Average Wire Research Articles

Experimental Study on Wire Melting Control Ability of Twin-Body Plasma Arc

The twin-body plasma arc has the decoupling control ability of heat transfer and mass transfer, which is beneficial to shape and property control in wire arc additive manufacturing. In this paper, with the wire feeding speed as a characteristic quantity, the wire melting control ability of twin-body plasma arc was studied by adjusting the current separation ratio (under the condition of a constant total current), the wire current/main current and the position of the wire in the arc axial direction. The results showed that under the premise that the total current remains unchanged (100 A), as the current separation ratio increased, the middle and minimum melting amounts increased approximately synchronously under the effect of anode effect power, the first melting mass range remained constant; the maximum melting amount increased twice as fast as the middle melting amount under the effect of the wire feeding speed, and the second melting mass range was expanded. When the wire current increased, the anode effect power and the plasma arc power were both factors causing the increase in the wire melting amount; however, when the main current increased, the plasma arc power was the only factor causing the increase in the wire melting amount. The average wire melting increment caused by the anode effect power was approximately 2.7 times that caused by the plasma arc power. The minimum melting amount was not affected by the wire-torch distance under any current separation ratio tested. When the current separation ratio increased and reached a threshold, the middle melting amount remained constant with increasing wire-torch distance. When the current separation ratio continued to increase and reached the next threshold, the maximum melting amount remained constant with the increasing wire-torch distance. The effect of the wire-torch distance on the wire melting amount reduced with the increase in the current separation ratio. Through this study, the decoupling mechanism and ability of this innovative arc heat source is more clearly.

Timing-Driven Simulated Annealing for FPGA Placement in Neural Network Realization

The simulated annealing algorithm is an extensively utilized heuristic method for heterogeneous FPGA placement. As the application of neural network models on FPGAs proliferates, new challenges emerge for the traditional simulated annealing algorithm in terms of timing. These challenges stem from large circuit sizes and high heterogeneity in the block proportions typical in neural networks. To address these challenges, this study introduces a timing-driven simulated annealing placement algorithm. This algorithm integrates cluster criticality identification during the cluster selection phase, which enhances the probability of high-criticality cluster selection. In the cluster movement phase, the proposed method employs an improved weighted center movement for high-criticality clusters and a random movement strategy for other clusters. Experimental evidence demonstrates that the proposed placement algorithm decreases the average wire length by 1.52% and the average critical path delay by 5.03%. This improvement in performance is achieved with a marginal increase of 5.01% in runtime, as compared to VTR8.0.

Thermomagnetic cooling of current carrying micro-wire in ferrofluid: Two-phase approach

Thermomagnetic convection is a controlling phenomenon for heat-transfer in ferrofluids. It depends upon the magnetic field gradients, variation in magnetic susceptibility, particle concentration and temperature gradients. This article presents the effect of these parameters on cooling of a current carrying micro-wire in ferrofluid with a focus on magnetophoresis effects. A two-phase Euler-Euler model is developed. The predictions of this model are compared with experimental results and predictions from a single-phase ferrofluid model. For ferrofluid with volume fraction of φ = 0.02, the predicted average wire temperature from the Euler-Euler two-phase model is approximately 1 K lower than the measured wire temperature,while the single phase model is 5 K higher. Under identical magnetic field and heat flux conditions, variations in the particle concentration are found to have a non-negligible effect on thermomagnetic convective cooling. The maximum temperature of the wire for φ = 0.01 ferrofluid is significantly increased by 10 K and greater enhancement to cooling is observed in the case of φ = 0.04, where the inception of thermomagnetic cooling is advanced. Correspondingly, significantly different thermal and velocity fields are observed for different volume fractions. The simulations show different regimes of heat transfer. During the first few hundred milliseconds after applying electrical current, a thin boundary layer develops near the wire surface and the colder region is thermally stratified. At larger time, dispersion of ferro-particles between colder and hotter regions produces concentration gradients which affect the thermal and velocity fields. Eddies generated by thermomagnetic convection are found to form at the bottom of the vertical wire and retain their structure as they are convected upwards by natural convection. The particle concentration at the wire surface (φws) varies from 0.0188 to 0.0260 for an initial volume fraction (φ) of 0.02. This variation disturbs the thermal boundary layer and generates thermal vortices around the heated wire that differ from single-phase model predictions.

