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. 2023 Mar 25;48:109092. doi: 10.1016/j.dib.2023.109092

Mechanical testing data from neutron irradiations of PM-HIP and conventionally manufactured nuclear structural alloys

Janelle P Wharry a,⁎, Caleb D Clement a, Yangyang Zhao a, Katelyn Baird b, David Frazer b, Jatuporn Burns b, Yu Lu c, Yaqiao Wu c,d, Collin Knight b, Donna P Guillen b, David W Gandy e
PMCID: PMC10068549  PMID: 37020898

Abstract

This article presents the comprehensive mechanical testing data archive from a neutron irradiation campaign of nuclear structural alloys fabricated by powder metallurgy with hot isostatic pressing (PM-HIP). The irradiation campaign was designed to facilitate a direct comparison of PM-HIP to conventional casting or forging. Five common nuclear structural alloys were included in the campaign: 316L stainless steel, SA508 pressure vessel steel, Grade 91 ferritic steel, and Ni-base alloys 625 and 690. Irradiations were carried out in the Advanced Test Reactor (ATR) at Idaho National Laboratory (INL) to target doses of 1 and 3 displacements per atom (dpa) at target temperatures of 300 and 400 °C. This article contains the data collected from post-irradiation uniaxial tensile tests following ASTM E8 specifications, fractography of these tensile bars, and nanoindentation. By making this systematic and valuable neutron irradiated mechanical behavior dataset openly available to the nuclear materials research community, researchers may now use this data to populate material performance databases, validate material performance and hardening models, design follow-on experiments, and enable future nuclear code-qualification of PM-HIP techniques.

Keywords: Irradiation effects, Tensile testing, Nanoindentation, Fractography, Austenitic stainless steel, Ferritic/martensitic steel, Low alloy steel, Ni alloys


Specifications Table

Subject Material Characterization
Specific subject area Neutron irradiation effects on the mechanical behavior of nuclear reactor structural alloys, including steels and Ni-base alloys.
Type of data Table – Data tables are provided from uniaxial tensile testing and nanoindentation testing
Image – Images are provided from nanoindentation testing and fracture surface characterization (after uniaxial tensile testing)
How the data were acquired Three primary sets of data were collected: (1) uniaxial tensile testing of round tensile bars, (2) fracture surface imaging of broken tensile specimens, and (3) nanoindentation on 3 mm disc specimens.
Uniaxial tensile data was collected using a 13M Instron load frame located inside the hot cells at the Hot Fuel Examination Facility (HFEF) at Idaho National Laboratory (INL). Testing was conducted in accordance with ASTM standard E8 for threaded grip specimens. Tensile testing was conducted at ambient temperature in an argon environment. Strain rate was 8.78 × 10−3 s−1, which corresponds to a crosshead speed of 0.279 mm/min. After 10% strain, the strain rate was increased to 0.0315 s−1 (crosshead speed 1.0 mm/min) until failure.
Following tensile testing, selected fracture surfaces of interest were sectioned from the broken tensile specimens so that the fracture surface could be accommodated within a scanning electron microscope (SEM) for fractography. Fractography was conducted using a Lyra3 Tescan SEM, also at HFEF at INL.
Nanoindentation was conducted on disc specimens (3 mm diameter, ∼250 µm thickness) after surfaces were prepared by jet electropolishing in a 90% methanol + 10% perchloric acid solution at -20 °C. A Berkovich indenter tip was used in continuous stiffness mode. For the SA508 specimens, nanoindentation was conducted in load-controlled mode to a maximum load of 8000 µN with a loading time of 5 s, holding time of 5 s, and unloading time of 5 s. For all other alloys, nanoindentation was conducted in depth-controlled mode to a maximum depth of 3500 nm at a strain rate of 0.2 s−1. Indents were generally made in 6 × 5 indent arrays. All nanoindentation was conducted using a Hysitron TI-950 TriboIndenter operating in ambient temperature and atmosphere.
Note that alloy composition was measured using inductively coupled plasma atomic emission spectroscopy (ICP-AES).
Data format Raw – All data is provided in raw form
Description of data collection Uniaxial tensile data was conducted at ambient temperature in an argon environment within a hot cell. The applied strain rate was 8.78 × 10−3 s−1 until 10% strain was achieved, after which the strain rate was increased to 0.0315 s−1 until failure.
Fractography of selected fracture surfaces was conducted at ambient temperature in a high vacuum environment within a SEM.
Nanoindentation was conducted at ambient temperature in an atmospheric air environment. Berkovich nanoindentation was conducted at a strain rate of 0.2 s−1 using a loading time of 5 s, holding time of 5 s, and unloading time of 5 s.
Data source location Uniaxial tensile data and fracture surface images:
  • Idaho National Laboratory

