Intelligent droplet tracking with correlation filters for digital microfluidics
-
* Corresponding author.
E-mail address: guzhen@ecust.edu.cn (Z. Gu).
1 These authors contributed equally to this work.
Citation:
Libin Li, Zhen Gu, Jia-Le Zhou, Bingyong Yan, Cong Kong, Hua Wang, Hui-Feng Wang. Intelligent droplet tracking with correlation filters for digital microfluidics[J]. Chinese Chemical Letters,
;2021, 32(11): 3416-3420.
doi:
10.1016/j.cclet.2021.05.002
J. Zhong, J. Riordon, T.C. Wu, et al., Lab Chip 20(2020) 709-716.
doi: 10.1039/C9LC01042D
W. Wang, X. Rui, W. Sheng, et al., Sens. Actuators B: Chem. 324(2020) 128763.
doi: 10.1016/j.snb.2020.128763
J. Guo, L. Lin, K. Zhao, et al., Lab Chip 20(2020) 1577-1585.
doi: 10.1039/D0LC00024H
A.T. Jafry, H. Lee, A.P. Tenggara, et al., Sens. Actuators B: Chem. 282(2019) 831-837.
doi: 10.1016/j.snb.2018.11.135
X. Min, C. Bao, W.S. Kim, ACS Sens. 4(2019) 918-923.
doi: 10.1021/acssensors.8b01689
T. Loveless, J. Ott, P. Brisk, CGO 2020: Proceedings of the 18th ACM/IEEE International Symposium on Code Generation and Optimization, 2020, pp. 171-184.
M. Alistar, U. Gaudenz, Bioeng. 4(2017) 45.
doi: 10.3390/bioengineering4020045
G. Sathyanarayanan, M. Haapala, C. Dixon, A.R. Wheeler, T.M. Sikanen, Adv. Mater. Technol. 5(2020) 2000451.
doi: 10.1002/admt.202000451
C. Dixon, J. Lamanna, A.R. Wheeler, Lab Chip 20(2020) 1845-1855.
doi: 10.1039/D0LC00302F
R.S. Sista, R. Ng, M. Nuffer, et al., Diagnostics 10(2020) 21.
doi: 10.3390/diagnostics10010021
M.S. Lee, W. Hsu, H.Y. Huang, et al., Biosens. Bioelectron. 150(2020) 111851.
doi: 10.1016/j.bios.2019.111851
P.Y. Keng, S. Chen, H. Ding, et al., Proc. Natl. Acad. Sci. USA. 109(2012) 690-695.
doi: 10.1073/pnas.1117566109
J. Lamanna, E.Y. Scott, H.S. Edwards, et al., Nat. Commun. 11(2020) 5632.
doi: 10.1038/s41467-020-19394-5
X. Xu, Q. Zhang, J. Song, et al., Anal. Chem. 92(2020) 8599-8606.
doi: 10.1021/acs.analchem.0c01613
A.H.C. Ng, M.D. Chamberlain, H. Situ, V. Lee, A.R. Wheeler, Nat. Commun. 6(2015) 7513.
doi: 10.1038/ncomms8513
J. Zhai, H. Li, A.H.H. Wong, et al., Microsyst. Nanoeng. 6(2020) 1-10.
doi: 10.1038/s41378-019-0121-y
S.M. Lu, Y.Y. Peng, Y.L. Ying, Y.T. Long, Anal. Chem. 92(2020) 5621-5644.
doi: 10.1021/acs.analchem.0c00931
K. Sun, C. Zhao, X. Zeng, et al., Nat. Commun. 10(2019) 5083.
doi: 10.1038/s41467-019-13047-y
K.C. Neuman, A. Nagy, Nat. Methods 5(2008) 491-505.
doi: 10.1038/nmeth.1218
N. Yang, X. Liu, X. Zhang, et al., Sens. Actuators A 219(2014) 6-12.
doi: 10.1016/j.sna.2014.06.004
S. Mukherjee, I. Pan, T. Samanta, Algorithm for fault localization on a digital microfluidic biochip using particle swarm optimization technique, in: 2016 IEEE International Symposium on Circuits and Systems (ISCAS), 2016, pp. 602-605.
