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Usage: Tools

Top Tools by Simulation Jobs
# Tool Simulation Jobs Percent
Total Simulation Jobs 6,062,370 100.00%
1 Workspace 2,737,268 45.15%
2 QC-Lab 206,222 3.40%
3 CNTFET Lab 181,874 3.00%
4 nanoDDSCAT 132,240 2.18%
5 Spice3f4 119,156 1.97%
6 Band Structure Lab 101,063 1.67%
7 Nanosphere Optics Lab 100,466 1.66%
8 Schred 89,110 1.47%
9 Padre 86,937 1.43%
10 PN Junction Lab 86,734 1.43%
11 MOSFet 84,190 1.39%
12 Crystal Viewer Tool 65,985 1.09%
13 FETToy 63,908 1.05%
14 Quantum Dot Lab 62,233 1.03%
15 tsuprem4 60,684 1.00%
16 CNTbands 59,376 0.98%
17 Nanowire 54,262 0.90%
18 NanoFET 51,370 0.85%
19 MOSCap 50,579 0.83%
20 Resonant Tunneling Diode Simulator 48,282 0.80%
21 ABACUS - Assembly of Basic Applications for Coordinated Understanding of Semiconductors 48,190 0.79%
22 VEDA: Virtual Environment for Dynamic AFM 46,725 0.77%
23 NanoMOS 42,774 0.71%
24 MIT Atomic Scale Modeling Toolkit 41,260 0.68%
25 CNDO/INDO 39,744 0.66%
26 Carrier Statistics Lab 39,729 0.66%
27 Drift-Diffusion Lab 37,363 0.62%
28 ABINIT 35,179 0.58%
29 DFT calculations with Quantum ESPRESSO 34,357 0.57%
30 Adept 34,353 0.57%
31 Process Lab: Concentration-Dependent Diffusion 32,425 0.53%
32 Meep 30,193 0.50%
33 a TCAD Lab 28,108 0.46%
34 nano-Materials Simulation Toolkit 25,252 0.42%
35 Process Lab:Oxidation 25,190 0.42%
36 PhotonicsDB: Optical Constants 22,981 0.38%
37 OOF2 21,594 0.36%
38 Periodic Potential Lab 21,575 0.36%
39 PETE : Purdue Emerging Technology Evaluator 21,534 0.36%
40 Resonant Tunneling Diode Simulation with NEGF 20,546 0.34%
41 Piece-Wise Constant Potential Barriers Tool 20,090 0.33%
42 Carbon Nanotubes Interconnect Analyzer (CNIA) 19,415 0.32%
43 ADEPT 2.1 18,116 0.30%
44 Multi-gate Nanowire FET 16,755 0.28%
45 Extinction, Scattering and Absorption efficiencies of single and multilayer nanoparticles 16,692 0.28%
46 BJT Lab 16,194 0.27%
47 OMEN Nanowire 16,091 0.27%
48 MolCToy 15,762 0.26%
49 nanoMATERIALS SeqQuest DFT 15,515 0.26%
50 1D Heterostructure Tool 15,048 0.25%
51 MuGFET 14,477 0.24%
52 Medici 14,444 0.24%
53 Polymer Modeler 14,352 0.24%
54 Boltzmann Transport Simulator for CNTs 13,784 0.23%
55 Nano-CMOS 13,175 0.22%
56 VEDA 2.0 (Virtual Environment for Dynamic AFM) 12,715 0.21%
57 Illinois Solid State Electronic Devices Classes Tools 12,590 0.21%
58 S4: Stanford Stratified Structure Solver 12,543 0.21%
59 UV/Vis Spectra simulator 12,449 0.21%
60 Bound States Calculation Lab 11,905 0.20%
61 NanoTCAD ViDES 11,614 0.19%
62 Sugaraid 11,325 0.19%
63 BioMOCA Suite 11,151 0.18%
64 Northwestern University Initiative for Teaching Nanoscience 10,530 0.17%
65 Prophet 9,494 0.16%
66 Nanosphere Optics Lab Field Simulator 9,071 0.15%
67 BioSensorLab 8,860 0.15%
68 MIT Photonic Bands 8,763 0.14%
69 QuaMC2D 8,579 0.14%
70 AQME - Advancing Quantum Mechanics for Engineers 8,246 0.14%
71 CNT_bands 8,119 0.13%
72 nanoDDSCAT+ 7,978 0.13%
73 PhotonicsRT: Wave Propagation in Multilayer Structures 7,766 0.13%
74 MSL Simulator 7,608 0.13%
75 Modeling Interface-defect Generation (MIG) 7,546 0.12%
76 The Virtual Kinetics of Materials Laboratory 7,511 0.12%
