Category: Civil, Environmental, and Geospatial Engineering

Academy for Engineering Education Leadership Inducts Three New Members

Sheryl Sorby, William Predebon, and Debra Larsen were inducted into the Michigan Tech Academy of Engineering Education Leadership on October 28, 2022.
Dr. Debra Larson

On Friday, October 28, the Michigan Tech community gathered to learn from, celebrate, and induct three outstanding educators into the Academy for Engineering Education Leadership. Janet Callahan, dean of the College of Engineering, hosted the induction ceremony.

Inductees were Debra Larson, PhD, Provost & Vice President for Academic Affairs, California State University-Chico; William Predebon, PhD, ME-EM Emeritus, Michigan Technological University; and Sheryl Sorby, PhD, Professor of Engineering Education, University of Cincinnati.

Dr. Bill Predebon

Creating pathways for all students to succeed is a primary focus for Debra Larson. She is a highly effective problem solver and resilient leader who respects shared governance and the diversity of experiences. She is passionate about innovating and delivering high-quality and hands-on education that prepares each generation of graduates for success and well-being. Dr. Larson earned her BS and MS in Civil Engineering from Michigan Tech, and her PhD in Civil Engineering from Arizona State University.

Encouraging faculty, staff and students to innovate, push boundaries, take risks, and be entrepreneurial was a daily activity for Bill Predebon while serving as ME-EM department chair for 25 years. Under his watch, the ME-EM department made tremendous strides in conducting interdisciplinary research, growing the doctoral program, expanding research funding and labs, and advancing the curriculum. Dr. Predebon earned his BS in Engineering Science at University of Notre Dame, and his MS and PhD in Engineering Mechanics from Iowa State University.

Dr. Sheryl Sorby

Serving as founding chair of the Department of Engineering Fundamentals at Michigan Tech, Sheryl Sorby developed and delivered a highly supportive first-year program—a legacy effort that remains to this day. Her groundbreaking research and outreach, focused on helping people across age groups and cultures to develop their 3-D spatial skills, has enabled educators to develop the capacity of students worldwide. Her curriculum is used by nearly 30 engineering programs in the United States. Dr. Sorby earned her BS in Civil Engineering, MS in Mechanical Engineering, and PhD in Engineering Mechanics, all at Michigan Tech.

The Academy for Engineering Education Leadership was established in 2018 by the College of Engineering. Two alumni, Sarah Rajala and Karl Smith, were inaugural inductees.

Excellence in Student Publishing

Global map with readership numbers marked at various locations.

This week, October 17–21, 2022, the Graduate School and the Van Pelt and Opie Library celebrate International Open Access Week. The event is organized by the Scholarly Publishing and Academic Resources Coalition (SPARC).

This year, we’re marking Open Access Week by recognizing the 10 years of master’s theses, doctoral dissertations and master’s reports (ETDRs) that are freely available to the world through Digital Commons @ Michigan Tech, the University’s institutional repository. This collection of works is comprehensive back to 2012, and some are nearly a decade older. With Digital Commons, we’re provided with usage statistics that show activity on the platform and across the web. Throughout the week, we’ll share stories and insights informed by these statistics that speak to how publishing Open Access has benefitted Michigan Tech students. In the meantime, take a moment to check out the collection of ETDRs on Digital Commons @ Michigan Tech.

One great feature of Digital Commons @ Michigan Tech is its shareable readership dashboard. This dashboard displays statistics related to how users are interacting with content on the repository. For example, users have downloaded Michigan Tech master’s theses, master’s reports and dissertations over 1.5 million times from 227 different countries.

