36 research outputs found
Theoretical study on fatigue damage of sonic standing wave resonant drill-string
Acknowledgments This work was supported by the National Natural Science Foundation of China (Grant NO.51775523). The authors would like to thank Mr. Ali Hassanirad for his suggestions on FEA of drill pipe joint.Peer reviewedPostprin
Learning Accurate Performance Predictors for Ultrafast Automated Model Compression
In this paper, we propose an ultrafast automated model compression framework
called SeerNet for flexible network deployment. Conventional
non-differen-tiable methods discretely search the desirable compression policy
based on the accuracy from exhaustively trained lightweight models, and
existing differentiable methods optimize an extremely large supernet to obtain
the required compressed model for deployment. They both cause heavy
computational cost due to the complex compression policy search and evaluation
process. On the contrary, we obtain the optimal efficient networks by directly
optimizing the compression policy with an accurate performance predictor, where
the ultrafast automated model compression for various computational cost
constraint is achieved without complex compression policy search and
evaluation. Specifically, we first train the performance predictor based on the
accuracy from uncertain compression policies actively selected by efficient
evolutionary search, so that informative supervision is provided to learn the
accurate performance predictor with acceptable cost. Then we leverage the
gradient that maximizes the predicted performance under the barrier complexity
constraint for ultrafast acquisition of the desirable compression policy, where
adaptive update stepsizes with momentum are employed to enhance optimality of
the acquired pruning and quantization strategy. Compared with the
state-of-the-art automated model compression methods, experimental results on
image classification and object detection show that our method achieves
competitive accuracy-complexity trade-offs with significant reduction of the
search cost.Comment: Accepted to IJC
Properties and Asteroseismological analysis of a new ZZ ceti discovered by TMTS
Tsinghua university-Ma Huateng Telescope for Survey (TMTS) aims to discover
rapidly evolving transients by monitoring the northern sky. The TMTS catalog is
cross-matched with the white dwarf (WD) catalog of Gaia EDR3, and light curves
of more than a thousand WD candidates are obtained so far. Among them, the WD
TMTS J23450729+5813146 (hereafter J2345) is one interesting common source.
Based on the light curves from the TMTS and follow-up photometric observations,
periods of 967.113 s, 973.734 s, 881.525 s, 843.458 s, 806.916 s and 678.273 s
are identified. In addition, the TESS observations suggest a 3.39 h period but
this can be attributed to the rotation of a comoving M dwarf located within 3".
The spectroscopic observation indicates that this WD is DA type with Teff =
11778+/-617K,log g = 8.38+/-0.31,mass=0.84+/-0.20Msun and age=0.704+/-0.377
Gyrs. Asteroseismological analysis reveals a global best-fit solution of Teff
=12110+/-10K and mass=0.760+/-0.005Msun,consistent with the spectral fitting
results, and Oxygen and Carbon abundances in the core center are 0.73 and 0.27,
respectively. The distance derived from the intrinsic luminosity given by
asteroseismology is 93 parsec, which is in agreement with the distance of 98
parsec from Gaia DR3. Additionally, kinematic study shows that this WD is
likely a thick disk star. The mass of its zero-age main-sequence mass is
estimated to be 3.08 Msun and has a main-sequence plus cooling age of roughly
900 Myrs.Comment: 10 pages, 10 figures, accepted for publication in MNRA
An Efficient Damage Quantification Method for Cylindrical Structures Enhanced by a Dry-Point-Contact Torsional-Wave Transducer
Quantification of damage sizes in cylindrical structures such as pipes and rods is of paramount importance in various industries. This work proposes an efficient damage quantification method by using a dry-point-contact (DPC) transducer based on the non-dispersive torsional waves in the low-frequency range. Theoretical analyses are first carried out to investigate the torsional wave interaction with different sizes of defects in cylindrical structures. A damage quantification algorithm is designed based on the wave reflections from the defect and end. Capitalizing on multiple excitations at different frequencies, the proposed algorithm constructs a damage image that identifies the geometric parameters of the defects. Numerical simulations are conducted to validate the characteristics of the theoretically-predicted wave-damage interaction analyses as well as the feasibility of the designed damage quantification method. Using the DPC transducer, experiments are efficiently carried out with a simple physical system. The captured responses are first assessed to confirm the capability of the DPC transducer for generating and sensing torsional waves. The sizes of the defects in two representative steel rods are then quantified with the proposed method. Both numerical and experimental results demonstrate the efficacy of the proposed damage quantification method. The understandings of the wave-damage interaction and the concept of the damage quantification algorithm lay out the foundation for engineering applications
Influence of sonic vibrator mass on the modal frequency of drill string
The sonic drill mainly utilizes a sonic vibrator to initiate standing wave resonance of the drill string to achieve high-speed drilling. However, the explicit function relation between the lumped mass and modal frequency could not be revealed. Precisely controlling the sonic vibrator frequency to maintain the standing wave resonance of the drill string is difficult. In this study, the one-dimensional wave theory is employed to establish the longitudinal vibration differential equations of the sonic drill string with vibrator mass. The modal frequency equation of the sonic drill string with an inertial boundary is obtained via the method of separation of variables. The explicit expression of the modal frequency with respect to the vibrator mass and system structure parameters is calculated by mathematical analysis. Moreover, the influence of the large vibrator mass on the dynamic characteristics of the drill string is revealed during drilling of a shallow hole. This can precisely track the vibration control frequency of the sonic drill during shallow hole drilling, while maintaining the standing wave resonance of the drill string coupled with the sonic vibrator. Thus the efficiency of sonic drilling is improved.The accepted manuscript in pdf format is listed with the files at the bottom of this page. The presentation of the authors' names and (or) special characters in the title of the manuscript may differ slightly between what is listed on this page and what is listed in the pdf file of the accepted manuscript; that in the pdf file of the accepted manuscript is what was submitted by the author
A SAW-Based Chemical Sensor for Detecting Sulfur-Containing Organophosphorus Compounds Using a Two-Step Self-Assembly and Molecular Imprinting Technology
This paper presents a new effective approach for the sensitive film deposition of surface acoustic wave (SAW) chemical sensors for detecting organophosphorus compounds such as O-ethyl-S-2-diisopropylaminoethyl methylphosphonothiolate (VX) containing sulfur at extremely low concentrations. To improve the adsorptive efficiency, a two-step technology is proposed for the sensitive film preparation on the SAW delay line utilizing gold electrodes. First, mono[6-deoxy-6-[(mercaptodecamethylene)thio]]-Ī²-cyclodextrin is chosen as the sensitive material for VX detection, and a ~2 nm-thick monolayer is formed on the SAW delay line by the binding of Au-S. This material is then analyzed by atomic force microscopy (AFM). Second, the VX molecule is used as the template for molecular imprinting. The template is then removed by washing the delay line with ethanol and distilled water, thereby producing the sensitive and selective material for VX detection. The performance of the developed SAW sensor is evaluated, and results show high sensitivity, low detection limit, and good linearity within the VX concentration of 0.15ā5.8 mg/m3. The possible interactions between the film and VX are further discussed