 1 2019, In : IISE Transactions. 51, 11, p. 1190-1216 27 p.

Research output: Contribution to journalArticle

18 Scopus citations
2018

An Unsupervised Machine Learning Approach to Assessing Designer Performance during Physical Prototyping

Dering, M. L., Tucker, C. S. & Kumara, S., Mar 1 2018, In : Journal of Computing and Information Science in Engineering. 18, 1, 011002.

Research output: Contribution to journalArticle

2 Scopus citations

Cloud-Based Parallel Machine Learning for Tool Wear Prediction

Wu, D., Jennings, C., Terpenny, J., Kumara, S. & Gao, R. X., Jan 1 2018, In : Journal of Manufacturing Science and Engineering, Transactions of the ASME. 140, 4, 041005.

Research output: Contribution to journalArticle

16 Scopus citations

Condition-based maintenance policy optimization using genetic algorithms and Gaussian markov improvement algorithm

Hoffman, M., Song, E., Brundage, M. & Kumara, S., Aug 24 2018, PHM 2018 - 10th Annual Conference of the Prognostics and Health Management Society. Bregon, A. & Orchard, M. (eds.). Prognostics and Health Management Society, (Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Effects of surgical wound types, pain levels and length of stay on the CAHPS® hospital survey

Hu, Q., Agrawal, D., Sung, Y. S., Reich, E. & Kumara, S., Jan 1 2018, p. 670-675. 6 p.

Research output: Contribution to conferencePaper

Framework for social sustainability from a food insecurity perspective

He, B., Yang, Q. & Kumara, S., Jan 1 2018, p. 1654-1659. 6 p.

Research output: Contribution to conferencePaper

Mixed integer nonlinear programming model for analyzing patient satisfaction data

Liu, N., Kumara, S. & Reich, E. S., Jan 1 2018, p. 1175-1180. 6 p.

Research output: Contribution to conferencePaper

14 Scopus citations

Planar random graph representations of spatiotemporal surface morphology: Application to finishing of 3-D printed components

Bukkapatnam, S. T. S., Iquebal, A. S. & Kumara, S. R. T., Jan 1 2018, In : CIRP Annals. 67, 1, p. 495-498 4 p.

Research output: Contribution to journalArticle

1 Scopus citations

Recurrence network modeling and analysis of spatial data

Chen, C. B., Yang, H. & Kumara, S., Aug 1 2018, In : Chaos. 28, 8, 085714.

Research output: Contribution to journalArticle

8 Scopus citations

Uncovering the effect of dominant attributes on community topology: A case of facebook networks

Sung, Y. S., Wang, D. & Kumara, S., Oct 1 2018, In : Information Systems Frontiers. 20, 5, p. 1041-1052 12 p.

Research output: Contribution to journalArticle

2 Scopus citations
2017

A classification scheme for smart manufacturing systems' performance metrics

Lee, Y. T., Kumaraguru, S., Jain, S., Robinson, S., Helu, M., Hatim, Q. Y., Rachuri, S., Dornfeld, D., Saldana, C. J. & Kumara, S., Feb 28 2017, In : Smart and Sustainable Manufacturing Systems. 1, 1

Research output: Contribution to journalArticle

4 Scopus citations

A Comparative Study on Machine Learning Algorithms for Smart Manufacturing: Tool Wear Prediction Using Random Forests

Wu, D., Jennings, C., Terpenny, J., Gao, R. X. & Kumara, S., Jul 1 2017, In : Journal of Manufacturing Science and Engineering, Transactions of the ASME. 139, 7, 071018.

Research output: Contribution to journalArticle

81 Scopus citations

A novel pattern-frequency tree approach for transition analysis and anomaly detection in nonlinear and nonstationary systems

Chen, C. B., Yang, H. & Tirupatikumara, S. R., 2017, 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017. Institute of Industrial Engineers, p. 1264-1269 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

An unsupervised machine learning model for discovering latent infectious diseases using social media data

Lim, S., Tucker, C. S. & Kumara, S., Feb 1 2017, In : Journal of Biomedical Informatics. 66, p. 82-94 13 p.

