Unsupervised quality monitoring of metal additive manufacturing using Bayesian adaptive resonance.

Metal additive manufacturing is a recent breakthrough technology that promises automated production of complex geometric shapes at low operating costs. However, its potential is not yet fully exploited due to the low reproducibility of quality in mass production. The monitoring of parts quality directly during manufacturing promises to solve this problem, while machine learning showed efficient performance correlating versatile manufacturing measurements with different quality grades.

Machine learning monitoring for laser osteotomy.

This work proposes a new online monitoring method for an assistance during laser osteotomy. The method allows differentiating the type of ablated tissue and the applied dose of laser energy. The setup analyzes the laser-induced acoustic emission, detected by an airborne microphone sensor.

Sensitivity Analysis of Acoustic Emission Detection Using Fiber Bragg Gratings with Different Optical Fiber Diameters.

Acoustic Emission (AE) detection and, in particular, ultrasound detection are excellent tools for structural health monitoring or medical diagnosis. Despite the technological maturity of the well-received piezoelectric transducer, optical fiber AE detection sensors are attracting increasing attention due to their small size, and electromagnetic and chemical immunity as well as the broad frequency response of Fiber Bragg Grating (FBG) sensors in these fibers. Due to the merits of their small size, FBGs were inscribed in optical fibers with diameters of 50 and 80 μm in this work.

Author Correction: Supervised deep learning for real-time quality monitoring of laser welding with X-ray radiographic guidance.

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

Supervised deep learning for real-time quality monitoring of laser welding with X-ray radiographic guidance.

Laser welding is a key technology for many industrial applications. However, its online quality monitoring is an open issue due to the highly complex nature of the process. This work aims at enriching existing approaches in this field.

Characterization of Ablated Bone and Muscle for Long-Pulsed Laser Ablation in Dry and Wet Conditions.

Smart laser technologies are desired that can accurately cut and characterize tissues, such as bone and muscle, with minimal thermal damage and fast healing. Using a long-pulsed laser with a 0.5-10  ms pulse width at a wavelength of 1.

Carbohydrate Estimation by a Mobile Phone-Based System Versus Self-Estimations of Individuals With Type 1 Diabetes Mellitus: A Comparative Study.

Background: Diabetes mellitus is spreading throughout the world and diabetic individuals have been shown to often assess their food intake inaccurately; therefore, it is a matter of urgency to develop automated diet assessment tools. The recent availability of mobile phones with enhanced capabilities, together with the advances in computer vision, have permitted the development of image analysis apps for the automated assessment of meals. GoCARB is a mobile phone-based system designed to support individuals with type 1 diabetes during daily carbohydrate estimation.

Computer vision-based carbohydrate estimation for type 1 patients with diabetes using smartphones.

Background: Individuals with type 1 diabetes (T1D) have to count the carbohydrates (CHOs) of their meal to estimate the prandial insulin dose needed to compensate for the meal's effect on blood glucose levels. CHO counting is very challenging but also crucial, since an error of 20 grams can substantially impair postprandial control.

Method: The GoCARB system is a smartphone application designed to support T1D patients with CHO counting of nonpacked foods.

[Experimental rationale for a transscleral approach to thermotherapy for intraocular tumors, by using a photosensitizer].

The authors present the results of an experimental study of the pattern of distribution of laser radiation at a wavelength of 810 nm in the normal and Photosens-photosensitized eye tissues and analyze the distribution of a temperature at the sclera/choroidea/ tumor border during transscleral radiation delivery. To further the goal, the authors have resorted to computer mathematical simulation. In convergent-beam radiation supply, the proportion of a scattered radiation component has been ascertained to be lower in the surface scleral layer than that in the layers adjacent to the choroidea and the base of a tumor.

[Role of fluorescence diagnosis using Photosens in patients with subretinal neovascular membrane].

The paper shows the capacity of fluorescence diagnosis (FD) in patients with subretinal neovascular membranes. Photosens was used as a photosensitizer (PS) (NIOPIK) in FD. The agent was intravenously injected in a dose of 0.