77 NanoNet 7,247 0.12%
78 Polymatic 7,232 0.12%
79 MiniMol: Minimal Molecular Simulation Tool 6,934 0.11%
80 demons 5,989 0.10%
81 1D Drift Diffusion Model for Crystalline Solar Cells 5,931 0.10%
82 SIESTA 5,444 0.09%
83 Molecular Foundry Photonics Toolkit 5,444 0.09%
84 Simple Photonic Crystals 5,366 0.09%
85 Schottky-Barrier CNFET 5,182 0.09%
86 Nanowire Tensile Deformation Lab 4,999 0.08%
87 NanoPlasticity Lab 4,942 0.08%
88 OCTAViEw 4,745 0.08%
89 1D Finite Different Method Conduction Heat Transfer Tool 4,680 0.08%
90 Nano-Plasmonic Bowtie Antenna Simulator 4,665 0.08%
91 DDSCAT Convert: A Target Generation Tool 4,648 0.08%
92 OPV Lab 4,530 0.07%
93 PhotonicsSHA-2D: Modeling of Single-Period Multilayer Optical Gratings and Metamaterials 4,469 0.07%
94 Effect of Doping on Semiconductors 4,416 0.07%
95 SugarAid Thermodynamics 4,396 0.07%
96 FD integral calculator 4,391 0.07%
97 GFET Tool 4,293 0.07%
98 MESFET Lab 4,160 0.07%
99 Cylindrical CNT MOSFET Simulator 4,137 0.07%
100 SUGARCube - Cantilever 3,890 0.06%
101 VEDA: Amplitude Modulated Scanning 3,826 0.06%
102 Archimedes, GNU Monte Carlo simulator 3,804 0.06%
103 StrainBands 3,590 0.06%
104 Equilibrium Wulff Shape Generator 3,543 0.06%
105 Carbon nanotube based NEMS with cantilever structure 3,474 0.06%
106 Illinois Tools: Basic Bulk Silicon Transport Data at 300K 3,346 0.06%
107 CNT Heterojunction Modeler 3,272 0.05%
108 Memristor Simulation Tool 3,178 0.05%
109 PV Analyzer 3,126 0.05%
110 Chess 3,100 0.05%
111 OMEN_FET 3,093 0.05%
112 Coulomb Blockade Simulation 3,049 0.05%
113 biomoca 3,006 0.05%
114 REBO 2,995 0.05%
115 ElectroMat 2,896 0.05%
116 Graphene Interconnect 2,875 0.05%
117 Exciton Dynamics Lab for Light-Harvesting Complexes (GPU-HEOM) 2,824 0.05%
118 Hydrophobicity Lab 2,823 0.05%
119 Assembly for Nanotechnology Survey Courses 2,803 0.05%
120 Micelle 2,747 0.05%
121 Nano Heatflow 2,742 0.05%
122 CNTphonons 2,731 0.05%
123 Illinois Tools: MOCA 2,703 0.04%
124 Illinois Tools: PN Junction Long-Base Depletion Approximation 2,701 0.04%
125 Theoretical Electron Density Visualizer 2,680 0.04%
126 Process Lab: Oxidation Flux 2,653 0.04%
127 QWalk Quantum Monte Carlo Tutorial 2,597 0.04%
128 Thin-Film and Multi-Element Thermoelectric Devices Simulator 2,578 0.04%
129 Carbon nanotube based fixed-fixed NEMS 2,563 0.04%
130 nanoJoule 2,492 0.04%
131 MOSFET Simulation 2,489 0.04%
132 Semiconductor Doping 2,485 0.04%
133 Atomistic Green\\\'s Function Method 1-D Atomic Chain Simulation 2,450 0.04%
134 Molecular Structure Tracer 2,383 0.04%
135 Linearized Boltzmann transport calculator for thermoelectric materials 2,345 0.04%
136 Periodic Potential 2,303 0.04%
137 Thermoelectric Power Factor Calculator for Superlattices 2,182 0.04%
138 PVpanel Sim 2,173 0.04%
139 Stretching Simulation of FCC Crystal 2,161 0.04%
140 VEDA: Dynamic Approach Curves 2,115 0.03%
141 Process Lab: Defect-coupled diffusion 2,054 0.03%
142 CNT Mobility 2,007 0.03%
143 Berkeley GW 1,921 0.03%
144 PNP Cyclic Peptide Ion Channel Model 1,886 0.03%
145 MD Simulation 1,818 0.03%
146 MEEPPV 1,792 0.03%
147 Matdcal 1,791 0.03%
148 CENEMS 1,781 0.03%
149 Crack Propagation Lab 1,765 0.03%