  • Idaho Falls, ID

  • USA

Nanoindentation data:
  • Center for Advanced Energy Studies

  • Idaho Falls, ID

  • USA

Data accessibility Repository name: Mendeley Data
Data identification number: 10.17632/9z98kdkpyz.1
Direct URL to data: 10.17632/9z98kdkpyz.1
Related research article C. Clement, S. Panuganti, P.H. Warren, Y. Zhao, Y. Lu, K. Wheeler, D. Frazer, D.P. Guillen, D.W. Gandy, J.P. Wharry, Comparing structure-property evolution for PM-HIP and forged alloy 625 irradiated with neutrons to 1 dpa, Mater. Sci. & Engr. A 857 (2022) 144058. 10.1016/j.msea.2022.144058

Value of the Data

  • •

    Data represent a comprehensive mechanical characterization of unique neutron irradiated powder metallurgy - hot isostatically pressed (PM-HIP) structural alloys, with a direct comparison to the cast or forged counterpart alloy. Direct comparisons of advanced manufactured materials to their conventionally manufactured counterparts – particularly under neutron irradiation – are rare.

  • •

    Neutron irradiation experiments are costly, time-consuming, and challenging, so the resultant data can offer considerable value to the nuclear materials and irradiation effects research communities.

  • •

    Historical data from neutron irradiated materials (especially legacy power plant materials) have been poorly archived in the open, accessible literature. By making the data herein open and permanently accessible, we aim to contribute to growing this critical database.

  • •

    Researchers working in irradiation effects and nuclear reactor materials may be able to use these data to enhance our overall understanding of mechanical behavior of structural alloys under neutron irradiation, and guide future mechanistic experiments.

  • •

    Data can support future nuclear code qualification efforts for PM-HIP alloys.

  • •

    Data can be used for verification and validation of predictive mechanics models for nuclear structural material lifetimes and performance, including use as training data for machine learning models.

1. Objective

The objective is to publish the mechanical behavior data from neutron irradiated structural alloys fabricated by both powder metallurgy with hot isostatic pressing (PM-HIP) and conventional casting or forging. Neutron irradiations with post-irradiation examination (PIE) are required to qualify advanced materials for nuclear reactor service. But these neutron irradiation and PIE campaigns are time-consuming, often spanning 7 or more years, and can cost multiple millions of dollars partially because of the precautions necessary for characterizing radioactive specimens. Hence, data generated from these campaigns is of tremendous value to the nuclear materials and irradiation effects research communities. Here, we publish a comprehensive neutron irradiated mechanical testing dataset that enables direct comparisons of PM-HIP alloys to their cast/forged counterparts. Alloys studied are 316L stainless steel, SA508 pressure vessel steel, Grade 91 ferritic steel, and Ni-base alloys 625 and 690. Irradiations were carried out in the Advanced Test Reactor (ATR) to target doses of 1 and 3 displacements per atom (dpa) at target temperatures of 300 and 400 °C. Mechanical data included are ASTM E8 uniaxial tensile tests, fractography, and nanoindentation. This data can be used to populate material performance databases, validate models, design follow-on experiments, and enable future code-qualification of PM-HIP manufacturing.

2. Data Description

Nanoindentation, uniaxial tensile testing, and fractography are conducted on five nuclear structural alloys fabricated by PM-HIP and a conventional method (specifically, casting or forging), then irradiated to a range of doses and temperatures. The specific forms of data are:

Tensile Data – Raw data are provided in .csv format. Each data file corresponds to a single tensile specimen. Files contain a header with metadata including the specimen name, testing conditions, and experiment date and operator. The remainder of each file contains the tabulated measured stress-strain curve.