Research output: Contribution to journalArticle

28 Scopus citations

Blockchain in megacity logistics

Polim, R., Hu, Q. & Kumara, S., Jan 1 2017, 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017. Nembhard, H. B., Coperich, K. & Cudney, E. (eds.). Institute of Industrial Engineers, p. 1589-1594 6 p. (67th Annual Conference and Expo of the Institute of Industrial Engineers 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Cluster vector space model: A dimensionality reduction method for text classifications based on the vector quantization

Julaiti, J. & Kumara, S., Jan 1 2017, 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017. Nembhard, H. B., Coperich, K. & Cudney, E. (eds.). Institute of Industrial Engineers, p. 428-433 6 p. (67th Annual Conference and Expo of the Institute of Industrial Engineers 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data-driven prognostics using random forests: Prediction of tool wear

Wu, D., Jennings, C., Terpenny, J., Gao, R. & Kumara, S., Jan 1 2017, Manufacturing Equipment and Systems. American Society of Mechanical Engineers, (ASME 2017 12th International Manufacturing Science and Engineering Conference, MSEC 2017 collocated with the JSME/ASME 2017 6th International Conference on Materials and Processing; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Explainable data-driven modeling of patient satisfaction survey data

Liu, N., Kumara, S. & Reich, E., Jul 1 2017, Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017. Nie, J-Y., Obradovic, Z., Suzumura, T., Ghosh, R., Nambiar, R., Wang, C., Zang, H., Baeza-Yates, R., Baeza-Yates, R., Hu, X., Kepner, J., Cuzzocrea, A., Tang, J. & Toyoda, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 3869-3876 8 p. (Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations
13 Scopus citations

Little data, big data, and food insecurity: An integrated approach

Alotaik, O., Chellappa, V. S., Steadman, S. & Tirupatikumara, S. R., 2017, 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017. Institute of Industrial Engineers, p. 1490-1495 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Real-time shipment duration prediction

Polim, R., Kumara, S. & Gomes, B. M., Jan 1 2017, 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017. Nembhard, H. B., Coperich, K. & Cudney, E. (eds.). Institute of Industrial Engineers, p. 1607-1612 6 p. (67th Annual Conference and Expo of the Institute of Industrial Engineers 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Subsurface damage in milling of lightweight open-cell aluminium foams

Qiao, H., Basu, S., Saldana, C. & Kumara, S., Jan 1 2017, In : CIRP Annals - Manufacturing Technology. 66, 1, p. 125-128 4 p.

Research output: Contribution to journalArticle

5 Scopus citations
2016

A casualty network analysis in non-major combat operations

Bastian, N. D., Fulton, L. V., Griffin, P. M., Sung, Y. S. & Kumara, S., Jan 1 2016, In : Journal of Defense Modeling and Simulation. 13, 1, p. 95-108 14 p.

Research output: Contribution to journalArticle

1 Scopus citations

A user-centred approach to information visualisation in nano-health

Yang, H., Tang, K., Liu, X., Xiao, L., Xu, R. & Kumara, S., Jan 1 2016, In : International Journal of Bioinformatics Research and Applications. 12, 2, p. 95-115 21 p.

Research output: Contribution to journalArticle

1 Scopus citations

Cloud-based machine learning for predictive analytics: Tool wear prediction in milling

Wu, D., Jennings, C., Terpenny, J. & Kumara, S., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 2062-2069 8 p. 7840831. (Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

17 Scopus citations

Cyber-physical systems in manufacturing

Monostori, L., Kádár, B., Bauernhansl, T., Kondoh, S., Kumara, S., Reinhart, G., Sauer, O., Schuh, G., Sihn, W. & Ueda, K., Jan 1 2016, In : CIRP Annals. 65, 2, p. 621-641 21 p.

