Assessing a Multi-Electron Beam Application Approach for Semiconductor Process Metrology
Average rating
Cast your vote
You can rate an item by clicking the amount of stars they wish to award to this item.
When enough users have cast their vote on this item, the average rating will also be shown.
Star rating
Your vote was cast
Thank you for your feedback
Thank you for your feedback
Author
Mukhtar, MaseehThiel, Bradley; Dissertation Committee Chair
Bello, Abner; Dissertation Committee
Diebold, Alain; Dissertation Committee
Cady, Nathan; Dissertation Committee
Geer, Robert; Dissertation Committee
Sung, Woongje; Dissertation Committee
Keyword
Critical dimension (CD)Defect detection
Dimensional metrology
Electron beam inspection (EBI)
Java Monte Carlo simulator for Secondary Electrons (JMONSEL)
Massively parallel
Multiple electron beam
Multi-column
Scanning electron microscopy (SEM)
Wafer inspection
Date Published
2018
Metadata
Show full item recordAbstract
Radical and disruptive technological approaches regularly require experimental prototypes be built, which is difficult to justify considering their oft-prohibitive requirements in terms of financial and/or time commitments. It is also frequently the situation that use cases for new technologies are not entirely worked out precisely which in turn make it even more difficult to build prototypes but the analysis of simulation data sets from virtual samples can be used to predict sensitivity to the devised signal, detection limits, and impact of design rules and material sets. The results can thus be used to guide prototype design. The aim of this work is to develop and demonstrate a predictive approach to technology assessment and prototype design. This work will focus on two such disruptive technology concepts: electron beam defect inspection and critical dimension measurement. These two concepts are based on the transfer from conventional process metrology technologies i.e., brightfield inspection and optical critical dimension scatterometry to multi-electron beam approaches. Here, a multi-scale modeling approach is used to simulate data streams nominally generated by virtual tools inspecting virtual wafers. To this end, Java Monte Carlo Simulator for Secondary Electrons (JMONSEL) simulations are used to generate expected imaging responses of chosen test cases of patterns and defects with ability to vary parameters for beam energy, spot size, pixel size, and/or defect material and form factor. The patterns are representative of the design rules for aggressively-scaled FinFET-type designs. With these simulated images and resulting shot noise, a signal-to-noise framework is developed, which relates to defect detection probabilities. Additionally, with this infrastructure the effect of detection chain noise and frequency dependent system response can be made, allowing for targeting of best recipe parameters for multi-electron beam inspection validation experiments. Ultimately, leading to insights into how such parameters will impact tool design, including necessary doses for defect detection and estimations of scanning speeds for achieving high throughput for high-volume manufacturing. Simulated images are also executed for measurement of critical dimensions of the abovementioned class of FinFETs. Similarly, validation experiments for multi-electron critical dimension measurements may use the information extracted for development of volume manufacturing metrology systems.Description
A Dissertation Submitted to the State University of New York in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy SUNY Polytechnic Institute Colleges of Nanoscale Science and EngineeringRelated items
Showing items related by title, author, creator and subject.
