diff --git a/_cite/.cache/cache.db b/_cite/.cache/cache.db
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index c893dd5..0000000
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diff --git a/_cite/.cache/99/c6/1e19fd86ca3281c097b18e5148f6.val b/_cite/.cache/f4/af/19a5e66005165b6b05bec988e517.val
similarity index 80%
rename from _cite/.cache/99/c6/1e19fd86ca3281c097b18e5148f6.val
rename to _cite/.cache/f4/af/19a5e66005165b6b05bec988e517.val
index 789917f..60100ad 100644
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diff --git a/_data/citations.yaml b/_data/citations.yaml
index fdb16c3..1923c09 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -1,5 +1,90 @@
# DO NOT EDIT, GENERATED AUTOMATICALLY
+- id: doi:10.1063/5.0318270
+ title: Approximation of forces and torques from anisotropic pairwise interactions
+ using multivariate polynomials
+ authors:
+ - Mohammadreza Fakhraei
+ - Michaela Bush
+ - Chris A. Kieslich
+ - Michael P. Howard
+ publisher: The Journal of Chemical Physics
+ date: '2026-04-09'
+ link: https://doi.org/hb2vxf
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
+- id: doi:10.1063/5.0307665
+ title: Effects of skewing collision cells on transport properties in multiparticle
+ collision dynamics simulations
+ authors:
+ - Jinny Cha
+ - Wilfred Kwabena Darko
+ - Jeremy C. Palmer
+ - Michael P. Howard
+ publisher: The Journal of Chemical Physics
+ date: '2026-03-06'
+ link: https://doi.org/hbs2gt
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
+- id: doi:10.1039/D5ME00129C
+ title: Design of simple interactions to assemble complex crystals from binary mixtures
+ of colloidal particles
+ authors:
+ - Beth Hsiao-Yen Wei
+ - C. Levi Petix
+ - Qizan Chen
+ - Michael P. Howard
+ - Jeetain Mittal
+ publisher: Molecular Systems Design & Engineering
+ date: '2026-01-01'
+ link: https://doi.org/hbs2gv
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
+- id: doi:10.21105/joss.08962
+ title: 'lammpsio: Transparent and reproducible handling of LAMMPS particle data
+ in Python'
+ authors:
+ - C. Levi Petix
+ - Mayukh Kundu
+ - Michael P. Howard
+ publisher: Journal of Open Source Software
+ date: '2025-12-21'
+ link: https://doi.org/hbs2gw
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
+- id: doi:10.1063/5.0302659
+ title: Inverse design of drying-induced assembly of multicomponent colloidal-particle
+ films using surrogate models
+ authors:
+ - Mayukh Kundu
+ - Michaela Bush
+ - Chris A. Kieslich
+ - Michael P. Howard
+ publisher: The Journal of Chemical Physics
+ date: '2025-12-10'
+ link: https://doi.org/hbhv7h
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
+- id: doi:10.1063/5.0299726
+ title: "Mesoscale particle-based simulations of flow in expansion\u2013contraction\
+ \ microchannels at low Reynolds number"
+ authors:
+ - Tzortzis Koulaxizis
+ - Clara De La Torre Garcia
+ - C. Levi Petix
+ - Antonia Statt
+ - Michael P. Howard
+ publisher: The Journal of Chemical Physics
+ date: '2025-11-19'
+ link: https://doi.org/hbs2gx
+ orcid: 0000-0002-9561-4165
+ plugin: orcid.py
+ file: orcid.yaml
- id: doi:10.1021/acs.jpcb.5c01451
title: Approximation of Anisotropic Pair Potentials Using Multivariate Interpolation
authors:
@@ -28,8 +113,8 @@
plugin: orcid.py
file: orcid.yaml
- id: doi:10.1039/D4SM01301H
- title: Effects of ligand vs. linker on phase behavior and mechanical properties
- of nanoparticle gels
+ title: "Effects of ligand\n vs.\n linker\
+ \ on phase behavior and mechanical properties of nanoparticle gels"
authors:
- Qizan Chen
- Dinesh Sundaravadivelu Devarajan
diff --git a/_data/software.yaml b/_data/software.yaml
index 0b4eba5..257ad80 100644
--- a/_data/software.yaml
+++ b/_data/software.yaml
@@ -46,7 +46,7 @@
- title: flyft
subtitle:
group: featured
- image: images/software.png
+ image: images/flyft_icon.png
link: https://github.com/mphowardlab/flyft
description: flyft is a classical density functional theory solver.
repo:
diff --git a/_members/chmel-emilio.md b/_members/chmel-emilio.md
new file mode 100644
index 0000000..e399811
--- /dev/null
+++ b/_members/chmel-emilio.md
@@ -0,0 +1,11 @@
+---
+name: Emilio Chmel
+image: images/chmel-emilio.jpg
+role: undergrad-student
+links:
+ email: eac0178@auburn.edu
+---
+
+Emilio joined the lab in 2026 as an undergraduate researcher. He and Benjamin are
+currently investigating the drying behavior of binary mixtures of big and small particle
+ssuspension using different solvent models.
diff --git a/_members/dempsey-miles-mari.md b/_members/dempsey-miles-mari.md
new file mode 100644
index 0000000..fb0f617
--- /dev/null
+++ b/_members/dempsey-miles-mari.md
@@ -0,0 +1,13 @@
+---
+name: Mari Miles Dempsey
+image: images/dempsey-miles-mari.jpg
+role: phd-student
+links:
+ email: mzd0127@auburn.edu
+education:
+ - Auburn University, B.S. in Chemical Engineering
+---
+
+Mari Miles joined the lab in 2025 and is co-advised by Dr. Virginia Davis. Her
+research combines experimental and computational approaches to understand the
+physical properties of anisotropic nanoparticles.