Top Ten Visited Submissions

  1. 33,471 hits — “Determination of Bulk Density of Rock Core Using Standard Industry Methods
    Author: Kacy Mackenzey Crawford, Master of Science in Civil Engineering
  2. 18,930 hits — “Modeling, Simulation and Control of Hybrid Electric Vehicle Drive While Minimizing Energy Input Requirements Using Optimized Gear Ratios
    Author: Sanjai Massey, Master of Science in Electrical Engineering
  3. 18,484 hits — “Teaching the Gas Properties and Gas Laws: An Inquiry Unit with Alternative Assessment
    Author: Michael Hammar, Master of Science in Applied Science Education
  4. 17,781 hits — “Twelve Factors Influencing Sustainable Recycling of Municipal Solid Waste in Developing Countries
    Author: Alexis Manda Troschinetz, Master of Science in Environmental Engineering
  5. 14,281 hits — “Parameter Estimation for Transformer Modeling
    Author: Sung Don Cho, Doctor of Philosophy in Electrical Engineering
  6. 12,895 hits — “Aerothermodynamic Cycle Analysis of a Dual-Spool, Separate-Exhaust Turbofan Engine with an Interstage Turbine Burner
    Author: Ka Heng Liew, Doctor of Philosophy in Mechanical Engineering-Engineering Mechanics
  7. 12,597 hits — “Virus Purification, Detection and Removal
    Author: Khrupa Saagar Vijayaragavan, Doctor of Philosophy in Chemical Engineering
  8. 11,089 hits — “Measuring the Elastic Modulus of Polymers Using the Atomic Force Microscope
    Author: Daniel Hoffman, Master of Science in Materials Science and Engineering
  9. 11,050 hits — “Identity and Ritual: The American Consumption of True Crime
    Author: Rebecca Frost, Doctor of Philosophy in Rhetoric, Theory and Culture
  10. 10,561 hits — “Energy Harvesting from Body Motion Using Rotational Micro-Generation
    Author: Edwar. Romero-Ramirez, Doctor of Philosophy in Mechanical Engineering-Engineering Mechanics

To dig deeper into the collection, it consists of 2,611 dissertations, theses and reports with 76% of them available Open Access. The Open Access collection represents each college on campus:

  • College of Engineering: 58%
  • College of Sciences and Arts: 28%
  • College of Forest Resources and Environmental Science: 8%
  • College of Computing: 3%
  • College of Business: 1%
  • School of Technology: 1%

Citations for Student Engineering Works

Matthew Howard’s master’s thesis, “Multi-software modeling technique for field distribution propagation through an optical vertical interconnect assembly,” has been mentioned on Facebook 527 times. “Impact of E20 Fuel on High-Performance, Two-Stroke Engine,” a master’s report by Jon Gregory Loesche, was cited in a 2021 technical report by the National Renewable Energy Laboratory, a national laboratory of the U.S. Department of Energy.

By the Graduate School and the Van Pelt and Opie Library.

Graduate School Announces Fall 2022 Finishing Fellowship Award Recipients

Students walking on campus in the fall.

The Graduate School proudly announces the recipients of our Fall 2022 Finishing Fellowships. Congratulations to all nominees and recipients.

Finishing fellowship recipients in engineering graduate programs are:

  • Vishnu Chakrapani Lekha — Geological Engineering
  • Emily Shaw — Environmental Engineering
  • Jiachen Zhai — Mechanical Engineering-Engineering Mechanics
  • Rasoul Bayaniahangar — Mechanical Engineering-Engineering Mechanics
  • Xuebin Yang — Mechanical Engineering-Engineering Mechanics

Read more about the awardees on the Graduate School Newsblog.

SWE Hosts Evening with Industry in 2022

Event room with tables and presentation screen.

On September 20 the Society of Women Engineers (SWE) hosted its annual Evening with Industry (EWI). The event brought together over 115 students and sponsors from 23 companies. The highlight of the evening was keynote speaker Carrie Struss from Milwaukee Tool, who discussed career development and tips from her career journey.

The section would like to thank all who attended and participated in making the evening a success. “EWI has been held for 34 years. Its success is due to the involvement and commitment of the SWE Section and our EWI Committee,” said Gretchen Hein, the section’s advisor.

The EWI Committee comprised four students: Alli Hummel (civil engineering), Natalie Hodge (electrical and computer engineering), and Maci Dostaler and Kathleen Heusser (biomedical engineering).

The SWE section works closely with Career Services to ensure the sponsor registration and support runs smoothly. The section thanks the sponsors for their support and input. They are truly part of the Michigan Tech learning community. These corporate representatives visit with the students during EWI and guide the students through the transition from student to professional. These interactions greatly help students learn how to advocate for themselves and others as they begin their careers.

Many students commented about the benefits of EWI:

  • “I got to know the recruiters before Career Fair and was able to get an interview.”
  • “I talked with Gerdau after EWI and they pulled me aside, went through my resume, and did a mini interview!”
  • “The Textron recruiter I talked to was very excited about me coming to the Textron booth at Career Fair. I’m definitely applying to a company (CWC Textron) I hadn’t considered before today!”
  • “Last year, I stepped into a one-on-one meeting with Stellantis on a whim which led to a successful internship with them, changing my whole career direction!”