[Photodynamic therapy for subretinal neovascular membranes. Communication 2. Results of treatment for complicated myopia].

The efficiency of photodynamic therapy (PDT) versus drug therapy was evaluated in patients with subretinal neovascular membranes (SNM) in complicated myopia (CM). Photosens (aluminum phthalocyanine) was intravenously injected in a dose of 0.05 mg/kg.

[Photodynamic therapy for subretinal neovascular membranes. Communication 1. Results of treatment for age-related macular degeneration].

The purpose of the study was to assess the results of photodynamic therapy (PDT) for subretinal neovascular membranes (SNM) in age-related macular degeneration (ARMD), by using the Russian drug Photosens. According to the treatment performed, all the patients were divided into 2 groups: 1) 18 patients with the neovascular form of ARMD who received a course of PDT; 2) 14 patients with the same form who had drug therapy. Photosens (aluminum phthalocyanine) was intravenously injected in a dose of 0.

[Feasibilities of photodynamic therapy in the treatment of corneal mycotic lesions: an experimental study].

The paper presents the results of studying the photofungicidal activity of a photosens (octacationic phthalocyanine) in the in vitro and in vivo systems. Cultured Candida guilliermondii were employed in in vitro investigations. The single combined action of octacationic phthalocyanine at a concentration of up to 1 microM and laser irradiation at a wavelength of 675 nm were established to allow the high activation (up to 100%) of yeast fungi to be achieved in the in vitro system.

[Photodynamic therapy in treatment of chorioid neovascularization].

The authors studied the effectiveness of photodynamic therapy (PDT) with Photosence, a Russian photosensitizer, in treatment of chorioid neovascularization (CNV) in cases of age-related macular degeneration (ARMD) and pathological myopia (PM). The subjects were 73 patients with CNV suffering from ARMD and PM. The efficiency of PDT and complex conservative therapy was compared using vision acuity measurement, retinal morphometry, and fluorescent eye ground angiography (FEGA), performed before treatment, immediately after treatment, and 1, 3, 6, and 12 months later.

[A device for fluorescence diagnosis and photodynamic therapy of eye diseases, by using photosense].

By having a high photodynamic effectiveness and an ability of fluorescence, a Photosense photosensibilizer provides a way of combining photodynamic therapy (PDT) and monitoring its control within a session, which enhances the efficiency of treatment for the subretinal neovascular membrane. A slit lamp-based apparatus complex has been developed to employ the methods of fluorescence diagnosis (FD) and PDT, by applying this photosensitizer. The complex comprises an optical adapter that focusing laser radiation on the fundus of the eye in a range of 100-1000 microm, a video adapter that includes color and high-sensitive monochromic video cameras, as well as a personal computer and software that processes video information from the high-sensitive camera and displays the obtained images in real time.

[Experimental assessment of the capacities of use of photosense. Communication 1. Fluorescence diagnosis of epibulbar and choroid tumors].

Whether Photosense (PS) may be used in the fluorescence diagnosis (FD) of experimental epibulbar and choroid tumors is discussed. The fluorescent ability of Photosense in FD permits detection of advanced malignancies. The kinetics of concentration of PS and the selectivity of its accumulation in malignant versus normal tissues were investigated.

[The first results of phase IIA of clinical studies of photodynamic therapy for subretinal neovascular membranes with photosense].

The subretinal neovascular membrane (SNM) is a common complication of diseases, such as senile macular degeneration, myopia, pseudohistoplasmic syndrome, and many others. There is no algorithm of treatment for this pathology in today's ophthalmological care; however, many authors have arrived at the conclusion that photodynamic therapy (PDT) plays a major role in solving this difficult problem. Fifteen (18 eyes) patients, including 8 (8 eyes) patients diagnosed as having senile macular degeneration and SNM and 7 (10 eyes) patients diagnosed as having complicated high-grade myopia, and 3 were diagnosed as having bilateral SNM.