DeLTA: GPU Performance Model for Deep Learning Applications with In-depth Memory System Traffic Analysis

Training convolutional neural networks (CNNs) requires intense compute throughput and high memory bandwidth. Especially, convolution layers account for the majority of the execution time of CNN training, and GPUs are commonly used to accelerate these layer workloads. GPU design optimization for efficient CNN training acceleration requires the accurate modeling of how their performance improves when computing and memory resources are increased. We present DeLTA, the first analytical model that accurately estimates the traffic at each GPU memory hierarchy level, while accounting for the complex reuse patterns of a parallel convolution algorithm. We demonstrate that our model is both accurate and robust for different CNNs and GPU architectures. We then show how this model can be used to carefully balance the scaling of different GPU resources for efficient CNN performance improvement

The correlational and causal investigation into the land use-transportation relationships: evidence from the Dallas-Fort Worth metropolitan area

The role of land-use and related policies in reducing automobile dependence has been the subject of heated policy debate for over two decades. Previous research has shed light on the correlations between land-use and travel. Yet a crucial knowledge gap still exists in establishing causality between the two. Do changes in land-use characteristics cause behavioral changes in individualsâ decisions on what transportation means to use for travel? How does land-use as a contextual factor shape the decision process and outcome of trip frequency and travel mode choice? These questions remain largely unanswered. Attempting to fill the gap, this study applied the directed acyclic graphs method to identify the causal relationship between land-use and travel in the 9-county Dallas- Fort Worth (D-FW) metropolitan area. The logit captivity (LC) model, an extension to the conventional multinomial logit, was utilized to capture the contribution of land-use in affecting individualsâ decisions on travel mode choice. All the data for this study were obtained from the North Central Texas Council of Governments (NCTCOG). Evidence from the D-FW region confirms to a certain extent the causal effects of land-use on travel. For work trips, increases in regional accessibility, job density and share of commercial land-use reduce the use of automobiles. Higher regional accessibility, however, causes households to generate automobile trips and thus leads to the increase in vehicle miles of travel (VMT). For non-work trips, population density, job density and regional accessibility are direct causes of the choice of automobile, while only regional accessibility is causally connected to reducing automobile trips and VMT. The logit captivity model results indicate that land-use contributes to captive-driving choices for home-based work trips. Lack of land-use mix at trip origins increases the probabilities of trip-makers being captive to the automobile from 0.06% to 5.62% for driving-alone and from 0.38% to 3.55% for shared-ride

Tracheary element differentiation is correlated with inhibition of cell expansion in xylogenic mesophyll suspension cultures

To test the hypothesis that xylogenesis is coupled to cell growth suppression, cell expansion in Zinnia elegans L. var. Envy mesophyll suspension cultures was manipulated by varying the extracellular osmolarity and the effect on xylogenesis was examined. Cell expansion and tracheary element differentiation were inversely related along a gradient of extracellular osmolarity ranging from 200 to 400 mOsm, supporting the hypothesis that tracheary element differentiation is coupled to cessation of cell expansion. Above 300 mOsm, reduction in the number of cells that differentiated into tracheary elements coincided with an increase in the number of plasmolyzed cells as extracellular osmolarity was increased, indicating that plasmolysis inhibits tracheary element differentiation, although not specifically. Using the plasmolysis method we showed that cellular osmolarity within populations of isolated Zinnia mesophyll cells ranges from 250 to 600 mOsm with a mean of 425 mOsm. The broad range in cellular osmolarity within Zinnia mesophyll cell populations, coupled with inhibition of differentiation in the low range due to cell expansion and in the high range due to plasmolysis, may help explain why tracheary element differentiation in Zinnia suspension cultures is never complete nor perfectly synchronous and enable further optimization of this culture system. © 2003 Elsevier SAS. All rights reserved

Frequency Shift Keying-Based Long-Range Underwater Communication for Consecutive Channel Estimation and Compensation Using Chirp Waveform Symbol Signals

Currently, the demand for long-range underwater communication (UWC) is increasing. Conventional long-range UWC studies utilize vertical line array (VLA) and equalization techniques such as TRM and DFE to mitigate the long multi-path delay. However, recently developed underwater platforms such as unmanned underwater vehicles (UUVs) utilize a single hydrophone, and it is hard to apply the conventional long-range UWC system to these platforms. This paper proposes frequency shifting-based modulation to overcome the large multi-path delay without any optimization or training symbol. Unlike FSK, the proposed modulation method transmits the data using linear frequency modulation (LFM). The proposed demodulation method estimates the multi-path delay using data-modulated LFM and utilizes the estimated multi-path to compensate for the subsequent data signal. Therefore, the proposed method has better BER performance than FSK, and it is demonstrated through a simulation and ocean experiment with a single hydrophone