SWE has begun planning the 2023 EWI event. If you are interested in learning more about it, please contact us at SWEEWI@mtu.edu.

By Gretchen Hein, Advisor, Society of Women Engineers.

Related

SWE, Aerospace Enterprise Represent MTU at Women in Aviation Day

Women in Aviation Day banner with image of Amelia Earhart.

On September 17, 2022, eight students from the Aerospace Enterprise and Society of Women Engineers represented Michigan Tech at the first annual Women in Aviation Day in Wausau, Wisconsin.

Participating students were:

From Aerospace: Heather Goetz, Seth Quayle and Nolan Pickett (mechanical engineering); and Zoe Knoper (cybersecurity).

From SWE: Sophie Stewart and Katherine Rauscher (mechanical engineering); Kathryn Krieger (environmental engineering); and Cailyn Koerber (engineering management).

This event was hosted by the Learn Build Fly organization, which does incredible volunteer work in engaging their community in aviation. As summarized by Wausau’s WSAW-TV News Channel 7, “The event aimed to get more women involved in recreational and professional aviation. Children had the chance to participate in ‘Young Eagle Flights’ by going for airplane rides, while other aviation organizations gave information about their programs.”

Visitors to the event had the opportunity to see a 3D model of the newest Aerospace Enterprise satellite design and learn how these students were designing and building satellites to go into space, while the SWE team worked with visitors on an outreach activity, Paper Circuits.

Participants’ comments included:

Nolan Pickett: “Our Enterprise was given the opportunity to not only celebrate the women in our program, but also promote STEM to the next generation of college students — and fly in a WWII era B-25!”

Kathryn Krieger: “I loved being able to see so many young girls getting excited about STEM. It was really inspiring to see the many ways kids are getting involved with aviation and other STEM disciplines from such a young age.”

Both SWE and the Aerospace Enterprise teams enjoyed volunteering at Women in Aviation, learning more about the history of aviation and meeting with folks interested in aviation careers. This was a unique outreach opportunity and they appreciated the support they received from Admissions and the College of Engineering.

By Gretchen Hein, SWE Advisor.

Pasi Lautala: Railroads—Back to the Future

The US rail network comprises nearly 140,000 miles of track—and more than 200,000 highway-rail grade crossings. Photo credit: Eric Peterson.

Pasi Lautala shares his knowledge on Husky Bites, a free, interactive webinar this Monday, 9/26 at 6 pm. Learn something new in just 30 minutes or so, with time after for Q&A! Get the full scoop and register at mtu.edu/huskybites.

Dr. Pasi Lautala

What are you doing for supper this Monday night 9/26 at 6 ET? Grab a bite with Dean Janet Callahan and Pasi Lautala, associate professor of Civil, Environmental, and Geospatial Engineering at Michigan Tech.

Lautala directs Michigan Tech’s innovative Rail Transportation Program (RTP), preparing students to thrive and succeed in the rail industry—something he has done for the past 15 years.

Joining in will be Michigan Tech alumnus Eric Peterson, retired assistant chief engineer of public projects at CSX Transportation, who helped establish and grow the RTP at Michigan Tech.

During Husky Bites the two will share the secrets behind the energy efficiency of rail, and guide us from past railroads to what they are today. They’ll also discuss how railroads are securing a future in the era of rapid technology development. 

“Rail is considered more energy efficient. In many ways it is a more sustainable transportation mode compared to highway and air transport, says Lautala. “However, in order for rail transportation to keep up with the other modes of transportation, it must keep developing alongside them—and with an equal amount of passion. In the US, some of those challenges (but also opportunities) include long asset lives, non-flexible structures, and private ownership.”

Pat and Eric Peterson

Before moving to the US from Finland, Lautala worked for several summers with the Finnish Railway system. After graduating from Michigan Tech with his MS in Civil Engineering, he worked for five years as a railroad and highway engineering consultant in Chicago, before returning to Michigan Tech for his PhD in Rail Transportation and Engineering Education.

Michigan Tech’s Railroad Engineering Activity Club, aka REAC, is “for students interested in establishing contacts with, learning about, getting involved with, and a hair’s breadth away from being obsessed with the railroad and transportation industries in the United States of America and beyond.” Lautala and Peterson are honorary members.