Fractography Data – Files are organized into folders by specimen (i.e., broken tensile bar). Multiple image files are collected from each specimen. Typically, an “overview” image is provided, with numerous additional higher-magnification images of representative areas on the fracture surface. All fractographs are provided in software-agnostic .jpg, .bmp, or .tiff format.

Nanoindentation Data – Files are organized into folders by specimen. Each folder contains three file types:

  • (1)

    One “Read Me” .txt file: The first line of these files lists the total number of indents, N, made on the given specimen (typically N = 20–30 indents per specimen). The remainder of this file lists the file names corresponding to each of these N indents and tabulates key indentation results and parameters, specifically: maximum indent depth hmax (nm), characteristic depth hc (nm), maximum load Pmax (µN), stiffness S (µN/nm), indent area A (nm2), effective depth heff (nm), reduced modulus Er (GPa), and hardness H (GPa). These values can be used with the corresponding raw data files (see #2 below) to calculate H versus depth and E versus depth curves, per the Oliver-Pharr method.

  • (2)

    A total of N raw data .txt files, each corresponding to one of the indents made on the given specimen. Indent depth (nm), load (µN), and time (s) are tabulated throughout the duration of each indent, from initial to deepest indent depths. Load-displacement curves can be generated from these raw data.

  • (3)

    Some specimen ID numbers will have an associated .jpg image that displays the array of indents made on the specimen. Images were not collected for all specimens, so are not available for all specimens (i.e., in all folders).

3. Experimental Design, Materials and Methods

This article presents a complete dataset from the mechanical testing conducted as part of a neutron irradiation campaign [1], [2], [3] aiming to directly compare the irradiation behavior of five PM-HIP [4], [5], [6] nuclear structural alloys to their conventional cast or forged counterparts. The intention of this article is to make this high-value, systematic neutron irradiated mechanical behavior dataset openly and permanently available to the nuclear materials community for research and practical purposes such as populating material performance databases, validating hardening models, designing follow-on experiments, and providing materials qualification data.

3.1. Materials and Irradiations

Five common nuclear structural alloys were studied, specifically 316L stainless steel, SA508 Grade 3 Class 1 pressure vessel steel, Grade 91 ferritic steel, and two Ni-based alloys 625 and 690. All five alloys had a PM-HIP version and a conventionally manufactured (cast or forged) version. Alloy compositions measured by ICP-AES and processing parameters are provided in Tables 1 and 2, respectively. The unirradiated thermal and mechanical behaviors of Alloys 625, 690, and 316L have been documented in Refs. [7], [8], [9] and the ion irradiation response of Alloy 625 in Ref. [10]. From each alloy, specimens were machined into either transmission electron microscopy (TEM) discs or round tensile bars, Fig. 1. The TEM discs were cut by wire electrical discharge machining (EDM) to 3 mm in diameter and ∼250 µm thick. They were subsequently hand polished using successively finer diamond suspensions (to the finest suspension of 1 µm diamond) to achieve a mirror finish and a final disc thickness of 150 µm for compliance with dimensions shown in Fig. 1. The tensile specimen geometries were guided by ASTM standard E8, having a total length of 76.2 mm (3 in) and gauge diameter of 6.35 mm (0.25 in). The tensile specimens were cut by computer numerical control (CNC) machining to a surface roughness of 3.2 µm. Each specimen was engraved with a unique identification (ID) number.

Table 1.

Alloy compositions in wt%, measured by ICP-AES.

Alloy Fabrication C Si Mn P S Cr Ni Mo Ti Cu Al Co Pb Fe V Nb N
625 PM-HIP 0.01 0.45 0.41 0.003 0.003 21.9 Bal 8.2 0.006 <0.1 <0.05 <0.1 <0.010 3.6 – – –
625 Forged 0.01 0.20 0.42 0.006 0.004 23.7 Bal 7.6 0.31 – 0.02 – – 3.5 – 3.6 –
690 PM-HIP 0.019 0.45 0.37 – 0.003 30.9 Bal – – 0.01 <0.02 – – 9.6 – – –
690 Forged – 0.12 0.59 – 0.003 31.3 Bal – 0.31 – 0.26 – – 10.3 – – –
Grade 91 PM-HIP 0.12 0.47 0.62 0.004 0.003 8.78 0.08 0.92 – – 0.12 – – Bal 0.27 – –
Grade 91 Cast 0.10 0.24 0.48 0.004 0.008 8.40 0.09 0.86 – – 0.05 – – Bal 0.20 – –
SA 508 PM-HIP 0.01 0.21 1.39 0.002 0.005 0.18 0.79 0.37 – – – – – Bal – – –
SA 508 Forged 0.02 0.31 0.46 0.003 0.007 0.21 0.50 0.26 – – – – – Bal 0.01 – –
316L PM-HIP 0.004 0.88 1.41 0.005 0.005 17.6 12.5 2.10 – – – – – Bal – – <0.1
316L Forged 0.03 0.52 1.52 0.045 <0.03 16.3 10.7 1.86 – 0.35 – – – Bal – – <0.1