150 Composite Laminate Analysis 1,728 0.03%
151 Bulk Monte Carlo Lab 1,725 0.03%
152 MEMSLab 1,711 0.03%
153 Virtual Kinetics of Materials Laboratory : Polycrystalline Growth and Coarsening 1,697 0.03%
154 Carrier Concentration 1,678 0.03%
155 Illinois Tools: NanoGromacs 1,666 0.03%
156 Gibbs 1,645 0.03%
157 MIT Virtual-Source Tool 1,643 0.03%
158 nanoMATERIALS nanoscale heat transport 1,633 0.03%
159 ReaxFF 1,588 0.03%
160 Illinois Tools: Optics Lab 1,583 0.03%
161 MIT Tools for Energy Conversion and Storage 1,576 0.03%
162 Stretching simulation of an alpha-helical protein domain 1,534 0.03%
163 Model for Far From Equilibrium Transport in CNT/GNR FETs 1,516 0.03%
164 Genetic algorithm 1,490 0.02%
165 Brillouin Zone Viewer 1,489 0.02%
166 Micromechanics Simulation Tool 1,478 0.02%
167 Virtual Kinetics of Materials Laboratory : Spinodal Decomposition 1,449 0.02%
168 90 Degrees Beam Propagation 1,414 0.02%
169 Thermoelectric Generator Module with Convective Heat Transfer 1,387 0.02%
170 Berkeley XAS 1,346 0.02%
171 SugarAid ECE202 1,240 0.02%
172 Magnetic Tunnel Junction Lab 1,218 0.02%
173 Quantum and Semi-classical Electrostatics Simulation of SOI Trigates 1,205 0.02%
174 Molecular Dynamics Showcase 1,192 0.02%
175 Graphene Raman Imaging and Spectroscopy Processing v1.2 1,168 0.02%
176 Thermoelectric Power Factor Calculator for Nanocrystalline Composites 1,162 0.02%
177 Two-temperature Non-equilibrium Molecular Dynamics Simulator 1,099 0.02%
178 Mobility and Resistivity Tool 1,094 0.02%
179 KP Nanowire/UTB FET 1,091 0.02%
180 Quantum Dot Quantum Computation Simulator 1,082 0.02%
181 Forced Protein Unfolding 1,059 0.02%
182 ANGEL - A Nonequilibrium Green Function Solver for LEDs 1,056 0.02%
183 1-D Chain Dispersions 1,054 0.02%
184 CGTB 1,051 0.02%
185 MEMS Piezoelectric Vibrational Energy Harvesting Lab 1,039 0.02%
186 Nanoindentation 1,035 0.02%
187 ACUTE 1,003 0.02%
188 Spin Coupled Quantum Dots 987 0.02%
189 Illinois Tools: NanoGromacs_Intro 965 0.02%
190 Atomic Stick-Slip 959 0.02%
191 Illinois Tools: NP Junction: Long-Base Depletion Approximation 954 0.02%
192 Path Integral Monte Carlo 952 0.02%
193 Illinois Tools: Optical Beam Focusing System 890 0.01%
194 imageJ 886 0.01%
195 Prophet Nanowire 847 0.01%
196 Virtual Kinetics of Materials Laboratory: Dendritic Growth 842 0.01%
197 Analytic Spin Precession Simulator 830 0.01%
198 Amorphous Silicon Generator 821 0.01%
199 Function Discovery Tool 801 0.01%
200 TRANSpull: computes pulling coupled to transport properties of single molecules. 793 0.01%
201 Illinois Tools: Biconvex Lens 785 0.01%
202 SugarCube 780 0.01%
203 Monte Carlo DNA Simulator 778 0.01%
204 On-Chip Thermoelectric Cooling Tool 778 0.01%
205 Illinois Tools: PN Junction Short-Base Depletion Approximation 770 0.01%
206 DBR Laser Simulator 764 0.01%
207 Illinois Tools: Nanoparticles Array Lab 763 0.01%
208 Bulk GaAs Ensemble Monte Carlo 755 0.01%
209 2d Ideal Gas Molecular Dynamics 754 0.01%
210 Normal Distribution 738 0.01%
211 Virtual Kinetics of Materials Laboratory: Spinodal Decomposition 3D 723 0.01%
212 Illinois Tools: NanoGromacsDemo 700 0.01%