Electric Field-Driven Liquid Metal Droplet Generation and Direction Manipulation

A gallium-based liquid metal got high attention recently, due to the excellent material properties that are useful in various research areas. We report here on electric field-induced liquid metal droplet generation and falling direction manipulation. The well-analyzed electro-hydrodynamic method is a selectable way to control the liquid metal, as the liquid metal is conductive. The electric field-induced liquid metal manipulation can be affected by the flow rate (0.05~0.2 mL/min), voltage (0~7 kV), and distance (15 and 30 mm) between electrodes, which changes the volume of the electric field-induced generated liquid metal droplet and the number of the generated droplets. When the electric field intensity increases or the flow rate increases, the generated droplet volume decreases, and the number of droplets increases. With the highest voltage of 7 kV with 15 mm between electrodes at the 0.2 mL/min flow rate, the lowest volume and the largest number of the generated droplets for 10 s were ~10 nL and 541, respectively. Additionally, we controlled the direction of the generated droplet by changing the electric field. The direction of the liquid metal droplet was controlled with the maximum angle of ~12°. Moreover, we exhibited a short circuit demonstration by controlling the volume or falling direction of the generated liquid metal droplet with an applied electric field

Acoustic Wave-Driven Liquid Metal Expansion

In this paper, we report a volume expansion phenomenon of a liquid metal droplet naturally oxidized in an ambient environment by applying an acoustic wave. An oxidized gallium-based liquid metal droplet was placed on a paper towel, and a piezo-actuator was attached underneath it. When a liquid metal droplet was excited by acoustic wave, the volume of liquid metal was expanded due to the inflow of air throughout the oxide crack. The liquid metal without the oxide layer cannot be expanded with an applied acoustic wave. To confirm the effect of the expansion of the oxidized liquid metal droplet, we measured an expansion ratio, which was calculated by comparing the expanded size in the x (horizontal), y (vertical) axis to the initial size of the liquid metal droplet, using a high-speed camera. For various volumes of the droplet, when we applied various voltages in the range of 5~8 Vrms with 18.5~24.5 kHz using the piezo-actuator, we obtained a maximum expansion ratio of 2.4 in the x axis and 3.8 in the y axis, respectively. In addition, we investigated that the time to reach the maximum expansion in proportion to the volume size of liquid metal differed by five times from 4 s to 20 s, and that the time to maintain the maximum expansion differed from 23 s to 2.5 s, which was inversely proportional to the volume size. We also investigated the expansion ratios depending on the exposure time to the atmosphere. Finally, a circuit containing LED, which can be turned on by expanded liquid metal droplet, was demonstrated

Expansion of cultured Zinnia mesophyll cells in response to hormones and light

Mesophyll suspension cultures of Zinnia elegans L. have been used extensively to investigate the development of tracheary elements. Here we have modified the culture conditions to promote cell expansion and inhibit tracheary element differentiation and cell division. Cell expansion, measured by computer image analysis, was stimulated by auxin (α-naphthyleneacetic acid), cytokinin (N6-benzylaminopurine), gibberellic acid, brassinosteroid (24-epibrassinolide), and light, all of which are known to promote cell expansion in whole plants or excised organs. Whereas light stimulated cell expansion primarily during the first 48 h of culture, auxin, cytokinin, gibberellic acid and brassinosteroid had little effect until after 48 h. Treatments also differed in their relative effects on cell elongation and radial cell expansion. Light and cytokinin had a greater effect on radial cell expansion, auxin and epibrassinolide promoted only cell elongation, and gibberellic acid had nearly equal effects on expansion in both directions. We have also shown by combining treatments that the effects of cytokinin and auxin are additive. Neither hormone treatment, however, was additive with the effect of light treatment. Finally, in contrast to xylogenic cultures where expansion occurs by tip growth, cell expansion in non-differentiating cells was due to diffuse growth. These data show that cell expansion can be induced by hormones in primary mesophyll cultures from Zinnia in contrast to serially transferred plant suspension cultures. Furthermore, they indicate that auxin, cytokinin, and light induce cell expansion by different mechanisms in these cultures

Spiropyran-conjugated Pluronic as a dual responsive colorimetric detector

Novel spiropyran-conjugated Pluronic [polyethylene oxide (PEO)-b-polypropylene oxide (PPO)-b-polyethylene oxide (PEO)] micelles are developed as a new colorimetric detector showing photo- or thermo-switchable behavior. Facile conjugation of spiropyran to Pluronic was confirmed by 1H NMR, UVVis, and Fluorescence spectroscopy. A switchable photoluminescence is found depending on the irradiation with either UV or visible light, and temperature resulting from structural isomerization of spiropyran between spiropyran (SP) and merocyanine (MC) form. Cytotoxicity of the spiropyran-conjugated Pluronic (SP-PL) was evaluated following an MTT assay, whereas photo responsiveness of spiropyran within the micelles was determined by confocal laser scanning microscopy