Table 2.

Alloy processing parameters [18].

Alloy HIP Parameters (Pressure, Temperature, Time) Heat Treatment
625 15 ksi, 1149 °C, 4 h Solution cycle 1171 ± 14 °C, 2 h; water quench
690 15 ksi, 1149 °C, 4 h Solution cycle 1177 ± 14 °C, 2 h; water quench
Grade 91 15 ksi, 1121 °C, 4 h Normalize 1060 ± 14 °C, 2.5 h; forced air fan cooling; temper 777 ± 14°C, 4.5 h; air cooling
SA 508 15 ksi, 1121 °C, 4 h Solution cycle 1121 °C, 2 h; water quench; normalize 899 °C, 10 h; water quench; temper 649 °C, 10 h; air cooling
316L 15 ksi, 1121 °C, 4 h Solution cycle 1066 ± 14 °C, 1 h; water quench

Fig. 1.

Fig 1

Specimen geometries of (a) TEM discs and (b) tensile bars (all dimensions in inches).

Following machining and dimensional inspections, specimens were loaded for irradiation experiments into non-instrumented stainless steel capsules, which acted as sealed pressure boundaries between the specimens and the reactor coolant. Capsules were pressurized with He or Ar gas to control temperature; quartz-encapsulated melt wires in capsules were used to estimate in-pile temperature history. Capsules were then assembled into test trains for reactor insertion. Additionally, the irradiation experiment design process included structural, thermal, and neutronic analyses as described in Refs. [11,12]. A comprehensive description of the capsule design, assembly, and irradiation experiment design is provided in Ref. [1].

The test trains were loaded into Advanced Test Reactor (ATR) inboard positions A-6, A-7, and A-8. The irradiation occurred during ATR cycles 164A, 164 B, 166A and 166B, between May 9, 2018, and January 10, 2020. The estimated total irradiation dose was calculated using MCNP5 release 1.60 [13,14] using microscopic cross-section data generated by NJOY [15]. Specimen maximum and average temperatures during irradiation were estimated by finite-element analysis in ABAQUS, together with the melt wire analysis, as described in refs. [16,17]. As-run thermal and dose analysis is comprehensively described in Ref. [1].

The actual neutron irradiation doses ranged ∼0.5–4.5 displacements per atom (dpa) and actual specimen average temperatures ranged ∼260–400 °C. The specific dose and temperature history of each specimen is listed in Table 3, Table 4, Table 5, Table 6, Table 7, Table 8, which are organized by alloy. The type of mechanical testing data obtained from each specimen – i.e., nanoindentation, uniaxial tensile testing, and/or fractography – is also specified in Table 3, Table 4, Table 5, Table 6, Table 7, Table 8.

Table 3.

List of files for 304L stainless steel specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Cast 701 Tensile 3 400 2.98 388 – Yes –
702 Tensile 3 400 3.36 398 – Yes –
722 Tensile 3 400 3.15 379 – Yes –
723 Tensile 3 400 2.70 385 – Yes –

Table 4.

List of files for 316L stainless steel specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Cast 643 TEM Disc 3 400 3.83 396 Yes – –
704 Tensile 3 400 3.84 379 – Yes –
705 Tensile 3 400 3.94 382 – Yes –

PM-HIP 646 TEM Disc 3 400 4.00 397 Yes – –
719 Tensile 3 400 3.91 380 – Yes –
720 Tensile 3 400 3.77 373 – Yes Yes

Table 5.