-
Magnesium Oxide Tunneling Current and Ferromagnetic Film CharacterizationBull, Horace (SUNY Polytechnic Institute, 2016-05-01)Magnetic Tunnel Junctions are a very promising technology with the potential to replace numerous forms of computer memory a well as a wide range of other applications. Three novel studies are done demonstrating various aspects of MTJ design and manufacturing showing their importance in understanding device performance. First, a Vibrating Sample Magnetometer (VSM) study comparing Co40Fe40B20 and Co20Fe60B20 films of varying thicknesses between 0.6 nm and 3.2 nm is reported. Greater iron content is shown to increase the overall magnetic moment of the samples. Second, a Current in Plane Tunneling (CIPT) study is done showing the dependence Magnetoresistance (MR) has on the thickness of the MTJ free layer and the crystallinity of the active region of devices. A full MTJ device stack is developed, with free layer thicknesses from 0.6-1.75 nm and 1.5-3.3 nm creating a wedge profile on each sample wafer. CIPT shows a significant increase to MR with anneal, verifying the presence of the [001] crystal structure in post anneal samples using TEM. Third, Ta/Co40Fe40B20/MgO/Co40Fe40B20/Ta thin film metal-insulator-metal capacitors were developed to measure the tunneling effect and how it changes as a result of MgO thickness and CoFeB crystallinity. Devices were designed with: varied MgO thickness from 0.5 nm to 2 nm thick, with pre and post anneal CoFeB. Current-Voltage data was collected and device resistance was found to have a linear dependence on MgO thickness in the post anneal CoFeB/MgO/CoFeB samples. The uniformity of the IV data indicates potential for use monitoring devices during MTJ manufacturing.
-
3-D printed heterogenous substrate bandpass filtersNesheiwat, Issa (2021-09)With the demand for increasing frequencies in today’s communications systems, compact integrated circuits are challenging to achieve. Compact filters have typically been realized by modifying the circuit design including using LC resonators, defective ground structures, and adjusting the length ratios of resonators. Heterogenous substrates with controlled regions of dielectric loading offer a new design approach when it comes to manufacturing an RF component. In this thesis, additive manufacturing is used to selectively place low-K and high-K dielectric materials to achieve a compact form factor, improved bandwidth, and higher suppression in re-entry modes. First, microstrip coupled strip lines are simulated to model the basic coupling effects of loading a substrate. Next, three 2.45GHz parallel coupled bandpass microstrip filters are designed with differing substrates: low-K, high-K and high-K loaded to analyze the impact of loading within the substrate. The filter substrates are manufactured using a dual-extrusion FDM 3-D printer to combine both dielectrics, low-K ABS, and high-K PrePerm ABS1000, into a single heterogeneous substrate. Compared to the low-K dielectric alternative, the high-K loaded filter demonstrated a 30.8% decrease in length, while maintaining similar bandwidth and suppression of re-entry modes. Compared to the high-K filter, the high-K loaded filter showed a 9.4dB reduction in re-entry mode suppression, while maintaining similar footprint size.
-
Analysis of ground plane size, topography and location on a monopole antenna's performance utilizing 3-D printingCiraco, Vito (2021-09)The monopole antenna is widely used in communication applications and is typically mounted on various surfaces that act as ground planes; a prime example being the roof of a car. The shape of the ground plane can drastically change the patterns of the electromagnetic radiation of a monopole antenna as well as its RF performance. Extensive work [1,12-13] has been done on the numerical modeling of arbitrarily shaped ground planes. However, due to their geometric complexity, there is very little work reported on the practical testing component of physical antennas with these obscure ground plane structures. This thesis illustrates how the additive manufacturing process presented can be used to physically realize arbitrarily shaped ground planes and provides a low-cost process to verify the numerical model. Ground Planes were modified while maintaining the same antenna length to evaluate the impact on antenna performance. The antenna was not optimized or changed to a standard antenna design. Varying radius spherical ground planes are modelled, as well as modified ground plane structures to evaluate the impact of the ground plane on a 1.3GHz monopole antenna's performance and in some cases to modify the antenna's performance in terms of gain, bandwidth, and radiation pattern. Designs such as the planar ground with horn was found to enhance monopole bandwidth by more than 5 times that of a standard planar ground but significantly deteriorate the antenna's radiation pattern. Moreover, complex geometry such as the fin sphere ground plane offered a 25% increase in gain relative to the standard sphere ground. Designs like the edge-mounted sphere can offer directive gain and radiation characteristics simply by altering the antennas' location mount location with respect to its ground plane. The techniques presented in this thesis offer new ways of producing 3-D printed ground planes for RF applications that are easier to manufacture, lighter in weight, and can enhance antenna performance over their conventional counterparts.