CNN-based neural network model for amplified laser pulse temporal shape prediction with dynamic requirement in high-power laser facility.

The temporal shape of laser pulses is one of the essential performances in the inertial confinement fusion (ICF) facility. Due to the complexity and instability of the laser propagation system, it is hard to predict the pulse shapes precisely by pure analytic methods based on the physical model [Frantz-Nodvik (F-N) equation]. Here, we present a data-driven model based on a convolutional neural network (CNN) for precise prediction. The neural network model introduces sixteen parameters neglected in the F-N equation based models to expand the representation dimension. The sensitivity analysis of the experimental results confirms that these parameters have different degrees of influence on the temporal output shapes and cannot be ignored. The network characterizes the whole physical process with commonality and specificity features to improve the description ability. The prediction accuracy evaluated by a root mean square of the proposed model is 7.93%, which is better compared to three optimized physical models. This study explores a nonanalytic methodology of combining prior physical knowledge with data-driven models to map the complex physical process by numerical models, which has strong representation capability and great potential to model other measurable processes in physical science.

Hybrid Dissection for Neutron Tube Shell via Continuous-Wave Laser and Ultra-Short Pulse Laser.

The sealed neutron tube shell dissection process utilizing the traditional lathe turning method suffers from low efficiency and high cost due to the frequency of replacement of the diamond knife. In this study, a hybrid dissection method is introduced by combining the continuous-wave (CW) laser for efficient tangential groove production with an ultra-short pulse laser for delamination scanning removal. In this method, a high-power CW laser is firstly employed to make a tapered groove on the shell's surface, and then a femtosecond pulse laser is used to micromachine the groove in order to obtain a cutting kerf. The thermal field was theoretically investigated in a finite element model. The simulation results show that the width of the area of temperature exceeding 100 °C is 1.9 mm and 0.4 mm with rotating speeds of 20 rad/s and 60 rad/s, respectively. In addition, a 2 mm deep slot in the 25 mm diameter tube was successfully produced in 1 min by a kilowatt fiber laser, and a 500-femtosecond pulse laser was employed to cut a plate with a material removal rate of 0.2 mm3/min. By using the hybrid method, the cutting efficiency was improved about 49 times compared to the femtosecond laser cutting. According to the simulation and experimental results, this method provides a high-efficiency and non-thermal cutting technique for reclaimed metallic neutron tube shells with millimeter-level thick walls, which has the advantages of non-contact, minimal thermal diffusion, and no effect of molten slag. It is indicated that the hybrid dissection method not only offers a new solution for thick neutron tube shell cutting but also extends the application of laser cutting techniques.

Trigger areas nerve decompression for refractory chronic migraine.

BACKGROUND: Chronic migraine refractory to medical treatment represents a common debilitating primary neurovascular disorder associated with great disability, high financial costs, reduced rates of productivity and impaired health-related quality of life. OBJECTIVE: To demonstrate the feasibility of scalp (trigger areas) nerve decompression as a treatment alternative in the management of refractory CM patients METHODS: From January 2005 to January 2020, we retrospectively collected data of 154 patients diagnosed with chronic migraine that underwent trigger site nerve decompression. These trigger areas were divided according the nerve compromise as frontal (supraorbital nerve), temporal (auriculotemporal nerve), occipital (greater occipital nerve). Following extensive clinical evaluation, the surgical treatment was performed after under local anesthesia and required the release of the affected nerve from surrounding connective tissue adhesions, and vascular conflicts. RESULTS: Of the total amount of patients, 91 (59.09%) patients underwent auriculotemporal nerve decompression, 27 (13.63%) cases supraorbital nerve decompression, 15 (9.74%) patients greater occipital nerve decompression, and the remaining 21 (13.63%) patients had more than one procedure of nerve decompression. At 1-year follow or latest follow-up, 96 (62.2%) patients were considered as cured, 29 cases (18.83%) reported improvement of their symptoms, 21 (13.64%) patients considered only a partial symptomatic remission and 5 (3.25%) patients reported no change or failed surgical treatment. CONCLUSION: Nerve decompression of trigger site areas (frontal, temporal, occipital) by removal of tissue, muscles and vessels in patients with medically refractory CM is a feasible alternative treatment modality with a high success of up to 80.5.

Off-axis eight-pass neodymium glass laser amplifier with high efficiency and excellent energy stability.

A new relay-imaged off-axial eight-pass laser amplifier with several joules energy and 1 Hz repetition rate was demonstrated. The extraction efficiency and pulse-to-pulse energy stability were greatly improved. Under the single-pass small-signal gain of 3.6, a net gain of 900 and an effective extraction efficiency of 42.4% in the beam aperture were realized. Pulse-to-pulse energy stability of 0.83% (peak-valley) and 0.17% (root-mean-square) was achieved by the significant saturation of eight-pass amplification, which, to the best of our knowledge, is the best energy stability in several-joules-class amplifiers. The far-field quality was 2.52 times the diffraction limit, and the near-field modulation of the 90% beam aperture was 1.28. No parasitic oscillations or pencil beams were observed. Moreover, another key feature of the proposed amplifier was the ability to remarkably improve the pulse contrast with a unique design.

The effect of high fat diet on daily rhythm of the core clock genes and muscle functional genes in the skeletal muscle of Chinese soft-shelled turtle (Trionyx sinensis).

In the present study, we sought to investigate the influence of high fat diet on the core clock genes and the muscle functional genes daily expression in the skeletal muscle of Chinese soft-shelled turtle. The turtles were fed by two diets including a control fat diet (the CON treatment, 7.98% lipid) and a high fat diet (the HFD treatment, 13.86% lipid) for six weeks and administrated by the photophase regimen of 24h light/dark (12L:12D) cycle. After the feeding trial experiment, we measured the daily expression levels of 17 core clock genes (Clock, Bmal1/2, NPAS2, Tim, Cry1/2, Per1/2, DBP, AANAT, NIFL3, BHLHE40, NR1D2, RORA, RORB, RORC) and 12 muscle functional genes (FBXO32, MBNL1, MSTN, Myf5, Myf6, MyoD, MyoG, MyoM1, PPARa, PDK4, Trim63, UCP3) in the skeletal muscle of the two treatments. The results showed that except for Bmal1, NPAS2, Per2 and RORB, the expression of the other 13 core clock genes exhibited circadian oscillation in the CON treatment. Among the 12 muscle functional genes, MBNL1, PDK4 and MyoM1 did not exhibit circadian oscillation in the CON treatment. In the HFD treatment, the circadian rhythms expressional patterns of the 8 core clock genes (Clock, Bmal2, Cry2, Per1, DBP, NFIL3, BHLHE40 and RORA) and 6 muscle functional genes (MSTN, Myf5, MyoD, MyoG, PPARa and Trim63) were disrupted. In addition, compared with the CON treatment, the circadian expression of the 5 core clock genes (Tim, Cry1, AANAT, NR1D2, RORC) and the 3 muscle functional genes (FBXO32, Myf6, UCP3) showed the advanced or delayed expression peaks in the HFD treatment. In CON treatment, the circadian expression of the MyoG, MyoD, Myf6, FBXO32 and PPARa showed positive or negative correlation with the transcription pattern of Clock, Bmal2, Cry1/2, Per1/2. However, only the FBXO32 and Myf6 presented positive or negative correlation with the circadian expression of Cry1, RORB, AANAT and Tim in HFD treatment. In summary, these results demonstrate that the disruption of the circadian rhythm of the core clock genes and muscle functional genes in the skeletal muscle is closely associated with feeding high fat diet to Chinese soft-shelled turtle.