List of files for Alloy 625 specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Forged Unirrad TEM Disc 0 0 0 0 Yes – –
Unirrad Tensile 0 0 0 0 – Yes –
448 TEM Disc 1 400 1.06 385 Yes – –
520 Tensile 1 400 0.71 355 – Yes –
521 Tensile 1 400 0.52 338 – Yes Yes
303 Tensile 3 300 4.32 269 – – –
304 Tensile 3 300 4.43 270 – Yes –
615 TEM Disc 3 400 4.20 398 Yes – –
603 Tensile 3 400 3.84 380 – Yes Yes
604 Tensile 3 400 4.01 392 – – –

PM-HIP Unirrad TEM Disc 0 0 0 0 Yes – –
Unirrad Tensile 0 0 0 0 – Yes –
452 TEM Disc 1 400 1.05 385 Yes – –
459 Tensile 1 400 0.73 339 – Yes –
460 Tensile 1 400 0.53 321 – Yes Yes
342 Tensile 3 300 4.40 264 – Yes –
343 Tensile 3 300 4.23 257 – Yes –
609 TEM Disc 3 400 4.27 398 Yes – –
671 Tensile 3 400 3.93 384 – Yes –
672 Tensile 3 400 3.69 367 – Yes Yes

Table 6.

List of files for Alloy 690 specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Forged Unirrad Tensile 0 0 0 0 – Yes –
415 TEM Disc 1 400 1.09 389 Yes – –
518 Tensile 1 400 0.99 358 – Yes –
519 Tensile 1 400 0.86 335 – Yes –
301 Tensile 3 300 3.79 284 – Yes –
302 Tensile 3 300 4.13 306 – Yes –
627 TEM Disc 3 400 4.11 398 Yes – –
601 Tensile 3 400 3.12 373 – Yes –
602 Tensile 3 400 3.52 385 – Yes –

PM-HIP Unirrad Tensile 0 0 0 0 – Yes –
408 TEM Disc 1 400 1.09 388 Yes – –
457 Tensile 1 400 0.99 342 – Yes –
458 Tensile 1 400 0.86 368 – Yes –
344 Tensile 3 300 3.96 288 – Yes –
345 Tensile 3 300 3.53 266 – Yes –
621 TEM Disc 3 400 4.14 398 Yes – –
673 Tensile 3 400 3.29 378 – Yes –
674 Tensile 3 400 2.82 378 – Yes –

Table 7.

List of files for Grade 91 steel specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Cast Unirrad Tensile 0 0 0 0 – Yes –
425 TEM Disc 1 400 0.99 389 Yes – –
503 Tensile 1 400 1.00 386 – Yes Yes
504 Tensile 1 400 0.99 376 – Yes –
666 TEM Disc 3 400 3.97 397 Yes – –
605 Tensile 3 400 3.71 363 – Yes –
703 Tensile 3 400 3.54 362 – Yes Yes

PM-HIP Unirrad Tensile 0 0 0 0 – Yes –
424 TEM Disc 1 400 0.99 389 Yes – –
403 Tensile 1 400 1.02 367 – Yes Yes
404 Tensile 1 400 1.01 358 – Yes –
636 TEM Disc 3 400 3.74 397 Yes – –
605 Tensile 3 400 3.71 363 – Yes –
670 Tensile 3 400 3.68 362 – Yes Yes
721 Tensile 3 400 3.40 351 – Yes –

Table 8.

List of files for SA508 steel specimens.

Fabrication Specimen ID Specimen Type Target Dose [dpa] Target Temp [°C] Actual Dose [dpa] Actual Avg Temp [°C] Nanoindent Tensile Fracto-graphy
Forged Unirrad TEM Disc 0 0 0 0 Yes – –
Unirrad Tensile 0 0 0 0 – Yes –
110 TEM Disc 1 300 0.69 286 Yes – –
114 TEM Disc 1 300 0.69 286 Yes – –
201 Tensile 1 300 0.53 265 – Yes –
206 Tensile 1 300 0.83 270 – Yes –
437 TEM Disc 1 400 0.95 384 Yes – –
501 Tensile 1 400 0.96 362 – Yes –
502 Tensile 1 400 0.98 385 – Yes Yes

