Super-resolution optical classifier with high photon efficiency
We propose and demonstrate a photon-efficient optical classifier to overcome the Rayleigh limit in spatial resolution. It utilizes mode-selective sum-frequency generation and single-pixel photon detection to resolve closely spaced incoherent sources based on photon counting statistics. Super-resolving and photon efficient, this technique can find …
CFD-Based Structural Optimization of Rotor Cage for …
The performance of an air classifier mainly depends on the two stages of material dispersion and classification, and the organic combination of these two is the key to opti-mize the design of such a classifier [26]. Hence, a high-efficiency rotor classifier was de-signed with the full consideration of material dispersion and classification.
Fish hook in classifier efficiency curves: An update
Noticeably, Lv et al. [2] reported near zero efficiency of ultra fines (near zero sized particles) as shown in Fig. 1.The curve they obtained is remarkably similar to the efficiency curves (Fig. 2) reported by Majumder et al. [6] and Bourgeois and Majumder [7].Download : Download high-res image (134KB) Download : Download full-size image …
A Super-resolution Optical Classifier with High Photon Efficiency
Our experiment opens a door to creating high-quality, mode-shaped single photons at a substantially higher efficiency than is possible with the existing method of direct single-photon shaping ...
Classifying
Classifying Laboratory Machines. CFS 5 & CFS 8 Fine Classifier. CFS 5 HD-S & CFS 8 HD-S High Performance Fine Classifier. NETZSCH LabCompactPlus. NETZSCH LabPilot. NETZSCH PilotPlant. NETZSCH Air Classifying of dry powders for the separation of undesired coarse grains and the distinct reduction of fines (de-dusting).
ATP Rankings | PIF ATP Rankings (Singles) | ATP Tour | Tennis | ATP
Official PIF ATP Rankings (Singles) showing a list of top players in men's tennis rankings on the ATP Tour, featuring Novak Djokovic, Rafael Nadal, Jannik Sinner, Carlos Alcaraz and more.
Whole-Cell Display of Phosphotransferase in Escherichia coli for High
Adenosine-5'-triphosphate (ATP), is one of the essential molecules in living systems [], plays a central role in many biochemical reactions, and has the potential to synthesize many high-value products [2,3].The synthesis and consumption of ATP play an important role in many aspects of cell metabolism, such as active transport mechanisms …
[PDF] An efficiency curve for evaluating imbalanced classifiers
Semantic Scholar extracted view of "An efficiency curve for evaluating imbalanced classifiers considering intrinsic data characteristics: Experimental analysis" by Xiangrui Chao et al. ... exhibiting high precision and recall rates, as well as an improved F1-measure, which underscores the significance of analyzing time and amount distributions ...
BLVT Classifiers
Increased mill capacity can be achieved by upgrading an existing classifier or replacing a current one with a high-efficiency classifier, such as the BLVT. Capacity improvements can be expected in the 15% to 17% range. The superior design provides controlled and guided material flow right up to and through the classifier.
High-efficiency separator, High-efficiency classifier
cyclone separator HFAH. flow 2-phase liquids. Flow: 1,250 m³/h - 20,000 m³/h. Length: 3,250 mm - 6,200 mm. Width: 500 mm - 1,800 mm. Filter separator Filter separator as horizontal pressure device with separate fixed collecting vessel For high -quality separation of solid and liquid particles in large ...
Classifiers & Air Classifiers
Advantages of our classifiers: Energy consumption: Many of our classifiers stand out with their low energy consumption. This saves you costs and resources. Low wear/wear protection: Most of Hosokawa …
Selection and mathematical modelling of high efficiency air classifiers …
In order to investigate the production efficiency of ultrafine powder and improve the classification performance in a turbo air classifier, two process parameters were optimized by analyzing the ...
Alpine ATP Turboplex Air Classifier for Toll Processing
One of the most effective and accurate air classifiers in Hosokawa Contract Manufacturing facility is the Alpine ATP Turboplex Air Classifier. It is ideal for separating ultra-fine materials down to a 4 µm cut point while processing 800 lbs/hour. The ATP is available in much larger systems capable of classifying up to 15,000 lbs/hour for ...
Super-resolution optical classifier with high photon efficiency.
A photon-efficient optical classifier to overcome the Rayleigh limit in spatial resolution that utilizes mode-selective sum-frequency generation and single-pixel photon detection to resolve closely spaced incoherent sources based on photon counting statistics. We propose and demonstrate a photon-efficient optical classifier to overcome the …
CFD-Based Structural Optimization of Rotor Cage …
Due to the uneven materials dispersion and high dust concentration in industrial applications of turbo air classifiers, a high-efficiency rotor classifier was designed. Numerical simulations by ...