Fence types influence pronghorn movement responses

AbstractImpediments that constrain animal movements across spatiotemporally heterogeneous landscapes can result in reduced or complete loss of access to critical resources. Across their range in North America, pronghorn (Antilocapra americana) are exposed to fences that can affect their ability to permeate the landscape, access critical resources, and respond to climatic variations. Understanding pronghorn movement responses to fences is essential for improving landscape permeability; however, prior studies provide only limited insight due to lack of information on fence characteristics and small sample sizes. Our study used hourly collar locations from adult female pronghorn in six herds in Montana, USA, and identified encounters with mapped fences to evaluate three movement responses (i.e., probability of an unaltered initial response, probability of crossing following an altered initial response, and passage time following an altered initial response) as a function of fence and landscape attributes. Based on 5581 encounters identified from movement pathways of 265 collared pronghorn and 979 km of mapped fences, we found that variability in pronghorn fence response was correlated with fence type. Woven wire fences substantially reduced unaltered initial and crossing responses and increased passage times as compared with low (i.e., average lowest wire height <41 cm) or high (i.e., average lowest wire height ≥41 cm) strand fences. Both low and high strand fences elicited similar responses of being relatively permeable at the initial encounter with reduced permeability thereafter. Fence crossing probabilities following altered initial responses increased through time modestly for strand fences but only negligibly for woven wire fences, with passage times averaging approximately 14 h. Pronghorn knowledge of and fidelity to specific permeable locations along fences, which may be due to inconsistent fence and landscape characteristics along the fence stretch, likely allow some woven wire fences and most strand fences, regardless of the average lowest wire height, to be permeable. Improving landscape permeability for pronghorn should focus on removing woven wire fences, replacing woven wire fences with strand fences, and incorporating variation in the lowest wire heights into new fence designs or modifications of existing fences.

Analytical study for prediction of stress distribution on orthodontic archwire considering short-term stress loss

This article proposes a method to predict the stress distributions on orthodontic archwires by considering the short-term stress losses. First, finite element (FE) analysis and numerical analysis using stress-loss formulations were performed. The FE models of the upper teeth and archwire were generated, and the initial stresses along the archwire were predicted from the FE model. The initial stresses on the wire were released in a relatively short amount of time due to shortening of the teeth, and slip and friction between the wire and brackets. Therefore, the formulations for the short-term stress losses were adopted from prestressed concrete design techniques and used to calculate the wire stress releases. To validate, loading tests and image processing were conducted, and the stresses were calculated from the deformations and curvatures of the loaded wire images. FE analyses without considering the stress losses predicted the stress distributions are unrealistically large; hence, including losses from elastic shortening, anchorage slip, and friction area could reduce the initial stresses by 16–34%. Comparing the average wire stress from FE analysis with image processing, a difference of only 0.82% was noted, which validates the method for predicting stress distribution using FE analysis and the method for stress loss calculations.

A Three-Dimensional Bioprinted Copolymer Scaffold with Biocompatibility and Structural Integrity for Potential Tissue Regeneration Applications.

The present study was to investigate the rheological property, printability, and cell viability of alginate–gelatin composed hydrogels as a potential cell-laden bioink for three-dimensional (3D) bioprinting applications. The 2 g of sodium alginate dissolved in 50 mL of phosphate buffered saline solution was mixed with different concentrations (1% (0.5 g), 2% (1 g), 3% (1.5 g), and 4% (2 g)) of gelatin, denoted as GBH-1, GBH-2, GBH-3, and GBH-4, respectively. The properties of the investigated hydrogels were characterized by contact angle goniometer, rheometer, and bioprinter. In addition, the hydrogel with a proper concentration was adopted as a cell-laden bioink to conduct cell viability testing (before and after bioprinting) using Live/Dead assay and immunofluorescence staining with a human corneal fibroblast cell line. The analytical results indicated that the GBH-2 hydrogel exhibited the lowest loss rate of contact angle (28%) and similar rheological performance as compared with other investigated hydrogels and the control group. Printability results also showed that the average wire diameter of the GBH-2 bioink (0.84 ± 0.02 mm (*** p < 0.001)) post-printing was similar to that of the control group (0.79 ± 0.05 mm). Moreover, a cell scaffold could be fabricated from the GBH-2 bioink and retained its shape integrity for 24 h post-printing. For bioprinting evaluation, it demonstrated that the GBH-2 bioink possessed well viability (>70%) of the human corneal fibroblast cell after seven days of printing under an ideal printing parameter combination (0.4 mm of inner diameter needle, 0.8 bar of printing pressure, and 25 °C of printing temperature). Therefore, the present study suggests that the GBH-2 hydrogel could be developed as a potential cell-laden bioink to print a cell scaffold with biocompatibility and structural integrity for soft tissues such as skin, cornea, nerve, and blood vessel regeneration applications.