Research output: Contribution to journalArticle

484 Scopus citations

Integrating data analytics and simulation methods to support manufacturing decision making

Kibira, D., Hatim, Q., Kumara, S. & Shao, G., Feb 16 2016, 2015 Winter Simulation Conference, WSC 2015. Institute of Electrical and Electronics Engineers Inc., p. 2100-2111 12 p. 7408324. (Proceedings - Winter Simulation Conference; vol. 2016-February).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

11 Scopus citations

Ontology-based laser and thermal metamodels for metal-based additive manufacturing

Roh, B. M., Kumara, S. R. T., Simpson, T. W., Michaleris, P., Witherell, P. & Assouroko, I., Jan 1 2016, 36th Computers and Information in Engineering Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 1A-2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations

Predicting patients at risk for 3-day postdischarge readmissions, ED Visits, and Deaths

Agrawal, D., Chen, C. B., Dravenstott, R. W., Strömblad, C. T. B., Schmid, J. A., Darer, J. D., Devapriya, P. & Kumara, S., Oct 1 2016, In : Medical care. 54, 11, p. 1017-1023 7 p.

Research output: Contribution to journalArticle

2 Scopus citations
2015

A framework for ontological behavioral modeling in domestic dogs to predict aggression

Hutchison, K., Huff, S., Agrawal, D. & Kumara, S., Jan 1 2015, IIE Annual Conference and Expo 2015. Institute of Industrial Engineers, p. 2378-2387 10 p. (IIE Annual Conference and Expo 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

An ADMM algorithm for clustering partially observed networks

Aybat, N. S., Zarmehri, S. & Kumara, S., Jan 1 2015, SIAM International Conference on Data Mining 2015, SDM 2015. Venkatasubramanian, S. & Ye, J. (eds.). Society for Industrial and Applied Mathematics Publications, p. 460-468 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
1 Scopus citations

A Simulation-based Methodology of Assessing Environmental Sustainability and Productivity for Integrated Process and Production Plans

Hatim, Q., Shao, G., Rachuri, S., Kibira, D. & Kumara, S., Jan 1 2015, In : Procedia Manufacturing. 1, p. 193-204 12 p.

Research output: Contribution to journalConference article

4 Scopus citations

Cloud-enabled prognosis for manufacturing

Gao, R., Wang, L., Teti, R., Dornfeld, D., Kumara, S., Mori, M. & Helu, M., Jan 1 2015, In : CIRP Annals - Manufacturing Technology. 64, 2, p. 749-772 24 p.

Research output: Contribution to journalArticle

173 Scopus citations

Content mining to support design

Chonde, S., Tirupatikumara, S. R. & Storer, J., Jan 1 2015, IIE Annual Conference and Expo 2015. Institute of Industrial Engineers, p. 1672-1681 10 p. (IIE Annual Conference and Expo 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Improving food access using agent based simulation

Agrawal, D., Chen, C. B. & Kumara, S., Jan 1 2015, IIE Annual Conference and Expo 2015. Institute of Industrial Engineers, p. 761-770 10 p. (IIE Annual Conference and Expo 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Leveraging social networks for efficient hurricane evacuation

Madireddy, M., Kumara, S., Medeiros, D. J. & Shankar, V. N., Jul 1 2015, In : Transportation Research Part B: Methodological. 77, p. 199-212 14 p.

Research output: Contribution to journalArticle

16 Scopus citations

Measuring location based effects of polling precincts on voter turnout

Hutchison, K. M., Tirupatikumara, S. R., Hutchison, H. & Binder, M., Jan 1 2015, IIE Annual Conference and Expo 2015. Institute of Industrial Engineers, p. 2397-2405 9 p. (IIE Annual Conference and Expo 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retail analytics: Market segmentation through transaction data

Chen, C. B., Agrawal, D. & Tirupatikumara, S. R., Jan 1 2015, IIE Annual Conference and Expo 2015. Institute of Industrial Engineers, p. 1034-1042 9 p. (IIE Annual Conference and Expo 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

RFID in production and service systems: Technology, applications and issues

Fescioglu-Unver, N., Choi, S. H., Sheen, D. & Kumara, S., Dec 1 2015, In : Information Systems Frontiers. 17, 6, p. 1369-1380 12 p.

Research output: Contribution to journalArticle

22 Scopus citations