PUBLICATIONS

For the latest list, please visit the Google Scholar page .

1. Petar Žuvela, Mario Lovrić,  Ali Yousefian-Jazi, and J. Jay Liu, ''Ensemble learning approaches to data imbalance and competing objectives in design of an industrial machine vision system'' Industrial & Engineering Chemistry Research (I&EC Research) Feb 2020.

2. Boris Brigljević, Jay J. Liu, Hankwon Lim, "Comprehensive feasibility assessment of a poly-generation process integrating fast pyrolysis of S. japonica and the Rankine cycle" Applied Energy, Volume 254, 2019, 113704, ISSN 0306-2619, https://doi.org/10.1016/j.apenergy.2019.113704.

3. J. Jay Liu , Alham Alipuly , Tomasz Bączek , Ming Wah Wong  and Petar Žuvela , "Quantitative Structure–Retention Relationships with Non-Linear Programming for Prediction of Chromatographic Elution Order" International Journal of Molecular Sciences (IJMS)

4. B. Brigljević, J. J. Liu, Hankwon Lim, "Green energy from brown seaweed: Sustainable polygeneration industrial process via fast pyrolysis of S. Japonica combined with the Brayton cycle", Energy Conversion and Management, Volume 195, 1 September 2019, Pages 1244-1254.

5. R. Dickson, J. H. Ryu, J. J. Liu, Optimal plant design for integrated biorefinery producing bioethanol and protein from Saccharina japonica: A superstructure-based approach. Energy, 164, 2018, pp. 1257-1270.

6. B. Brigljević, P. Žuvela, J. J. Liu, H. C. Woo, J. C. Choi, "Development of an automated method for modelling of bio-crudes originating from biofuel production processes", Applied Energy, 215, 2018, pp. 670–678. 

7. N. Trunfio, H. Lee, J. Starkey, C. Agarabi, J. Liu, S. Yoon, "Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics", Biotechnology Progress, 33, 2017, pp. 1127-1138. 

8. B. Buszewski, J. Walczak, P. Žuvela, J. Jay Liu, "Non-target analysis of phospholipid and sphingolipid species in egg yolk using liquid chromatography/triple quadrupole tandem mass spectrometry", Journal of Chromatography A, 1487, 2017, pp. 179-186. 

9. P. Fasahati, C. M. Saffron, H. C. Woo, J. J. Liu, "Potential of brown algae for sustainable electricity production through anaerobic digestion", Energy Conversion and Management, 135, pp. 297-307, 2017. 

10. A. Permatasari, P. Fasahati, J. H. Ryu, J. J. Liu, "Design and Analysis of a Diesel Processing Unit for a Molten Carbonate Fuel Cell for Auxiliary Power Unit Applications", Korean Journal of Chemical Engineering, 33, pp. 3381-3387, 2016. 

11. C. O. Okoli, T. A. Adams II, B. Brigljevic, J. J. Liu, "Design and economic analysis of a macroalgae-to-butanol process via a thermochemical route", Energy Conversion and Management, 123, pp. 410-422, 2016. 

12. P. Žuvela, J. J. Liu, "On feature selection for supervised learning problems involving high-dimensional analytical information", RSC Advances, 6, pp. 82801-82809, 2016. 

13. P. Pomastowski, M. Sprynskyy, P. Žuvela, K. Rafińska, M. Milanowski, J. J. Liu, M. Yi, B. Buszewski, "Silver-lactoferrin nanocomplexes as a potent antimicrobial agent", Journal of the American Chemical Society, 138(25), pp. 7899-7909, 2016. 

14. P. Žuvela, K. Macur, J. J. Liu, T. Bączek, "Exploiting non-linear relationships between retention time and molecular structure of peptides originating from proteomes and comparing three multivariate approaches", Journal of Pharmaceutical and Biomedical Analysis, 127, pp. 94-100, 2016. 

15. P. Fasahati, J. J. Liu, "Application of MixAlco® processes for mixed alcohol production from brown algae: Economic, energy, and carbon footprint assessments", Fuel Processing Technology, 144, pp. 262-273, 2016. 