FUNCTIONAL OUTCOME OF DISPLACED AND UNSTABLE DIAPHYSEAL FRACTURES OF BOTH BONES OF FOREARM IN CHILDREN TREATED WITH INTRAMEDULLARY KIRSCHNER WIRE FIXATION.

Introduction Diaphyseal fractures of forearm are very common in children. 90% of the fractures can be managed with closed reduction and cast immobilisation. Surgical intervention is needed in displaced, unstable fractures to prevent angulation and rotation deformity. This work is done to analyse the Functional outcome of displaced and unstable diaphyseal fracture of both bones of forearm in children treated with intramedullary kirschner wire fixation in Department of Orthopaedics, Adichunchanagiri institute of Medical Sciences,B G Nagara, Mandya. In ou Method r series of 30 cases there were 22 males and 8 females, maximum age of 12 years and minimum age of 3 years with mean age of 8.63 years. Fracture reduction and fixation were done with closed reduction and percutaneous nailing or mini open reduction and intramedullary fixation. Our average union time was 8.6 weeks and average kirschner wire removal time was 12.23 weeks. Patients were closely monitored for compartment syndrome and osteomyelitis. Th Results e functional outcome based on Price criteria was excellent in 83.3% (25) of cases, good in 10% (3) of cases and fair in 6.7% (20 of cases. There was no case with poor outcome. 2 patients had refracure other 5 patients had minor complication (pin tract infection(3 cases) , superficial radial nerve injury(1 case) and delayed union(1 case). From this study we consider that intramedullary kirschner wire fixation for unstable and displaced diaphyseal fracture of both bones of forearm in children is an excellent treatment modality. 1.Treatment of displaced and unstable diaphyseal fract Conclusion ures of the both bone forearm with Kirschner wires is an effective method of maintaining reduction 2.This is simple for fracture fixation with preservation of fracture haematoma. 3.Shorter period of surgery with minimal exposure . 4.Minimum invasive surgery with minimum expertise.

Effects of In-Process Ultrasonic Vibration on Weld Formation and Grain Size of Wire and Arc Additive Manufactured Parts.

Wire and arc additive manufacturing (WAAM) is a competitive technique, which enables the fabrication of medium and large metallic components. However, due to the presence of coarse columnar grains in the additively manufactured parts, the resultant mechanical properties will be reduced, which limits the application of WAAM processes in the engineering fields. Grain refinement and improved mechanical properties can be achieved by introducing ultrasonic vibration. Herein, we applied ultrasonic vibration to the WAAM process and investigated the effects of wire feed speed, welding speed, and ultrasonic amplitude on the weld formation and grain size during ultrasonic vibration. Finally, a regression model between the average grain size and wire feed speed, welding speed, and ultrasonic amplitude was established. The results showed that due to the difference in heat input and cladding amount, wire feed speed, welding speed, and ultrasonic amplitude have a significant influence on the weld width and reinforcement. Excessive ultrasonic amplitude could cause the weld to crack during spreading. The average grain size increased with increasing wire feed speed and decreasing welding speed. With increasing ultrasonic amplitude, the average grain size exhibited a trend of decreasing first and then increasing. This would be helpful to manufacture parts of the required grain size in ultrasonic vibration-assisted WAAM fields.

Single‐layer tri‐state switching as an economical method to address linear light‐emitting diode arrays

This paper reports on new schemes based on the concept of tri-state switching for routing linear arrays of light-emitting diodes (LEDs) on slim substrates. The schemes use a minimal number of wires in single-metal planar technologies, where wires are not allowed to cross. They have in common that the number of LEDs, NL, addressable by NW wires is given by NL = 4NW − 6. The designs are built on a family of hierarchically interconnected structures with (2n+1 − 2) LEDs and (2n−1 + 1) wires, for positive integers n. A process termed linear expansion straightforwardly extends them to arbitrary values of NW and adds 4 LEDs with each additional wire. Expressions for series resistances and the average wire length normalized to the array length are derived. In hierarchical designs, the average normalized wire length asymptotically approaches 7/12 for large n. A matrix formulation graphically elucidates the new interconnection schemes.