213 Perfect Absorber Metamaterial simulator 699 0.01%
214 Illinois Tools: Nanoparticle Quantitative Lab 696 0.01%
215 Protein Contact Maps 694 0.01%
216 Valence Shell Electron Pair Repulsion simulator 687 0.01%
217 cadnano to PDB File Converter 684 0.01%
218 Hyperlens Design Solver 680 0.01%
219 Stick2D 636 0.01%
220 XPS Thickness Solver 606 0.01%
221 Illinois Tools: Multigrid Tutorial 602 0.01%
222 Minority Carrier Diffusion Equation (MCDE) Tool 583 0.01%
223 LCOE Calculator 575 0.01%
224 Intro to MOS-Capacitor Tool 564 0.01%
225 Coarse Grain Lipid Simulator 559 0.01%
226 MOLpull: A tool for molecular free energy reconstruction along a pulling coordinate 531 0.01%
227 Rode\'s Method 514 0.01%
228 SUGARCube - ADXL Accelerometer 505 0.01%
229 Anisotropy Calculator - 3D Visualization Toolkit 471 0.01%
230 Rosenbrock Function for testing Uncertainty Quantification 468 0.01%
231 Illinois Tools: Bio Photonics Simulator 458 0.01%
232 Thermoelectric Power Generator System Optimization and Cost Analysis 444 0.01%
233 Powder Compaction 444 0.01%
234 PhotonicsCL: Photonic Cylindrical Multilayer Lenses 439 0.01%
235 Q-factor calculator with Uncertainty Quantification 432 0.01%
236 Electron Magnetic Resonance (EMR) in Nanoparticles 431 0.01%
237 Crystalline Cellulose - Atomistic Toolkit 429 0.01%
238 Computational Nanodynamics Lab 410 0.01%
239 MEMS Resonator - Tang 405 0.01%
240 Particle Velocity Estimate 404 0.01%
241 Frenkel-Kontarova Model 400 0.01%
242 Micro-Mechanics Simulation Tool: Thin film 399 0.01%
243 Capacitance Modeling Tool Using Schwarz-Christoffel Mapping 394 0.01%
244 SEST 391 0.01%
245 Nanostructured Optoelectronics Toolbox 389 0.01%
246 Bayesian Calibration 388 0.01%
247 Random laser dynamics 383 0.01%
248 Nanoindentation of soft viscoelastic materials 380 0.01%
249 Temperature Accelerated Dynamics 365 0.01%
250 PhotonicsGAIN-0D 361 0.01%
251 Circuit Elements 338 0.01%
252 Illinois Tools: NP Junction: Short-Base Depletion Approximation 333 0.01%
253 EPR - ESR 331 0.01%
254 Active Media FDTD Nanophotonic Device Simulator 330 0.01%
255 Projectile Motion Example Tool 327 0.01%
256 1-D Phonon BTE Solver 326 0.01%
257 Exciton Dynamics Simulator 323 0.01%
258 Small Molecules in Intense Lasers via Time-Dependent Density Functional Theory 314 0.01%
259 LAMMPS 301 0.00%
260 Polymer Nano Brush 299 0.00%
261 Base Motion Calculations 296 0.00%
262 Optical Properties of Single Coaxial Nanowires 292 0.00%
263 SUGARCube - Netlist Input Tool 279 0.00%
264 Exciton Annihilation Simulator 274 0.00%
265 Illinois Tools: Nanofilm Lab 271 0.00%
266 Cyber-Infrastructure for Imaging and Simulation of Molecular and Cellular Mechanics (CISMCM) 270 0.00%
267 Mass spectrum ion trajectory 269 0.00%
268 Jamming of Soft Frictionless Spheres 267 0.00%
269 Hyperlens Layer Designer 265 0.00%
270 LanTraP 259 0.00%
271 Hyper-REBO 257 0.00%
272 SUGARCube - Chevron Thermal Actuator 257 0.00%
273 Bio Composite Simulator 256 0.00%
274 Modeling Thermal Interaction between Laser Light and AFM 255 0.00%
275 PC1D 249 0.00%
276 Model and Algorithm Prototyping Platform 248 0.00%
277 hotSPICE 247 0.00%
278 Thermophotonic Selective Emitter Simulation 243 0.00%