16. 임도진, 유준, "CFD 모델링을 통한 연료전지용 디젤의 흡착탈황 반응기 디자인", 청정기술, 21(4), 229-234, 2015. 

17. P. Fasahati, J. J. Liu, "Economic, energy, and environmental impacts of alcohol dehydration technology on biofuel production from brown algae", Energy, 93, pp. 2321–2336, 2015. 

18. P. Žuvela, J. J. Liu, A. Plenis, T. Bączek, "Assessment of column selection systems using Partial Least Squares", Journal of Chromatography A, 1420, pp. 74-82, 2015. 

19. P. Žuvela, J. J. Liu, K. Macur, T. Bączek, "Molecular descriptor subset selection in theoretical peptide quantitative structure retention relationships model development using nature-inspired optimization algorithms", Analytical Chemistry, 87, pp. 9876-9883, 2015. 

20. V. Bruckman, T. Terada, B. Uzun, E. Varol, J. Liu, "Biochar for Climate Change Mitigation: Tracing the in-situ Priming Effect on a Forest Site", Energy Procedia, 76, pp. 381-387, 2015. 

21. P. Fasahati, J. J. Liu, "Impact of volatile fatty acid recovery on economics of ethanol production from brown algae via mixed alcohol synthesis", Chemical Energy Research and Design, 98, pp. 107-122, 2015. 

22. P. Fasahati, H. Woo, J. J. Liu, "Industrial-scale bioethanol production from brown algae: Effects of pretreatment processes on plant economics", Applied Energy, 139, pp.175-187, 2015 

23. J. J. Liu, "Effects of Compositions of Mixed Refrigerants on the Performance of a C3MR Natural Gas Liquefaction Process," Clean Technology, 20(3), pp. 314-320, 2014. 

24. A. Yousefian-Jazi, J.-H. Ryu, S. Yoon, J. J. Liu, "Decision support in machine vision system for monitoring of TFT-LCD glass substrates manufacturing," Journal of Process Control, 24(6), pp. 1015-1023, 2014 

25. M. J. Kim, G. B. Yi, J. J. Liu , " Determination of Mixing Ratio of Mixed Refrigerants and Performance Analysis of Natural Gas Liquefaction Processes," Korean Chemical Engineering Research, 51, pp. 677-684, 2013. 

26. S. Yoon , H. W. Lee , and J. J. Liu, "Quality Characterization and Classification of Engineered Stone Countertops Using a Soft-Sensor Based on Image Analysis," Industrial & Engineering Chemistry Research, 52(35), pp.12337-12345, 2013 

27. M. H. Kamga , H. W. Lee, J. J. Liu, S. Yoon, "Quantification of protein mixture in chromatographic separation using multi-wavelength UV spectra," Biotechnology Progress, 29(3), pp. 664-671, 2013 

28. M.-J. Lee , N.-H. Chun , I.-C. Wang , J. J. Liu , M.-Y. Jeong, G. J. Choi, "Understanding the Formation of Indomethacin–Saccharin Cocrystals by Anti-Solvent Crystallization", Crystal Growth & Design, 13(5), pp. 2067-2074, 2013 

29. A. Yousefian-Jazi, S. Yoon, and J. J. Liu, "Automatic Grading of TFT–LCD Glass Substrates Using Optimized Support Vector Machines," Industrial & Engineering Chemistry Research, 51(33), pp.10887-10894, 2012 

30. H.-S. Kim, H.-W. Cho, J. J. Liu , "Analysis of biodiesel quality based on infrared spectroscopy and multivariate statistics," Analytical science & technology, 25(4), pp. 214-222, 2012 

31. C. Duchesnea, J.J. Liu, and J.F. MacGregor, "Multivariate image analysis in the process industries: A review," Chemometrics and Intelligent Laboratory Systems, 117, pp. 116-128, 2012 

32. Hae Woo Lee, Andrew Christie, Jun Jay Liu, Seongkyu Yoon, "Estimation of raw material performance in mammalian cell culture using near infrared spectra combined with chemometrics approaches", Biotechnology Progress, 28(3), pp. 824-832, 2012 