You Only Traverse Twice: A YOTT Placement, Routing, and Timing Approach for CGRAs

Coarse-grained reconfigurable architecture (CGRA) mapping involves three main steps: placement, routing, and timing. The mapping is an NP-complete problem, and a common strategy is to decouple this process into its independent steps. This work focuses on the placement step, and its aim is to propose a technique that is both reasonably fast and leads to high-performance solutions. Furthermore, a near-optimal placement simplifies the following routing and timing steps. Exact solutions cannot find placements in a reasonable execution time as input designs increase in size. Heuristic solutions include meta-heuristics, such as Simulated Annealing (SA) and fast and straightforward greedy heuristics based on graph traversal. However, as these approaches are probabilistic and have a large design space, it is not easy to provide both run-time efficiency and good solution quality. We propose a graph traversal heuristic that provides the best of both: high-quality placements similar to SA and the execution time of graph traversal approaches. Our placement introduces novel ideas based on “you only traverse twice” (YOTT) approach that performs a two-step graph traversal. The first traversal generates annotated data to guide the second step, which greedily performs the placement, node per node, aided by the annotated data and target architecture constraints. We introduce three new concepts to implement this technique: I/O and reconvergence annotation, degree matching, and look-ahead placement. Our analysis of this approach explores the placement execution time/quality trade-offs. We point out insights on how to analyze graph properties during dataflow mapping. Our results show that YOTT is 60.6 , 9.7 , and 2.3 faster than a high-quality SA, bounding box SA VPR, and multi-single traversal placements, respectively. Furthermore, YOTT reduces the average wire length and the maximal FIFO size (additional timing requirement on CGRAs) to avoid delay mismatches in fully pipelined architectures.

Influence of misalignment and spacing on the pressure drop through wire mesh Stirling engine regenerators

In order to obtain high Stirling engine efficiencies, pressure losses in the regenerator must be minimized. In this study, numerical methods are used to determine the influence of misalignment and spacing on the pressure drop through stainless steel wire mesh regenerators. Microscope images were taken to discover the average wire misalignment found in wire mesh regenerators, and it was found that regardless of the intended stacking arrangement, the average misalignment was 44%–49%. A 3-dimensional CFD model was validated against previous empirical results, and used to determine the effect of wire mesh misalignment on the pressure drop for steady flow through a regenerator. A new friction factor correlation equation was developed to include the effect of wire misalignment in the form of tortuosity. It was found that if a perfectly aligned regenerator was manufactured, Stirling engine designers could expect a 38%–45% decrease in pressure losses. The numerical model was also used to determine the influence of axial spacing on the pressure drop, and it was found to be dependent on the misalignment, with pressure loss reductions only being realized in highly misaligned cases. As a result of this study, Stirling engine designers can confidently disregard alignment and spacing when assembling wire mesh regenerators, and can more accurately calculate the expected pressure losses.

Study on flexural performance of prestressed glulam continuous beams under control influence

Traditional glulam beam connection mode has a weak ability to transfer bending moment, leading to insufficient joint stiffness and mostly in the form of simply supported beams. To make full use of material strength, a novel prestressed glulam continuous beam was proposed. On this basis, this paper put forward a new method to further improve the mechanical performance of the beams by controlling prestress. According to the estimated ultimate loads of the beams, six different control range values were formulated, and 12 continuous beams were tested for flexural performance. The effects of prestressing control on the failure modes, ultimate load capacity, and load versus deformation relationships of the glulam continuous beams were analyzed. The test results indicated that the flexural performance of the beams with prestressed control was significantly improved compared to the uncontrolled beams, the ultimate load was enhanced by 13.60%–45.11%, and the average steel wire stress at failure was increased from 70% of the designed tensile strength to 94%. Combined with the finite element analysis (FEA), the reasonable control range of the prestressed control continuous beams was18%–30% of the estimated ultimate load. The research in this paper can provide references for the theoretical analysis and engineering application of similar structures.

Highly Doped Si Single Crystal Nanowires via Metallic Flux Nanonucleation

Ever since the advent of scalable production of nanodevices, the search for optimal fabrication techniques of low dimensional materials has gained the attention of scientists and engineers all over the world. In particular, the fabrication of silicon nanowires is being increasingly investigated, due to their potential integration into novel technologies such as biological and optical sensors, solar cells, power generators, and transistors, among others. In this context, this work reports the single-step fabrication of Ga-doped Si bulk and nanowire single crystals. They were obtained through the Metallic Flux Nanonucleation (MFNN) technique, where a nanoporous alumina template was employed to define the nanowire morphology, while Ga was used as flux to both lower the Si melting point and dope the crystals. Our results show that Ga-doped silicon bulk crystals were successfully fabricated via MFNN. The carrier concentration was determined by probing the Hall effect and was found to be (2.5 ± 0.2) x 1019 cm−3. Silicon nanowires were simultaneously obtained, presenting an average wire diameter of 125 ± 26 nm and length up to several tens of microns. These results open the possibility to easily fabricate heavily doped intermetallic cylindrical nanowires, with versatility both on the nanowire composition and the doping element.