“I first met Eric as a young consultant,” Lautala recalls. “He was one of the managers for our client, CSX Transportation. Once I returned to campus as a doctoral student, I learned Eric was a former classmate of my PhD advisor. Eric became an influential force and tireless supporter of our efforts to start the Rail Transportation Program. He still teaches some signals and communications lectures for us.”

“My wife, Pat, and I supported the startup of the Michigan Tech Rail Transportation Program with Pasi as the leader,” adds Peterson. “At the time, we were hiring engineers at CSX for all types of jobs, including field supervisors—people comfortable working both in the field and in the office. The rest of the rail industry was hiring, too.” 

“The railroad industry is still hungry for young people with interest and education in rail transportation,” says Lautala. When he first came to Michigan Tech from Finland in 1996 to earn an MS in Civil Engineering, Lautala brought the railroad bug with him. The son of a locomotive engineer, Lautala grew up in a culture that embraced rail transportation as a sustainable public transit alternative, as well as an efficient way to move freight.

While the US has the most extensive and efficient freight rail system in the world, the development of railroads had been on the back burner for decades, while the rest of the world kept moving forward, he observes. 

In 2007 Lautala established the RTP at Michigan Tech in order to advance rail education to a wide range of students, with integrated coursework, for both undergraduate and graduate students, and a minor in rail transportation. CN, Canadian National Railway Company, quickly came on board as a major sponsor of the program. The RTP also collaborates closely with many industry companies, associations and alumni. Their involvement provides professional networking, education, field trips, conferences, and guest speakers for Michigan Tech students involved in the Railroad Engineering and Activities Club (REAC), the first student chapter ever established by the American Railway Engineering and Maintenance of Way Association (AREMA).

“Students can also take part in hands-on rail industry-sponsored research projects across disciplines. Some topic areas include grade crossing and trespasser safety, materials research on railway equipment, locomotive emissions, the impact of climate change on railroads, and more,” says Lautala. Learning by doing is a central component of RTP’s approach to rail education.

Rail companies actively work with RTP to fill openings with Michigan Tech RTP students, whether for for full time jobs, internships or co-ops. And the RTP Experience wouldn’t be complete without the Railroad Night, an over 15 year tradition at Michigan Tech.

“Rail just makes sense, and it’s something this country needs.”

Pasi Lautala
Michigan Tech RTP students conduct field work

Lautala initially founded RTP’s innovative Summer in Finland program, which integrated an international component to rail education. It was an intensive five-week program, a collaboration among Michigan Tech, the Tampere University of Technology, and the North American and Finnish railroad industry. “That program created sufficient interest from the students and industry to officially launch the Rail Transportation Program,” Lautala says.

Outside Michigan Tech, Lautala serves as chair of National Academies’ Research Transportation Board Rail Group. “There are so many research possibilities—everything from infrastructure, with automated track-monitoring systems and recycled materials in railroad ties, to energy efficient equipment and operations,” he says.

Team Lautala!

Lautala’s own engineering research currently involves connected and autonomous vehicle communications at grade crossings, with fellow Civil, Environmental, and Geospatial Associate Professor Kuilin Zhang. The two are working to develop safe and efficient driving and routing strategies for autonomous vehicles at railroad grade crossings. Reduced energy consumption, emissions, and potential time delays are some of their goals. Their research is supported with two separate grants from the Federal Railroad Administration (FRA).

Dr. Lautala, how did you first get into engineering? What sparked your interest?

Prof. Lautala likes to fish, hunt, and play the accordian.

Probably my early summer internships, first at a rail construction site, and then with Finnish Railways.

Hometown?

Kangasala, Finland. I have split my life evenly between Finland and the US, twenty-five years each. I recently spent a year in Finland with my wife and two rascals (children): Olavi (10) and Ansel (8).

What do you like to do in your spare time?

Hobbies, you name it…..soccer (including coaching), hockey, golf, and many other sports. Three accordions and an equal number of bands. I’ve done some acting, too (though that’s been pretty quiet recently).

A rail adventure!

Eric, how did you first get into engineering? What sparked your interest?

I saw the Mackinac Bridge while it was under construction. A few years later when our subdivision was expanded, I spent the summer watching the grading contractor.  