33. Hyun-Woo Cho, J. Jay Liu, "Comparative Study of NIR-based Prediction Methods for Biomass Weight Loss Profiles," CLEAN TECHNOLOGY, 18(1), pp, 31-37, 2012 

34. Hyeonguk Kim, Jun-Hyung Ryu, and J. Jay Liu, "Development of On-line Quantitative Analysis for Bioethanol," Journal of Industrial and Engineering Chemistry, 23(1), pp. 35-41, 2012 

35. Daeyoun Kim, J. Jay Liu, and Chonghun Han, "Determination of steel quality based on discriminating textural feature selection," Chemical Engineering Science, 66, pp. 6264-6271, 2011 

36. Hyeongsu Cho, Jun-hyung Ryu, and J. Jay Liu, "Development of an On-line Measurement Method for Clean Biofuel Based on," CLEAN TECHNOLOGY, 17(3), pp. 215-224, 2011 

37. Liu, J. and Han, C., "Wavelet texture analysis in process industries," Korean Journal of Chemical Engineering, 28(9), 1814-1823 (2011) 

38. Kim, D., Liu, J., and Han, C., "Quality Determination of Steel Surfaces Based on Best Feature Selection," JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 44, 494-501, 2011 

39. Ryu, J.H. and .Liu, J., "Soft sensor design using image analysis and its industrial applications: Part 2. Automatic quality classification of engineered stone countertops," Korean Chem. Eng. Res., 48(4) pp. 483-489,(2010).  

40. Liu, J., "Soft sensor design using image analysis and its industrial applications: Part 1. Estimation and monitoring of product appearance," Korean Chem. Eng. Res., 48(4) pp. 475-482,(2010). 

41. Kim, D., Han, C., Liu, J., “Optimal wavelet packets for characterizing surface quality,” Industrial & Engineering Chemistry Research, 48(5), 2590-2597, (2009) 

42. Liu, J., MacGregor, J. F., “Froth-based control of flotation processes,” Minerals Engineering, 21(9), 642-651 2008. 

43. Liu, J., Kim D, Han, C., “The Use of Wavelet Packet Transform in Characterization of Surface Quality,” Industrial & Engineering Chemistry Research, 46(15), pp. 5152-5158, 2007 

44. Liu, J., MacGregor, J. F., “On the extraction of spectral and spatial information from images,” Chemometrics and Intelligent Laboratory Systems, 85(1), pp. 119-130, 2007 

45. Liu, J., MacGregor, J. F., “Estimation and Monitoring of Product Aesthetics: Application to Manufacturing of Engineered Stone” Countertops,” Machine Vision and Applications, 16(6), pp. 374-383, 2006  

46. Liu, J., MacGregor, J. F., “Modeling and Optimization of Product Appearance: Application to Injection-Molded Plastic Panels,” Industrial & Engineering Chemistry Research, 44(13), pp. 4687-4696, 2005  

47. Liu, J., Bharati, M., Dunn, K. G., MacGregor, J. F., “Automatic Masking in Multivariate Image Analysis using Support Vector Machines,” Chemometrics and Intelligent Laboratory Systems, 79(1-2), pp. 42-54, 2005  

48. Liu, J., MacGregor, J. F., Duchesne, C., Bartolacci, G., “Monitoring of Flotation Processes using Multiresolutional Multivariate Image Analysis,” Minerals Engineering, 18(1), pp. 65-76, 2005  

49. Bharati, M., Liu, J. and MacGregor, J. F., “Image Texture Analysis: Methods and Comparisons,” Chemometrics and Intelligent Laboratory Systems, 72(1), pp. 57-71, 2004  

50. Liu, J., Min, K., Han, C., Chang, K.S., “Robust nonlinear PLS based on neural networks and application to composition estimator for high-purity distillation columns,” KJCE, 17(2), 184-192, 2000  

51. 유준, 한종훈, 장근수, "인공신경회로망을 이용한 비선형 화학공정의 실시간 학습제어," 화학공학, 37(2)