(Invited) How Far Can We Push Conventional Silicon Technology and What are the Future Alternatives?

Silicon has dominated the microelectronics industry in the past. However, future Si technology is reaching practical and fundamental limits. To go beyond these limits novel devices and material like Ge, III-Vs, and carbon nanotubes (CNT) are being aggressively studied to continue progress in integrated electronics. Recently 2-dimensional (2D) transition metal dichalcogenide (TMD) materials have emerged as potential candidates for nanoscale devices. Heterogeneous integration of devices in these materials on a Si platform will allow continuity of Moore’s Law. The scaling paradigm is also threatened by interconnect limits. Many of these obstacles stem from the physical limitation of Cu-based electrical wires. Three-dimensional (3-D) integration will reduce average wire length and hence reduce power dissipation, signal latency, and increase bandwidth.

Milling Microchannels in Monel 400 Alloy by Wire EDM: An Experimental Analysis

This paper presents the results of an investigation on the capacity of wire electrical discharge machining (WEDM) to produce microchannels in the Nickel-based alloy, Monel 400. The main objective of the current study is to produce microchannels with desired/target geometry and acceptable surface quality. Square cross-sectional microchannels with dimensions of 500 × 500 µm were investigated. Experiments were conducted based on the one-factor-at-a-time approach for the key input WEDM process parameters, namely pulse-on time (TON), pulse-off time (TOFF), average gap voltage (VGAP), wire feed (WF), and dielectric flow rate (FR). Dimensional accuracy, machining speed, surface roughness, surface morphology, microhardness, and microstructure were analyzed to evaluate the microchannels. The minimum errors of 6% and 3% were observed in the width and depth of the microchannels, respectively. Furthermore, microchannels with enhanced surface integrity could be produced exhibiting smooth surface morphology and shallow recast layer (~0–2.55 µm).

High-Temperature Electronics Packaging for Simulated Venus Condition

Abstract An electronic packaging technology that survives the simulated Venusian surface temperature of 465°C and 96 bar pressure in carbon dioxide (CO2) and nitrogen environments, without the corrosive trace gases, was developed. Alumina ceramic substrates and gold conductors on alumina were evaluated for electrical and mechanical performance. The most promising die-attach materials are thick-film gold and alumina-based ceramic pastes. Alumina, sapphire, silicon, and silicon carbide dies were attached to the alumina substrates using these die-attach materials and exposed to 96 bar pressure in a CO2 environment at 465°C for 244 h. The ceramic die-attach material showed consistent shear strengths before and after the test. An alumina ceramic encapsulation material was also evaluated for thermomechanical stability. The devices on the packaging substrates were encapsulated by a ceramic encapsulation with no significant increase in cracks and voids after the Venusian simulator test. Wire pull strength tests were conducted on the gold bond wire to evaluate mechanical durability before and after the Venusian simulator exposure. The average gold bond wire pull strengths before and after exposure were 5.78 g-F and 4 g-F for 1-mil gold bond wires, respectively, meeting the minimum MIL-STD-885 2011.9 standard. The overall wire bond daisy chain resistance change was .47% after the Venus simulator test, indicating a promising wire bond integrity. A titanium package was fabricated to house the ceramic packaging substrate and a two-level metalized feedthrough was fabricated to provide electrical interfaces to the package.

Electromigration Activation Energies in Alternative Metal Interconnects

The electromigration (EM) activation energy ( $\text {E}_{\text {A}}$ ) of alternative metals, such as Ru and Co, was obtained using low-frequency noise (LFN) measurements. High activation energies were expected, but values of ≈1 eV are found, most likely related to diffusion along with the metal-dielectric interface. Wafer-level accelerated EM tests were carried out to compare the LFN $\text {E}_{\text {A}}$ to the EM $\text {E}_{\text {A}}$ in the Ru wires. The calculation of the EM $\text {E}_{\text {A}}$ is found to be strongly dependent on the assumed temperature profile in the wire due to Joule heating (JH). The temperature profile was calculated analytically, assuming the contacts are at ambient temperature. For a void forming in direct proximity of the contact, the EM $\text {E}_{\text {A}}$ then matches the LFN $\text {E}_{\text {A}}$ . For a void at average wire temperature (ambient + JH), $\text {E}_{\text {A}}\approx $ 2 eV. In addition to demonstrating the application of LFN to study EM in alternative metals, this article also cautions for the impact of JH on the calculation of $\text {E}_{\text {A}}$ in interconnects.