GS-QRNN: A High-Efficiency Automatic Modulation Classifier …
A high-efficiency automatic modulation classifier architecture whose core is built upon the implementation of stacking quasirecurrent neural network (S-QRNN) layers acting as a feature extraction stage, and a minimalist recurrent pooling function that mimics recurrent-layer operations to aggregate the extracted features over time steps for higher …
Selection and mathematical modelling of high …
After all, the variation of rotor size and air amount parameters with the capacity of the classi cation process fi was investigated. Moreover, a mathematical model for high ef ciency air classi ers was developed by applying fi fi the ef ciency curve approach. In contrast to previous studies, the sharpness parameter (α) was found to be de-fi ...
Learning high-dependence Bayesian network classifier with …
Naive Bayes (NB) ( Zhang and Ling, 2001, Zhang and Sheng, 2004) is widely recognized as one of the top ten state-of-the-art machine learning algorithms due to its effectiveness and efficiency. Classifier expressivity at different levels of complexity is characterized by separability with polynomials of different degrees.
[2311.13454] Explaining high-dimensional text classifiers
Explainability has become a valuable tool in the last few years, helping humans better understand AI-guided decisions. However, the classic explainability tools are sometimes quite limited when considering high-dimensional inputs and neural network classifiers. We present a new explainability method using theoretically proven high …
NETZSCH High-efficiency Fine Classifier CFS/HD-S
The High-e ciency Fine Classifi er CFS/HD-S (High Dispersion) works very e ciently due to its closely defi ned sharpness of cut and its very specifi c product fl ow. Mixing of the classifi ed coarse material and feed material inside the classifi er cannot occur. The High-e ciency Fine Classifi er type CFS/HD-S proves that e ective separation ...
NETZSCH High-efficiency Fine Classifier CFS/HD-S
The High-efficiency Fine Classifier CFS/HD-S (High Dispersion) works very efficiently due to its closely defined sharpness of cut and its very specific product flow. Mixing of the classified coarse material and feed material inside the classifier cannot occur. The High-efficiency Fine Classifier type CFS/HD-S proves that effective separation ...
Super-resolution optical classifier with high photon efficiency
Super-resolution optical classifier with high photon efficiency Opt Lett. 2020 Sep 15;45(18):4968-4971. doi: 10.1364/OL.401614. Authors He Zhang, Santosh Kumar, Yu-Ping Huang. PMID: 32932429 DOI: 10.1364/OL.401614 Abstract We propose and demonstrate a photon-efficient optical classifier to overcome the Rayleigh limit in …
A Differentially Private Random Decision Tree Classifier with High
Then, we analyze the privacy and utility of the basic random decision tree classifier. Next, we propose two improved approaches to reduce the number of the non-leaf and leaf nodes so as to increase the count of class labels in the leaf nodes. Extensive experiments are used to evaluate our proposed algorithm and the results show its high …
Selection and mathematical modelling of high efficiency air classifiers …
Engineering, Materials Science. Materials. 2021. TLDR. This paper is the first one available in open literature dealing with the fuzzy logic approach in modeling the air classification process of bulk materials and the highest performance of the classification process is equal to almost 362 g/min. Expand.
Enhancing the Efficiency of Gaussian Naïve Bayes Machine …
Distributed Denial of services is one of the most dangerously planned attacks in cloud computing, resulting in huge losses of data and money for both the cloud services providers and the users of these services. Many efforts have been performed to help protect the cloud from these attacks using machine learning techniques. This study focuses on …
Schematic of the Hosokawa Alpine ATP 50: (1) Feed screw …
In particular, we find high solid loadings of up to 1.05 g⋅g⁻¹ and strong cluster formation (local zones of high solid concentration) in the vicinity of the classifier blades.
[PDF] TargetATPsite: A template‐free method for ATP…
A new sequence‐based template‐free predictor (TargetATPsite) to identify the Adenosine‐5′‐triphosphate (ATP) binding sites with machine‐learning approaches is reported, which is effective for dealing with imbalance phenomenon between the positive and negative training samples. Understanding the interactions between proteins and …
New AI classifier for indicating AI-written text | OpenAI
In our evaluations on a "challenge set" of English texts, our classifier correctly identifies 26% of AI-written text (true positives) as "likely AI-written," while incorrectly labeling human-written text as AI-written 9% of the time (false positives). Our classifier's reliability typically improves as the length of the input text ...
Whole-Cell Display of Phosphotransferase in Escherichia coli for High
Adenosine triphosphate (ATP), as a universal energy currency, takes a central role in many biochemical reactions with potential for the synthesis of numerous high-value products. However, the high cost of ATP limits industrial ATP-dependent enzyme-catalyzed reactions. Here, we investigated the effec …
Calculate a Classifier and Screen's Efficiency
Classifier and screen performance formula: Classification efficiency is generally defined as the weight ratio of classified material in the sized overflow product to the total amount of classifiable material in the classifier feed, expressed as a percentage. For two-product separations, the general form used is: Cytec [/fusion_builder_column ...