Boating is another hobby. We have a 17’ boat for water skiing and a 20’ sailboat we use each summer for a few weeks on Crystal Lake near Frankfort, Michigan, when our family vacations together.

One of your most memorable accomplishments?

Training as a locomotive engineer.

Hometown?

I was born in Detroit and moved to Bloomfield Township when I was in the 4th grade. I am an only child. I married Patricia Paoli in 1970.

Eric and Pat thus far have three married adult children, and nine grandchildren.

What do you like to do in your spare time

My dad exposed me to both model railroading and real railroads. My primary hobby is model railroading in O Scale 2 rail, which is 1/48 scale. My work was all in the railroad industry.

Read more:

See Tracks? Think Train!

The Michigan Department of Transportation and Michigan Operation Lifesaver are partnering together to raise rail safety awareness. Most Americans today know the dangers associated with drunk driving, distracted driving or texting while crossing the street, But many are unaware of the risks they are taking around railroad tracks.

Kueber Watkins and Middlebrook Selected for 2022 CTL Instructional Awards

Melanie Kueber Watkins
Melanie Kueber Watkins

The Jackson Center for Teaching and Learning (CTL) congratulates the 2022 Deans’ Teaching Showcase members who have been selected to receive 2022 CTL Instructional Awards. Mark your calendars for the following fall semester events, where instructors will discuss the work that led to their nominations. After each presentation they will receive formal recognition and $600 in additional compensation.

CTL Instructional Award Series Schedule:

  • Sept. 29 — Innovative or Out-of-Class Teaching: Kristin Brzeski (CFRES) and Melanie Kueber Watkins (CEGE)
  • Oct. 13 — Large Class Teaching: Loredana Valenzano-Slough (Chemistry)
  • Nov. 8 — Curriculum Development or Assessment: Chris Middlebrook (ECE) and Josue Reynoso (CoB)
Christopher Middlebrook
Christopher Middlebrook

All events will take place from 3:45–4:45 p.m. Detailed presentation titles, topics and registration links for the events will be announced later.

The CTL would also like to thank previous instructional award recipients who were instrumental in the selection process.

We’re looking for nominations for the upcoming (2023) Deans’ Teaching Showcase during spring semester. Please consider suggesting (to your dean or chair) instructors whom you’ve seen make exceptional contributions in curriculum development, assessment, innovative or out-of-class teaching, or large class teaching.

By the Jackson Center for Teaching and Learning.


The Jackson Center for Teaching and Learning will recognize Kristin Brzeski (CFRES) and Melanie Kueber Watkins (CEGE) as co-recipients of the CTL Instructional Award for Innovative or Out of Class Teaching on Sept. 29 at 3:45 p.m.

Watkins’ award presentation is titled “Collaborative Classroom Cloud Computing.”

From the abstract:

“Dr. Watkins will highlight her use of project-based learning to enhance student computing skills and job preparedness. Her approach involved integrating new concepts and skills into courses for 2D hydraulic modeling with lidar data, including Linux scripting.”

Environmental Engineering Presentations at AEESP 2022

Environmental Engineering at the Confluence AEESP St. Louis 2022

Rose Daily and Benjamin Barrios, both PhD students in environmental engineering, traveled to St. Louis with their advisor, Daisuke Minakata (CEGE). They attended the Association of Environmental Engineering and Science Professors (AEESP) Conference on June 28-30, where they presented their research findings.

Daily gave her podium presentation about advanced reduction technology for the remediation of organic contaminants in water including per- and poly-fluoroalkyl substances (PFAS). Barrios presented a poster about an aquatic photochemistry project supported by the National Science Foundation.

The AEESP Research and Education Conference addresses the most critical environmental challenges of this era. Its theme, “Environmental Engineering and Science at the Confluence,” is designed to span the field of environmental engineering, to explore convergence and to highlight emerging developments.

Michigan Space Grant Consortium Awardees for 2022-2023

Michigan Space Grant Consortium NASA

The University of Michigan – Michigan Space Grant Consortium has announced grant recipients. Michigan Tech faculty and staff researchers receiving grants are:

Faculty Led Fellowships for Undergraduates

Brendan Harville for “Seismic Amplitude based Lahar Tracking for Real-Time Hazard Assessment.”

Sierra Williams for “Understanding the Controls of Solute Transport by Streamflow Using Concentration-Discharge Relationship in the Upper Peninsula of Michigan.”