I. Swyer, R. Fobel, A.R. Wheeler, Langmuir 35(2019) 5342-5352.
doi: 10.1021/acs.langmuir.9b00220
A.D. Ruvalcaba-Cardenas, P. Thurgood, S. Chen, K. Khoshmanesh, F.J. Tovar-Lopez, ACS Appl. Mater. Interfaces 11(2019) 39283-39291.
doi: 10.1021/acsami.9b10796
M. Li, C. Dong, M.K. Law, et al., Sens. Actuators B: Chem. 287(2019) 390-397.
doi: 10.1016/j.snb.2019.02.021
R. Fobel, C. Fobel, A.R. Wheeler, Appl. Phys. Lett. 102(2013) 193513.
doi: 10.1063/1.4807118
C. Li, K. Zhang, X. Wang, et al., Sens. Actuators B: Chem. 255(2018) 3616-3622.
doi: 10.1016/j.snb.2017.09.071
S. Han, X. Liu, L. Wang, Y Wang, G Zheng, MethodsX 6(2019) 1443-1453.
doi: 10.1016/j.mex.2019.06.006
Q. Zhu, Y. Lu, S. Xie, et al., Microfluid Nanofluidics 24(2020) 1-9.
doi: 10.1007/s10404-019-2306-y
Y.J. Shin, J.B. Lee, Rev. Sci. Instrum. 81(2010) 014302.
doi: 10.1063/1.3274673
P.Q.N. Vo, M.C. Husser, F. Ahmadi, H. Sinha, S.C.C. Shih, Lab Chip 17(2017) 3437-3446.
doi: 10.1039/C7LC00826K
M. Willsey, K. Strauss, L. Ceze, et al., Puddle: a dynamic, error-correcting, full-stack microfluidics platform, in: ASPLOS '19: Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems, April 2019, pp. 183-197.
D.S. Bolme, J.R. Beveridge, B.A. Draper, Y.M. Lui, Visual object tracking using adaptive correlation filters, in: 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2010, pp. 2544-2550.
M. Danelljan, F. Shahbaz Khan, M. Felsberg, J.V.D. Weijer, Adaptive color attributes for real-time visual tracking, in: 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014, pp. 1090-1097.
J.F. Henriques, R. Caseiro, P. Martins, J. Batista, IEEE Trans. Pattern Anal. Mach. Intell. 37(2015) 583-596.
doi: 10.1109/TPAMI.2014.2345390
Y. Li, J. Zhu, A scale adaptive kernel correlation filter tracker with feature integration, in: Computer Vision-ECCV 2014 Workshops, 2015, pp. 254-265.
The source code is available at https://github.com/ecustdmf/MV4DMF.
Z. Gu, M.L. Wu, B.Y. Yan, H.F. Wang, C. Kong, ACS Omega 5(2020) 11196-11201.
doi: 10.1021/acsomega.0c01274
S. Liu, D. Liu, G. Srivastava, D. Polap, M. Wozniak, Complex Intell. Syst. 7(2021) 1895-1917.
doi: 10.1007/s40747-020-00161-4
M. Mueller, N. Smith, B. Ghanem, Context-aware correlation filter tracking, in: 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 1387-1395.
B. Lin, J. Xu, K. Lin, M. Li, M. Lu, ACS Sens. 3(2018) 2541-2549.
doi: 10.1021/acssensors.8b00781
E. Polshin, B. Verbruggen, D. Witters, et al., Sens. Actuators B: Chem. 196(2014) 175-182.
doi: 10.1016/j.snb.2014.01.105
S. Han, Q. Zhang, X. Zhang, et al., Biosens. Bioelectron. 143(2019) 111597.
doi: 10.1016/j.bios.2019.111597
M.H. Shamsi, K. Choi, A.H.C. Ng, M.D. Chamberlain, A.R. Wheeler, Biosens. Bioelectron. 77(2016) 845-852.