279 Tensile Mechanics of alpha-Helical Polypeptides 237 0.00%
280 Bulk Heterojunction Morphology Generator 234 0.00%
281 Simulation and Admittance Analysis for Advanced Metal-Insulator-Semiconductor Characterization 233 0.00%
282 Bandgap Optimizer for Spectral Splitting PV Systems 222 0.00%
283 Solar PV 220 0.00%
284 SMC 218 0.00%
285 Ohms Law 205 0.00%
286 Nanoindentation of semi infinite domains (Hertzian Indentation models) 198 0.00%
287 Nanoindentation close to an interface 193 0.00%
288 Functionalization Workbench 186 0.00%
289 TPV efficiency simulation 177 0.00%
290 PhotonicVASEfit: VASE fitting tool 174 0.00%
291 QSTEM online 173 0.00%
292 Uniaxial and Biaxial Stress Strain Calculator for Semiconductors 168 0.00%
293 Pattern Formation in Bacterial Populations 165 0.00%
294 Illinois Tool: FIONA (Fluorescence Imaging with One Nanometer Accuracy) 164 0.00%
295 Clustermag 162 0.00%
296 Crack Propagation Simulation 161 0.00%
297 Finite Buffer dCME (fb-dCME) 156 0.00%
298 Modeling of Optical Multilayers for Both Spectra and Admittance Loci 154 0.00%
299 Multimeter 149 0.00%
300 Gaussian process regression in 1D 148 0.00%
301 DSMC 1D Planar Couette Flow 144 0.00%
302 Analytic conduction solutions 143 0.00%
303 Convolution Tool 137 0.00%
304 Near-field radiation transport between two planes 136 0.00%
305 Nisin Diffusion Tool 133 0.00%
306 Nano-Bio-Photonics Simulator 131 0.00%
307 Comb Drive Levitation 130 0.00%
308 Graphene Switch Box 129 0.00%
309 Carbon Nanotube Relay 124 0.00%
310 Bimodal Polymer Nano Brush 123 0.00%
311 IMOD online 121 0.00%
312 Resistor Color Code 116 0.00%
313 ab initio Model for Mobility and Seebeck coefficient using Boltzmann Transport (aMoBT) equation 116 0.00%
314 TEM Lattice Calculator 115 0.00%
315 Traction Force Microscopy 112 0.00%
316 A Blind Fish in a River with a Waterfall 111 0.00%
317 Series and Parallel 107 0.00%
318 nuSIMM: nanoHUB user Simulation Interface for Molecular Modeling 105 0.00%
319 Free Edge Approximation for the Angle-Ply Laminate 100 0.00%
320 Simulator for a T-stub transistor in a magnetic field 99 0.00%
321 HgCdTe Photodetector Lab 98 0.00%
322 Multiscale Modeling of Thermoelectric Cooler 96 0.00%
323 Quasicontinuum Method 94 0.00%
324 Cu in CdTe Lab 94 0.00%
325 PhotonicsPOS: Particle on Substrate 90 0.00%
326 Workspace for test VNC server and novnc client 89 0.00%
327 III-V Strain Compensation Calculator 86 0.00%
328 Quantum Point Contact 84 0.00%
329 MEMOSA-based 2-Dimensional Pull-In Voltage Simulation 83 0.00%
330 Passive Filter Circuits 81 0.00%
331 [Illinois]: Midbrain dopamine neuron responses to temporal-difference learning 81 0.00%
332 Hot Carrier Degradation Universal Scaling 81 0.00%
333 Isotropic random fracture model for metal hydride powder 78 0.00%
334 Workspace running on Moonshot nodes 77 0.00%
335 [Illinois]: Neural Systems Modeling Ch 1-5 Master Tool 76 0.00%
336 Impedance Adder 76 0.00%
337 Viscoelastic Shear Lag 75 0.00%
338 Continuous casting of weld filler wire 71 0.00%
339 Phasor 66 0.00%
340 Energies and Lifetimes with Complex-Scaling 65 0.00%
341 [Illinois]: Big Mess 53 0.00%