diff --git a/_members/forson-benjamin.md b/_members/forson-benjamin.md
index b6c1d6c..da26bc3 100644
--- a/_members/forson-benjamin.md
+++ b/_members/forson-benjamin.md
@@ -1,7 +1,7 @@
---
name: Benjamin Forson
image: images/forson-benjamin.jpg
-role: phd-student
+role: phd-candidate
links:
email: bzf0037@auburn.edu
education:
diff --git a/_members/israel-amusan-aanuoluwa.md b/_members/israel-amusan-aanuoluwa.md
new file mode 100644
index 0000000..91f92a3
--- /dev/null
+++ b/_members/israel-amusan-aanuoluwa.md
@@ -0,0 +1,13 @@
+---
+name: Aanuoluwa Amusan Israel
+image: images/israel-amusan-aanuoluwa.jpg
+role: phd-student
+links:
+ email: aia0017@auburn.edu
+education:
+ - Ladoke Akintola University of Technology (LAUTECH), B.Sc. Chemical Engineering
+---
+
+Aanuoluwa joined the lab in 2025. His research uses particle-based modeling and
+machine learning to understand the self-assembly of colloidal-particle coatings
+with composition gradients.
diff --git a/_members/kundu-mayukh.md b/_members/kundu-mayukh.md
index 707172b..c1dbb19 100644
--- a/_members/kundu-mayukh.md
+++ b/_members/kundu-mayukh.md
@@ -1,15 +1,17 @@
---
name: Mayukh Kundu
image: images/kundu-mayukh.jpg
-role: phd-candidate
+role: phd-alum
links:
email: mzk0148@auburn.edu
google-scholar: iwXef-gAAAAJ
education:
- S.R.M. Institute of Science and Technology, Kattankulathur (IN),
B.S. in Chemical Engineering
+ - Auburn University, Ph.D. in Chemical Engineering (2025)
---
-Mayukh joined the lab as its first graduate student in 2021. His research uses
-computational modeling to design self-stratifying colloidal films and
-supraparticles.
+Mayukh joined the lab as its first graduate student in 2021 and was a member
+until 2025. His research used computational modeling to design self-stratifying
+colloidal films and supraparticles. He was awarded the Department of Chemical
+Engineering Outstanding Professional Progress Award in 2023.
diff --git a/_members/mcelheny-dylan.md b/_members/mcelheny-dylan.md
index 859339c..ea00376 100644
--- a/_members/mcelheny-dylan.md
+++ b/_members/mcelheny-dylan.md
@@ -1,9 +1,11 @@
---
name: Dylan McElheny
image: images/mcelheny-dylan.jpg
-role: undergrad-student
+role: undergrad-alum
links:
email: drm0066@auburn.edu
---
-Dylan joined the lab in 2025 as an undergraduate researcher. He and Mohammadreza are currently studying surrogate models to approximate pairwise interactions of proteins.
+Dylan was part of the lab from Spring 2025 to Spring 2026 as an undergraduate
+researcher with Mohammadreza. He studied surrogate models to approximate pairwise
+interactions of peptides.
diff --git a/_members/overton-griffin.md b/_members/overton-griffin.md
new file mode 100644
index 0000000..ce53dab
--- /dev/null
+++ b/_members/overton-griffin.md
@@ -0,0 +1,10 @@
+---
+name: Griffin Overton
+image: images/overton-griffin.jpg
+role: undergrad-student
+links:
+ email: gdo0009@auburn.edu
+---
+
+Griffin joined the lab in 2025 as an undergraduate researcher. He and Levi studied the axial dispersion of polymers in microchannels. He was awarded an undergraduate research fellowship to study nanocrystal stability in ionic liquids.
+
diff --git a/images/2026-04-group.jpg b/images/2026-04-group.jpg
new file mode 100644
index 0000000..c79f006
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diff --git a/images/chmel-emilio.jpg b/images/chmel-emilio.jpg
new file mode 100644
index 0000000..7e64c3d
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diff --git a/images/dempsey-miles-mari.jpg b/images/dempsey-miles-mari.jpg
new file mode 100644
index 0000000..fdbe6b9
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diff --git a/images/flyft_icon.png b/images/flyft_icon.png
new file mode 100644
index 0000000..a14d6fa
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diff --git a/images/israel-amusan-aanuoluwa.jpg b/images/israel-amusan-aanuoluwa.jpg
new file mode 100644
index 0000000..d1075ab
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diff --git a/images/overton-griffin.jpg b/images/overton-griffin.jpg
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index 0000000..462985d
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diff --git a/index.md b/index.md
index 19b02fa..f05a040 100644
--- a/index.md
+++ b/index.md
@@ -46,7 +46,7 @@ computational scientists.
{%
include feature.html
- image="images/2025-02-group.jpg"
+ image="images/2026-04-group.jpg"
link="people"
title="Our Team"
flip=true
diff --git a/research/index.md b/research/index.md
index 3e508be..069c8ef 100644
--- a/research/index.md
+++ b/research/index.md
@@ -242,5 +242,4 @@ also conducting a sensitivity analysis for the different climates found
throughout the United States. This work will enable optimization of and improved
decision-making about materials used in advanced bus technologies.
-This work is supported by the Federal Transit Administration (Low- and
-No-Emission Component Assessment Program).
+This work is supported by the Federal Transit Administration Component Assessment Program.