214 research outputs found
Broadband Power Amplifier Design with High Power, High Efficiency and Large Back-off Range
As modern communication system technology develops, the demand for devices with smaller size, higher efficiency, and larger bandwidth has increased dramatically. To achieve this purpose, a novel architecture of load modulated balanced amplifier (LMBA) with a unique load-modulation characteristic different from any existing LMBAs and Doherty power amplifiers (DPAs) was presented, which is named as Pseudo-Doherty LMBA (PD-LMBA). Based on a special combination of control amplifier (carrier) and balanced amplifier (peaking) together with proper phase and amplitude controls, an optimal load-modulation behavior can be achieved for PD-LMBA leading to maximized efficiency over extended power back-off range. More importantly, the efficiency optimization can be achieved with only a static setting of phase offset at a given frequency, which greatly simplifies the complexity for phase control. Furthermore, the co-operations of the carrier and peaking amplifiers in PD-LMBA are fully de-coupled, thus lifting the fundamental bandwidth barrier imposed on Doherty-based active load modulation. However, since PD-LMBA has CA over-driving concerns, a new load-modulated power amplifier (PA) architecture, Asymmetric Load-Modulated Balanced Amplifier (ALMBA), is proposed based on PD-LMBA. And a subsequent improved type-continuous mode Hybrid Asymmetric Load Modulation Balanced Amplifier (H-ALMBA) has been developed. The two sub-amplifiers (BA1 and BA2) of the balanced topology in an LMBA are set as peaking amplifiers with different thresholds when cooperating with the control amplifier (CA) as the carrier, forming a hybrid load modulation behavior between Doherty and ALMBA. Compared to standard LMBA, the proposed H-ALMBA has a three-way load modulation with CA, BA1 and BA2 through proper amplitude control and phase alignment. Thus, this new mode offers extended power back-off range and enhanced back-off efficiency without suffering from difficulty and complexity in wideband design as imposed on three-way Doherty PAs. Based on comprehensive theoretical derivation and analysis, the proposed H-ALMBA is designed and implemented using commercial GaN transistors and wideband quadrature couplers. Moreover, the continuous-mode matching is applied to the carrier amplifier achieving a maximized wideband efficiency at power back-off. This is the first time that continuous mode and ALMBA have been used in combination, and very satisfactory results have been achieved, exhibiting the highest 10-dB output power back-off (OBO) drain efficiency (DE) ever reported for wideband load-modulation PAs. The developed prototype experimentally demonstrates wide bandwidth from 0.55-2.2 GHz. The measurement exhibits an efficiency of 63-82% at peak output power, 51-62% for 5-dB OBO, and 50-66% for 10-dB OBO within the design bandwidth. When stimulated by a 20-MHz long term evolution (LTE) signal with 10.5-dB peak to average power ratio (PAPR), a 50-55% average efficiency is measured over the entire bandwidth at an average output power around 33 dBm
Optimal Impulse Controls With Changing Running Cost And Applications In Mortgage Refinance
Almost all home buyers have mortgages and it is quite common to have mortgage refinanced. There are two main reasons that make people decide to refinance the mortgage: (i) need some cash for urgent purposes, and (ii) lower the monthly payment. In this dissertation, we are not going to discuss (i), and we are investigating problems related to (ii). To begin with, let us intuitively make the following observations: If the interest rate remains the same as the current mortgage interest rate, then the monthly payment will automatically lower if you start a new mortgage with the same term, say, 30-year, because the loan amount is lower than the previous one. It is not hard to see that although the monthly payment is lowered, your overall payment is higher since the overall term is longer. From this, we see that rational people will not refinance the mortgage if the interest rate is not lower than the current one. Now, the subtle question is how much lower the interest rate than the current one, people should start to think about refinance. Actually, besides interest rate, one should also take into account the mortgage size and closing cost. Mathematically, this can be formulated as an optimal impulse control problem, with some interesting features that make this problem significantly from the classical problems. Let us now make the above a little more precise. We will formulate an optimal impulse control problem for stochastic differential equations with the running cost and the terminal being changed at the time that an impulse of the control is applied. Because of these, unlike the classical impulse control problems, a control with some zero impulses might be optimal. On the other hand, these features bring some technical difficulties to the problem. Our idea of solving the problem is as follows. First of all, we will prove that the number of impulses must be finite, and optimal impulse control must exist. Second, by using a backward method, we can solve an optimal impulse control problem with given number of impulses. These problems are parameterized by the number of impulses. Finally, we solve the original problem by optimizing the number of the impulses
Spectroscopy and Formation of Lanthanum-Hydrocarbon Radicals Formed by C—H and C—C Bond Activation of 1-Pentene and 2-Pentene
