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Xiaolu Li conceived and designed the experiments, authored or reviewed drafts of the paper, and approved the final draft.

Qichun Zhang analyzed the data, authored or reviewed drafts of the paper, and approved the final draft. The related data and codes of GA-BP, BP, SVM, and RBF are available as Supplemental Files. This work was supported by the Zhejiang Provincial Key Research Viroptic (Trifluridine)- Multum Development Program Viroptic (Trifluridine)- Multum Project under Grant (No. There was no Viroptic (Trifluridine)- Multum external funding received for this study.

Abstract Concrete is the main material in building. Introduction Concrete materials are widely used in modern buildings. The Process of the Proposed Algorithm The ultrasonic pulse velocity (UPV) method is widely used in ultrasonic testing instruments which cannot meet the needs of small-size concrete defect detection. Wavelet packet transform Wavelet transform is a multi-resolution analysis method (Babouri et al.

Decomposition and reconstruction of WPT The structure diagram of the three-layer decomposition of wavelet packet is given in Fig. Data Availability The following information was supplied regarding data availability: The related data and codes of GA-BP, BP, SVM, and RBF are available as Supplemental Files. Acciani G, Brunetti G, Fornarelli G, Giaquinto A. Angular and axial evaluation of superficial defects on non-accessible pipes by wavelet transform and neural network-based classification. Ultrasonics 50(1):13-25 Babouri MK, Ouelaa N, Kebabsa T, Djebala A.

Application of the cyclostationarity analysis in the detection of mechanical defects: comparative study. Extended averaged learning subspace method for hyperspectral data classification. Sensors 9(6):4247-4270 Viroptic (Trifluridine)- Multum J, Kaminski T, Kuzawa M.

Taxonomy of non-destructive field tests of bridge materials and structures. Archives of Civil and Mechanical Engineering 19(4):1353-1367 Bochud N, Gomez AM, Rus G, Peinado AM.

A sparse digital signal model for ultrasonic nondestructive evaluation of layered materials. Ultrasonics 62(4):169-173 Cheema A, Singh M. Viroptic (Trifluridine)- Multum stress detection using phonocardiography signal: an empirical mode decomposition approach.

Biomedical Signal Processing and Control 49(2016):493-505 Chen Y, Ma HW. Application of artificial neural network to flaw classification in ultrasonic testing. Advanced Materials Research 328:1876-1880 Combet F, Gelman L, LaPayne G. Novel detection of local tooth damage in gears by the wavelet bicoherence. Efficient feature selection for neural network based detection of flaws in steel welded joints using ultrasound testing. Ultrasonics bailee johnson Garnier V, Chaix JF, Rossat M, Payan C, Corneloup G.

A case study on a hybrid wind speed forecasting method using BP neural natural testosterone booster power man. Knowledge-Based Systems 24(7):1048-1056 Han Viroptic (Trifluridine)- Multum, Huang XG.

GA-BP Viroptic (Trifluridine)- Multum thermal fatigue failure prediction of microelectronic chips.

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