doi: 10.1016/j.bios.2015.10.036
Y. Zheng, Z. Wu, J.M. Lin, L. Lin, Chin. Chem. Lett. 31(2020) 451-454.
doi: 10.1016/j.cclet.2019.07.036
Y. Zheng, Z. Wu, M. Khan, et al., Anal. Chem. 91(2019) 12283-12289.
doi: 10.1021/acs.analchem.9b02434
Z. Wu, Y. Zheng, L. Lin, et al., Angew. Chem. Int. Ed. 59(2020) 2225-2229.
doi: 10.1002/anie.201911252
Yi Zhang , Biao Wang , Chao Hu , Muhammad Humayun , Yaping Huang , Yulin Cao , Mosaad Negem , Yigang Ding , Chundong Wang . Fe–Ni–F electrocatalyst for enhancing reaction kinetics of water oxidation. Chinese Journal of Structural Chemistry, 2024, 43(2): 100243-100243. doi: 10.1016/j.cjsc.2024.100243
Yi Herng Chan , Zhe Phak Chan , Serene Sow Mun Lock , Chung Loong Yiin , Shin Ying Foong , Mee Kee Wong , Muhammad Anwar Ishak , Ven Chian Quek , Shengbo Ge , Su Shiung Lam . Thermal pyrolysis conversion of methane to hydrogen (H2): A review on process parameters, reaction kinetics and techno-economic analysis. Chinese Chemical Letters, 2024, 35(8): 109329-. doi: 10.1016/j.cclet.2023.109329
Huan Yao , Jian Qin , Yan-Fang Wang , Song-Meng Wang , Liu-Huan Yi , Shi-Yao Li , Fangfang Du , Liu-Pan Yang , Li-Li Wang . Ultra-highly selective recognition of nucleosides over nucleotides by rational modification of tetralactam macrocycle and its application in enzyme assay. Chinese Chemical Letters, 2024, 35(6): 109154-. doi: 10.1016/j.cclet.2023.109154
Xinyi Luo , Ke Wang , Yingying Xue , Xiaobao Cao , Jianhua Zhou , Jiasi Wang . Digital PCR-free technologies for absolute quantitation of nucleic acids at single-molecule level. Chinese Chemical Letters, 2025, 36(2): 109924-. doi: 10.1016/j.cclet.2024.109924
Zixing Xu , Ruiying Chen , Chuanming Hao , Qionghong Xie , Chunhui Deng , Nianrong Sun . Peptidome data-driven comprehensive individualized monitoring of membranous nephropathy with machine learning. Chinese Chemical Letters, 2024, 35(5): 108975-. doi: 10.1016/j.cclet.2023.108975
Yiwen Lin , Yijie Chen , Chunhui Deng , Nianrong Sun . Integration of resol/block-copolymer carbonization and machine learning: A convenient approach for precise monitoring of glycan-associated disorders. Chinese Chemical Letters, 2024, 35(12): 109813-. doi: 10.1016/j.cclet.2024.109813
Guorong Li , Yijing Wu , Chao Zhong , Yixin Yang , Zian Lin . Predesigned covalent organic framework with sulfur coordination: Anchoring Au nanoparticles for sensitive colorimetric detection of Hg(Ⅱ). Chinese Chemical Letters, 2024, 35(5): 108904-. doi: 10.1016/j.cclet.2023.108904
Jia Chen , Yun Liu , Zerong Long , Yan Li , Hongdeng Qiu . Colorimetric detection of α-glucosidase activity using Ni-CeO2 nanorods and its application to potential natural inhibitor screening. Chinese Chemical Letters, 2024, 35(9): 109463-. doi: 10.1016/j.cclet.2023.109463
Caixia Zhu , Qing Hong , Kaiyuan Wang , Yanfei Shen , Songqin Liu , Yuanjian Zhang . Single nanozyme-based colorimetric biosensor for dopamine with enhanced selectivity via reactivity of oxidation intermediates. Chinese Chemical Letters, 2024, 35(10): 109560-. doi: 10.1016/j.cclet.2024.109560
Yao-Hua Gu , Yu Chen , Qing Li , Neng-Bin Xie , Xue Xing , Jun Xiong , Min Hu , Tian-Zhou Li , Ke-Yu Yuan , Yu Liu , Tang Tang , Fan He , Bi-Feng Yuan . Metabolome profiling by widely-targeted metabolomics and biomarker panel selection using machine-learning for patients in different stages of chronic kidney disease. Chinese Chemical Letters, 2024, 35(11): 109627-. doi: 10.1016/j.cclet.2024.109627