Chemometric Evaluation of Ultraviolet–Visible (UV–Vis) Spectra for Characterization of Silver Nanowire Diameter and Yield

The main tool used for routine screening of silver nanowire diameter and wire-to-particle yield is ultraviolet-visible (UV-Vis) spectroscopy. The normalized absorbance near 500 nm is generally taken to correlate with wire yield (lower absorbance means fewer particles and higher wire yield). The location of the UV-Vis peak near 375 nm is generally believed to correlate with wire diameter. These qualitative assessments are of unknown uncertainty. Improved microscopy-based analysis of wire diameter distribution and wire yield had recently been developed and were used to characterize synthesis products in parallel with UV-Vis data collection. Here we present results of leveraging this quantitative wire yield and diameter distribution data to quantitatively calibrate the UV-Vis methods for characterizing wire diameter and yield. Chemometric analysis was also applied to this UV-Vis data set and resulted in statistically significant models that can predict average wire diameter and wire/particle yield slightly better than the univariate method.

The Suppression of Core-Corona Structure for Aluminum Wire Array and Its Influence on the Implosion Dynamics Under a Current of Mega-Ampere

In order to suppress the core-corona structure (namely, the dense wire core in atomic state surrounded by plasma with high temperature and low density), two-stage wire array experiments have been carried out on Qiangguang-1 generator (1.3 MA and ~80 ns). The results showed that the shutdown time of inverse array, which consists of a central cathode rod surrounded by wires, depended on wire number. The shutdown time was 40 ns after the start of main current, when two aluminum wires were placed in inverse array, which ensured that there was still enough time during main current for load array to implode and radiate X-rays. The vaporized wire cores expanded uniformly along the axis with a smooth boundary and the average wire diameter was 1.8–1.9 mm. The vaporized wire cores were ionized rapidly after the shutdown of inverse array. The perturbations of plasma instability were first observed at the boundary of vaporized core and developed rapidly after the start of implosion. The average wavelength of these perturbations was 600– $650~\mu \text{m}$ . The precursor plasma was barely observed on the array axis in optic images. The X-ray pulse output by vaporized wire array with mega-ampere current was first given. Considering the waveform of X-rays and main current, the pinch process of the vaporized load array tended to the quasi-shell implosion. Nevertheless, there were still some fractions of plasma being left down at the initial position to lead the second implosion for the rapid development of magneto-Rayleigh-Taylor instability in implosion, which resulted in the double peaks of X-rays. The suppression methods of the implosion instability will be further studied and explored in future.

A GPU-Based Automatic Approach for Guide Wire Tracking in Fluoroscopic Sequences

Guide wire tracking in fluoroscopic images has done a significant task in assisting the physicians during radiology-aided interventions. Many groups have tried to detect the guide wire from the fluoroscopic images based on the image properties. The main challenge is that manual intervention is required during the detection. Other groups try to introduce localizers to track guide wires during intervention, which requires additional hardware equipment, and may intervene with the traditional clinical routines. Machine learning methods are also exploited. Although such methods may provide accurate tracking, they often require large amount of data and training time. In this paper, we propose a GPU-based fast and automatic approach to track guide wires in fluoroscopic sequences. We propose a multi-scale filtering and gradient vector field-based real-time tracking method for guide wire tracking from fluoroscopic images. To improve calculation efficiency and meet real-time application requirement, we propose a GPU-based acceleration scheme, and also a Bayesian filter-like motion tracking method to limit the guide wire tracking to a smaller range to improve calculation efficiency. We test our proposed method on two test data sets of fluoroscopic sequences of 102 frames and 72 frames. We achieve an average guide wire detection rate of 96.7%, a false detection rate of 0.0011% and an error distance measure of 0.83 pixels for the first sequence, and 98.8%, 0.000069% and 0.85 pixels, respectively, for the second sequence. With the proposed acceleration method, we finish calculation for the first sequence in nine seconds, thus, efficiency is enhanced by 100 times with the unaccelerated algorithm.