PM-HIP Unirrad TEM Disc 0 0 0 0 Yes – –
Unirrad Tensile 0 0 0 0 – Yes –
104 TEM Disc 1 300 0.70 286 Yes – –
101 Tensile 1 300 0.54 266 – Yes –
127 Tensile 1 300 0.84 273 – Yes –
434 TEM Disc 1 400 0.98 388 Yes – –
401 Tensile 1 400 0.97 343 – Yes Yes
402 Tensile 1 400 1.00 365 – Yes –

3.2. Mechanical Testing of Irradiated Specimens

After neutron irradiation, all specimens are unloaded from their capsules, decontaminated, and sorted within the radioactive material handling host cells at the Hot Fuel Examination Facility (HFEF) at Idaho National Laboratory (INL). From there, tensile specimens were moved within the HFEF hot cells for uniaxial tensile testing, while the TEM disc specimens were packaged for shipping to the Center for Advanced Energy Studies (CAES) for nanoindentation testing.

Uniaxial tensile data was collected using a 13M Instron load frame located inside the INL HFEF hot cells. Although this load frame is dedicated for radioactive materials, the unirradiated tensile bars were also tested on this same load frame for consistency and to eliminate effects of instrument variability. Testing was conducted in accordance with ASTM standard E8 for threaded grip specimens. All tensile testing was conducted at ambient temperature in an Ar environment. Strain rate was 8.78 × 10−3 s−1, which corresponds to a crosshead speed of 0.279 mm/min. After 10% strain, the strain rate was increased to 0.0315 s−1 (crosshead speed 1.0 mm/min) until failure.

Following tensile testing, some specimens of interest were selected for fractography. To prepare specimens for fractography, ∼1-2 mm (including the fracture surface) was cut off the end of one of the broken “halves” of the tensile bar. Cutting was done with a low-speed saw, and the cut was made normal to the tensile axis. This allowed for the fracture surface to be accommodated face-up within a scanning electron microscope (SEM) for fractography, and also minimized the radioactive material volume within the SEM. The cutting was done in the hot cells in HFEF, then specimens were subsequently moved into the Lyra3 Tescan SEM, also at HFEF at INL. SEM images were collected in secondary electron (SE) mode. An overview image of the entire fracture surface was taken for each specimen of interest. Additional images were taken to show representative features of the fracture surface in higher magnification and detail.

Nanoindentation was conducted on the TEM disc specimens shipped to CAES. Their surfaces were first prepared by jet electropolishing in a 90% methanol + 10% perchloric acid solution maintained at -20 °C. A Berkovich indenter tip was used in continuous stiffness mode. For the SA508 specimens, nanoindentation was conducted in load-controlled mode to a maximum load of 8000 µN with a loading time of 5 s, holding time of 5 s, and unloading time of 5 s. For all other alloys, nanoindentation was conducted in depth-controlled mode to a maximum depth of 3500 nm at a strain rate of 0.2 s−1. Indents were generally made in 6 × 5 indent arrays. All nanoindentation was conducted using a Hysitron TI-950 TriboIndenter at CAES operating in ambient temperature and atmosphere.

Ethics Statements

This work did not involve human subjects, animal experiments, or data collected from social media platforms.

CRediT authorship contribution statement

Janelle P. Wharry: Conceptualization, Project administration, Supervision, Funding acquisition, Writing – original draft. Caleb D. Clement: Investigation, Data curation, Writing – review & editing. Yangyang Zhao: Investigation, Data curation, Writing – review & editing. Katelyn Baird: Investigation, Writing – review & editing. David Frazer: Investigation, Writing – review & editing. Jatuporn Burns: Investigation, Writing – review & editing. Yu Lu: Investigation, Writing – review & editing. Yaqiao Wu: Investigation, Writing – review & editing. Collin Knight: Project administration, Supervision, Writing – review & editing. Donna P. Guillen: Project administration, Supervision, Funding acquisition, Writing – review & editing. David W. Gandy: Conceptualization, Project administration, Funding acquisition, Writing – review & editing.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgments

This work was supported by the US Department of Energy Office of Nuclear Energy, through the Nuclear Science User Facilities (NSUF) award 15-8242; and the Electric Power Research Institute. CDC was partially funded by the US Nuclear Regulatory Commission award 31310021M0035.

Data Availability

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