La atom reactions with 1-pentene and 2-pentene are carried out in a laser-vaporization molecular beam source. The two reactions yield the same metal-hydrocarbon products from the dehydrogenation and carbon–carbon bond cleavage of the pentene molecules. The dehydrogenated species La(C5H8) is the major product, whereas the carbon–carbon bond cleaved species La(C2H2) and La(C3H4) are the minor ones. La(C10H18) is also observed and is presumably formed by La(C5H8) addition to a second pentene molecule. La(C5H8) and La(C2H2) are characterized with mass-analyzed threshold ionization (MATI) spectroscopy and quantum chemical computations. The MATI spectra of each species from the two reactions exhibit the same transitions. Adiabatic ionization energies and metal-ligand stretching frequencies are determined for the two species, and additional methyl bending and torsional frequencies are measured for the larger one. Five possible isomers are considered for La(C5H8), and a C1 metallacyclopentene (Iso A) is identified as the most possible isomer. La(C2H2) is confirmed to be a C2v metallacyclopropene. The ground electronic state of each species is a doublet with a La 6s1-based electron configuration, and ionization yields a singlet state. The formation of the lanthanacyclopentene includes La addition to the C=C double bond, La insertion into two C(sp3)—H bonds, and concerted dehydrogenation. For the 2-pentene reaction, the formation of the five-membered ring may also involve 2-pentene to 1-pentene isomerization. In addition to the metal addition and insertion, the formation of the three-membered metallacycle from 1-pentene includes C(sp3)—C(sp3) bond breakage and hydrogen migration from La to C(sp3), whereas its formation from 2-pentene may involve the ligand isomerization
SneakyPrompt: Evaluating Robustness of Text-to-image Generative Models' Safety Filters
Text-to-image generative models such as Stable Diffusion and DALLE 2
have attracted much attention since their publication due to their wide
application in the real world. One challenging problem of text-to-image
generative models is the generation of Not-Safe-for-Work (NSFW) content, e.g.,
those related to violence and adult. Therefore, a common practice is to deploy
a so-called safety filter, which blocks NSFW content based on either text or
image features. Prior works have studied the possible bypass of such safety
filters. However, existing works are largely manual and specific to Stable
Diffusion's official safety filter. Moreover, the bypass ratio of Stable
Diffusion's safety filter is as low as 23.51% based on our evaluation.
In this paper, we propose the first automated attack framework, called
SneakyPrompt, to evaluate the robustness of real-world safety filters in
state-of-the-art text-to-image generative models. Our key insight is to search
for alternative tokens in a prompt that generates NSFW images so that the
generated prompt (called an adversarial prompt) bypasses existing safety
filters. Specifically, SneakyPrompt utilizes reinforcement learning (RL) to
guide an agent with positive rewards on semantic similarity and bypass success.
Our evaluation shows that SneakyPrompt successfully generated NSFW content
using an online model DALLE 2 with its default, closed-box safety filter
enabled. At the same time, we also deploy several open-source state-of-the-art
safety filters on a Stable Diffusion model and show that SneakyPrompt not only
successfully generates NSFW content, but also outperforms existing adversarial
attacks in terms of the number of queries and image qualities
ベイズ母数推定を組み込んだDeep-IRT
テスト理論分野では,学習者のテスト(課題)への反応を基に,学習者の能力値を高精度に推定することが課題となっている。 近年では,学習者の能力値を正しく推定するために,従来からテスト理論分野で用いられている項目反応理論(Item Response Theory:IRT)に深層学習手法を組み合わせたDeep-IRTが開発されている.既存研究ではDeep-IRTはIRTより学習者の能力値を高精度に推定することが示されている。しかし、Deep-IRTはデータ数が少ない場合に学習データに過学習してしまう問題がある。本論文では、少数データにおける過学習を避けるためにベイズ母数推定を組み込んだDeep-IRTを提案する。提案手法ではニューラルネットワークにおける重みとバイアスパラメータを変分推定法を用いてベイズ推定することでパラメータの過学習を避けることができる。評価実験では少数データにおいて提案手法が既存手法よりも学習者の能力値を正しく推定することを示した。さらに,提案手法は学習者の課題への反応を 高精度に予測することを示した。電気通信大学202
Landscape of pear-shaped even-even nuclei
The phenomenon of reflection-asymmetric nuclear shapes is relevant to nuclear
stability, nuclear spectroscopy, nuclear decays and fission, and the search for
new physics beyond the standard model. Global surveys of ground-state octupole
deformation, performed with a limited number of models, suggest that the number
of pear-shaped isotopes is fairly limited across the nuclear landscape. We
carry out global analysis of ground-state octupole deformations for
particle-bound even-even nuclei with and using
nuclear density functional theory (DFT) with several non-relativistic and
covariant energy density functionals. In this way, we can identify the best
candidates for reflection-asymmetric shapes. The calculations are performed in
the frameworks of axial reflection-asymmetric Hartree-Fock-Bogoliubov theory
and relativistic Hartree-Bogoliubov theory using DFT solvers employing harmonic
oscillator basis expansion. We consider five Skyrme and four covariant energy
density functionals. We predict several regions of ground-state octupole
deformation. In addition to the "traditional" regions of neutron-deficient
actinide nuclei around Ra and neutron-rich lanthanides around
Ba, we identified vast regions of reflecion-asymmetric shapes in very
neutron-rich nuclei around Gd and Pu, as well as in several
nuclei around Ba. Our analysis suggests several promising candidates
with stable ground-state octupole deformation, primarily in the
neutron-deficient actinide region, that can be reached experimentally. Detailed
comparison between Skyrme and covariant models is performed.Comment: 13 pages, 7 figure
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