342 DSMC 0D Equilibrium 49 0.00%
343 [Illinois]: Two leaky integrators in series 46 0.00%
344 Hydrodynamic Particle Trapping 45 0.00%
345 MyTestTool 44 0.00%
346 Combined Microstructure and Heat Transfer Modeling of Carbon Nanotube Thermal Interface Materials 43 0.00%
347 Creep deformation in RF-MEMS 42 0.00%
348 Coarse-Grained Model of RF MEMS Device 40 0.00%
349 Neural Systems Modeling Ch10-13 Master Tool 38 0.00%
350 [Illinois]: Kohonen self-organizing map (SOM) algorithm 37 0.00%
351 Delta-Wye 30 0.00%
352 [Illinois]: Gill withdrawal habituation 29 0.00%
353 [Illinois]: Error Gradient Estimations Due to Perturbation of One Weight at a Time 26 0.00%
354 Nanoscale Solid-State Lighting Device Simulator 25 0.00%
355 Time-dependent gate oxide breakdown Lab 24 0.00%
356 [Illinois]: Avoidance Learn Simulation 24 0.00%
357 Locust-flight central pattern generator 23 0.00%
358 [Illinois]: Avoidance Learn Simulation with 'Call' Neuron 22 0.00%
359 [Illinois]: Optimize Connectivity Profile of Activity-Bubble Network 21 0.00%
360 [Illinois]: Posterior target probability given single-sensory input (delta rule) 18 0.00%
361 [Illinois]: Velocity storage and leakage 17 0.00%
362 Generation Model with Coupled Mode Theory 16 0.00%
363 [Illinois]: Neural Systems Modeling Ch 6-9 Master Tool 14 0.00%
364 [Illinois]: Temporal Difference, Iterative Dynamic Programming, and Least Mean Squares 13 0.00%
365 [Illinois]: BUTDprobInference 12 0.00%
366 Two-unit oculomotor integrator 12 0.00%
367 [Illinois]: Direction Selectivity 11 0.00%
368 [Illinois]: Fish classification using back-propagation 11 0.00%
369 [Illinois]: Posterior probabilities of hypothetical fish classes 10 0.00%
370 [Illiniois]: SynchUp 10 0.00%
371 [Illinois] A Response of a Single Neuron with Positive Feedback 10 0.00%
372 [Illinois]: Predict Correct Set Up 10 0.00%
373 [Illinois]: BUTDjointDistribution 8 0.00%
374 [Illinois]: Predictor-corrector simulation of parabigeminal nucleus neural responses 8 0.00%
375 System of Systems Analytic Workbench Toolset 8 0.00%
376 [Illinois]: Running Average 7 0.00%
377 [Illinois]: AsynchUp 7 0.00%
378 [Illinois] KohonenSOM 7 0.00%
379 Microbeam Dynamics with Varying Force Model 7 0.00%
380 [Illinois]: Posterior probability of a target given input for two senses (Bayes') 6 0.00%
381 [Illinois]: Perturbative Reinforcement Learning to Develop Distributed Representations 5 0.00%
382 [Illinois]: Error Gradient Estimations Due to Parallel Perturbation of Weights 5 0.00%
383 R3 Model Xyce Simulation Lab 5 0.00%
384 [Illinois]: Posterior probability of a target given single-sensory input (Bayes') 4 0.00%
385 nicktest title update3334 3 0.00%
386 Distribution Fitting and Goodness Determination 3 0.00%
387 [Illinois]: Sigmoidal unit training with the delta rule 3 0.00%
388 [Illinois]: Posterior probability of a target given input for two senses (delta) 2 0.00%
389 [Illinois]: Perturbative Reinforcement Learning Using Directed Drift 1 0.00%

nanoHUB.org, a resource for nanoscience and nanotechnology, is supported by the National Science Foundation and other funding agencies. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.