Fanghua Zhang , Yuyan Li , Hongyan Zhang , Wendong Liu , Zhe Hao , Mingzheng Shao , Ruizhong Zhang , Xiyan Li , Libing Zhang . Logically integrating exo/endogenous gated DNA trackers for precise microRNA imaging via synergistic manipulation. Chinese Chemical Letters, 2025, 36(1): 109848-. doi: 10.1016/j.cclet.2024.109848
Pei Huang , Weijie Zhang , Junping Wang , Fangjun Huo , Caixia Yin . Rapid and specific fluorescent probe visualizes dynamic correlation of Cys and HClO in OGD/R. Chinese Chemical Letters, 2025, 36(1): 109778-. doi: 10.1016/j.cclet.2024.109778
Yuxin Wang , Zhengxuan Song , Yutao Liu , Yang Chen , Jinping Li , Libo Li , Jia Yao . Methyl functionalization of trimesic acid in copper-based metal-organic framework for ammonia colorimetric sensing at high relative humidity. Chinese Chemical Letters, 2024, 35(6): 108779-. doi: 10.1016/j.cclet.2023.108779
Ruonan Yang , Jiajia Li , Dongmei Zhang , Xiuqi Zhang , Xia Li , Han Yu , Zhanhu Guo , Chuanxin Hou , Gang Lian , Feng Dang . Grain-refining Co0.85Se@CNT cathode catalyst with promoted Li2O2 growth kinetics for lithium-oxygen batteries. Chinese Chemical Letters, 2024, 35(12): 109595-. doi: 10.1016/j.cclet.2024.109595
Gengchen Guo , Tianyu Zhao , Ruichang Sun , Mingzhe Song , Hongyu Liu , Sen Wang , Jingwen Li , Jingbin Zeng . Au-Fe3O4 dumbbell-like nanoparticles based lateral flow immunoassay for colorimetric and photothermal dual-mode detection of SARS-CoV-2 spike protein. Chinese Chemical Letters, 2024, 35(6): 109198-. doi: 10.1016/j.cclet.2023.109198
Rui Wang , Yang Liang , Julius Rebek Jr. , Yang Yu . Stabilization and detection of labile reaction intermediates in supramolecular containers. Chinese Chemical Letters, 2024, 35(6): 109228-. doi: 10.1016/j.cclet.2023.109228
Xin Li , Zhen Xu , Donglei Bu , Jinming Cai , Huamei Chen , Qi Chen , Ting Chen , Fang Cheng , Lifeng Chi , Wenjie Dong , Zhenchao Dong , Shixuan Du , Qitang Fan , Xing Fan , Qiang Fu , Song Gao , Jing Guo , Weijun Guo , Yang He , Shimin Hou , Ying Jiang , Huihui Kong , Baojun Li , Dengyuan Li , Jie Li , Qing Li , Ruoning Li , Shuying Li , Yuxuan Lin , Mengxi Liu , Peinian Liu , Yanyan Liu , Jingtao Lü , Chuanxu Ma , Haoyang Pan , JinLiang Pan , Minghu Pan , Xiaohui Qiu , Ziyong Shen , Shijing Tan , Bing Wang , Dong Wang , Li Wang , Lili Wang , Tao Wang , Xiang Wang , Xingyue Wang , Xueyan Wang , Yansong Wang , Yu Wang , Kai Wu , Wei Xu , Na Xue , Linghao Yan , Fan Yang , Zhiyong Yang , Chi Zhang , Xue Zhang , Yang Zhang , Yao Zhang , Xiong Zhou , Junfa Zhu , Yajie Zhang , Feixue Gao , Yongfeng Wang . Recent progress on surface chemistry Ⅰ: Assembly and reaction. Chinese Chemical Letters, 2024, 35(12): 110055-. doi: 10.1016/j.cclet.2024.110055
Xianxu Chu , Lu Wang , Junru Li , Hui Xu . Surface chemical microenvironment engineering of catalysts by organic molecules for boosting electrocatalytic reaction. Chinese Chemical Letters, 2024, 35(8): 109105-. doi: 10.1016/j.cclet.2023.109105
Kebo Xie , Qian Zhang , Fei Ye , Jungui Dai . A multi-enzymatic cascade reaction for the synthesis of bioactive C-oligosaccharides. Chinese Chemical Letters, 2024, 35(6): 109028-. doi: 10.1016/j.cclet.2023.109028
Zhao Li , Huimin Yang , Wenjing Cheng , Lin Tian . Recent progress of in situ/operando characterization techniques for electrocatalytic energy conversion reaction. Chinese Chemical Letters, 2024, 35(9): 109237-. doi: 10.1016/j.cclet.2023.109237