Graduate Fellowships

Espree Essig for “Analyzing the effects of heavy metals on vegetation hyperspectral reflectance properties in the Mid-Continent Rift, USA.”

Caleb Kaminski for “Investigation of Ground-Penetrating Radar Interactions with Basaltic Substrate for Future Lunar Missions.”

Katherine Langfield for “Structural Characteristics of the Keweenaw and Hancock Faults in the Midcontinent Rift System and Possible Relationship to the Grenville Mountain Belt.”

Tyler LeMahieu for “Assessing Flood Resilience in Constructed Streambeds: Flume Comparison of Design Methodologies.”

Paola Rivera Gonzalez for “Impacts of La Canícula (“Dog Days of Summer”) on agriculture and food security in Salvadoran communities in the Central American Dry Corridor.”

Erican Santiago for “Perchlorate Detection Using a Graphene Oxide-Based Biosensor.”

Kyle Schwiebert for “LES-C Turbulence Models and their Applications in Aerodynamic Phenomena.”

HONES Awards

Paul van Susante for “Lunabotics Competition Robot.”

Research Seed Grants

Xinyu Ye for “Analyzing the effects of potential climate and land-use changes on hydrologic processes of Maumee River Watershed using a Coupled Atmosphere-Lake-Land Modeling System.”

Pre-College Educational Programs

Jannah Tumey for “Tomorrow’s Talent Series: Exploring Aerospace & Earth System Careers through Virtual Job-Shadowing.”

Q&A with Xin Xi: Uncovering Global Dust-Climate Connections

Dr. Xin Xi: “Surface weather observations are worth a refreshed look and can be used for improving our dust-climate modeling capability.”

GMES Assistant Professor Xin Xi’s new open-source dataset, duISD, is featured in Michigan Tech’s Unscripted Research blog. Here, he tells us more about it.

Q: How did you get started studying dust and desertification? 

XX: I grew up in humid southern China and had no experiences with dust storms when I was young. When I started college in Beijing, I had personal encounters with the “yellow dust” or Kosa (in Korea and Japan). The sky turned murky yellow every spring, while the whole city was shrouded in a cloud of dust blown from northwestern China. 

When I started graduate school at Georgia Tech, atmospheric aerosols emerged as a central theme in climate research, largely because they are capable of counteracting the warming effect of greenhouse gasses and play a crucial role in the hydrological cycle. Like many others, I became interested in my research due to the positive influence of my Ph.D. advisor, an expert in atmospheric aerosols, particularly mineral dust. 

Q: Why did you decide to revisit the use of horizontal visibility? 

XX: Primarily because of the long timespan of the visibility record from surface weather stations. It is by far the longest instrumental data record of dust, including regions near the dust source where modern-day satellites have difficulties providing reliable observations. 

Long-term, uninterrupted data records are paramount for understanding the variability of dust in response to climate and land use changes. I believe the visibility record has not been used to its full potential, so I took on the effort to develop a homogenized dust-climate record.

Q: Who do you imagine will get the most use from your new dataset? How would a researcher make use of it, and why? 

XX: This new dataset is an initial version of the dust-climate dataset I have been working on. Currently it consists of monthly records of the ambient dust burden at more than 10,000  weather stations worldwide. It is presented in an easy-to-read format, so anyone familiar with spreadsheets can use it. Dust researchers may find it useful, because they can avoid the tedious preprocessing steps with the raw data and are presented with summary statistics to help them pick the stations for their region of interest.

Dr. Xi used the dataset to characterize dust variability and climate connections around the world. The results of his study are featured in an article in the Journal of Geophysical Research: Atmospheres

Q: Do you intend to update with future versions? 

XX: Definitely. I plan to conduct data fusion by combining the surface observations with additional climate and land information from satellites or models.

Q: What are the most unique and noteworthy aspects of this research? 

XX: It is a climate data record development project, and the ultimate goal is to create a quality-controlled dataset for the climate community to study trends, variability and relationships about dust and climate. In addition, I believe the dataset can offer other insightful information about the deficiency of current climate models. 

Q: What do you plan to research next? 

XX: I plan to take on the next step of updating the initial dataset I created, and develop new analytic results, which can convince myself — and, hopefully, the climate community — that surface weather observations are worth a refreshed look and can be used for improving our dust-climate modeling capability.

Xi’s open-source dataset, duISD, can be accessed online