Bette and Neison Harris Professor of Teaching Excellence

Department of Industrial Engineering & Management Sciences

co-Director of the The Segal Design Institute

co-Director of Design Thinking and Communication

Northwestern University

2133 Sheridan Rd.

Evanston, IL 60208

(847) 491-5674

ankenman@northwestern.edu

- BS, Electrical Engineering, Case Western Reserve University (1984)
- MS, Manufacturing Systems Engineering, University of Wisconsin-Madison (1991)
- PhD, Industrial Engineering, University of Wisconsin-Madison (1995)

- Statistical Design of Industrial and Simulation Experiments
- Engineering Design and Development
- Quality Improvement and Quality Control
- Applied Statistical Methods

As a design engineer in the automotive parts industry, I found that the job of an engineer depends on the ability to efficiently collect and analyze data. Since many engineers have limited access to statistical methods, my research is to develop simple-to-use, yet statistically powerful tools for the design and analysis of both physical and simulation-based experiments. I have recently been involved with research on adapting design of experiment techniques for use in simulation experiments. These experiments are run on simulation models of manufacturing or other large scale systems and help engineers and managers to make tactical and strategic decisions based on realistic computer models.

Since I view statistical methods as tools to be used for a purpose, I am concerned with the entire process of design, development, and continuous improvement in industry. These broader interests have led to my directorship in the Segal Design Institute. In Segal, I direct all undergraduate education programs which focus on the full design process with special attention to meeting human needs with technology.

1. Bette and Neison Harris Chair in Teaching Excellence.

2. Charles Deering McCormick Professor of Teaching Excellence 2012-2015.

3. 2013
INFORMS Simulation Society Outstanding Simulation Publication Award for
Stochastic Kriging for Simulation Metamodeling, *Operations Research*, 2010.

4. NAE Frontiers of Engineering Education Symposium Participant, Irvine, CA. October, 2012.

5. Named to the Northwestern Associated Student Government Faculty Honor Roll. 2007

6. Visiting Fellow at the University of Southampton for 2004/2005.

7. McCormick School of Engineering Advisor of the Year - 2002

8. Morris E. Fine Junior Professor of Materials and Manufacturing, 1996-1999.

Erickson, C.B., Ankenman, B.E., and Sanchez, S.M. (2018) Comparison of Gaussian process modeling software, European Journal of Operational Research, 266, 179-192.

Duan, W., Ankenman, B. E., Sanchez, S., and Sanchez, P. (2017) Sliced Full-Factorial Latin Hyper Cube Designs as a Framework for a Batch Sequential Design Algorithm. Technometrics, 59, 11-22.

Ankenman, B.E.,
Cheng, R.C.H., Lewis, S. M. (2014) Screening for Dispersion Effects
by Sequential Bifurcation. *ACM: Transactions on Modeling and Computer
Simulation*, forthcoming.

Alaeddini, A.,
Yang, K., Mao, H., Murat, A., and Ankenman, B. (2013) An Adaptive Sequential Experimentation Methodology
for Expensive Response Surface Optimization - Case Study in Traumatic Brain
Injury Modeling, *Quality and
Reliability Engineering International*, forthcoming.

Dingus, C.,
Ankenman, B., Dean, A., and Sun, F. (2013) Identification of
dispersion effects in replicated two-level fractional factorial experiments,
*Journal of Statistical Theory and
Practice*, **7**, 687-702.

Alaeddini, A.,
Yang, K., Murat, A., and Ankenman, B. (2012) An Efficient Adaptive Sequential Methodology for Expensive
Response Surface Optimization, *Quality
and Reliability Engineering International*, **29**, 799-817.

Chen, X.,
Ankenman, B. E. and Nelson, B. L. (2012) Enhancing
Stochastic Kriging Metamodels with Gradient
Estimators, *Operations Research*, **61**, 512-528.

Chen, X.,
Ankenman, B. E., and Nelson, B. L. (2012) The Effects of Common Random Numbers on Stochastic Kriging Metamodels, *ACM: Transactions on Modeling and
Computer Simulation, ***22**, 7/1-7/20.

Yang, F., Liu, J., Nelson, B. L., Ankenman, B. E. and Tongarlak, M. (2011) Metamodeling for cycle time-throughput-product mix surfaces using progressive model fitting, Production Planning and Control, 22, 50-68.

Tamhane, A. C.,
Qiu, D., and Ankenman, B. E. (2010) A
parametric mixture model for clustering multivariate binary data,* Statistical Analysis and Data Mining*, **3**, 3-19.

Tongarlak,
M. H., Ankenman, B. E., Nelson, B. L., Borne, L. and Wolfe, K. (2010), Using
Simulation Early in the Design of a Fuel Injector Production Line, *Interfaces*, **40**, 107-117.

Wan,
H., Ankenman, B. E. and Nelson, B. L. (2010). Improving
the Efficiency and the Efficacy of Controlled Sequential Bifurcation, *INFORMS Journal on Computing*,** 22, **482-492.

Ankenman, B. E., Nelson, B. L. and Staum, J. (2010) Stochastic
Kriging for Simulation Metamodeling, *Operations
Research*, **58**, 371-382.

Hoyle, C., Chen, W., Ankenman, B., Wang, N. (2009), Optimal
Experimental Design of Human Appraisals for Modeling Consumer Preferences in
Engineering Design, *ASME Journal of
Mechanical Design*, **131**, 071002.

Ankenman B., Benjamin S., and Jacob P. (2008) An
innovative design program for engineering students, *Topics in Stroke Rehabilitation*, **15**, 145-145.

Yang, F., Ankenman, B. E., and Nelson, B. L. (2008) Estimating
Cycle Time Percentile Curves for Manufacturing Systems via Simulation,*
INFORMS Journal on Computing, ***20**,
628-643.

Wan, H. and Ankenman, B. E. (2007) Two-Stage Controlled Fractional
Factorial Screening for Simulation Experiments, *Journal of Quality Technology, ***39**,
126-139.

Yang,
F., Ankenman, B. E., and Nelson, B. L. (2007) Efficient
Generation of Cycle Time-Throughput Curves through Simulation and Metamodeling,
*Naval Research Logistics*, **54**, 78-93.

Easter, E. P. and Ankenman B. E. (2006) Evaluation
of the care and performance of comfort-stretch knit fabrics, *AATCC Review*, **6**, 28-32.

Wan,
H., Ankenman, B. E. and Nelson, B. L. (2006). Controlled
Sequential Bifurcation:A New
Factor-Screening Method for Discrete-Event Simulation, *Operations Research*, **54**,
743-755.

Easter,
E. P. and Ankenman B. E. (2005) A comparison of soil repellent vs. dual action fluorocarbon
finishes on cotton blends. *AATCC
Review*, **5**, 27-31.

Easter,
E. P. and Ankenman B. E. (2004) Care
practices for fluorocarbon treated garments: A case study. *AATCC Review*, **4**, 12-16.

Ankenman,
B., Colgate J. E., and McKenna A. (2004). IDEA, Implementing design throughout the curriculum at
Northwestern, *International Journal of Engineering Education*,
20,405-411.

Ankenman,
B. E. (2003). Identifying
Rising Ridge Behavior in Quadratic Response Surfaces, *IIE Transactions*, **35**, 493-502.

Ankenman,
B. E., Aviles, A. I. and Pinhiero, J. C. (2003). Optimal
Designs for Mixed-Effects Models with two Random Nested Factors, *Statistica** Sinica*, **13**,
385-401.

Tamhane,
A. C., Ankenman, B. E. and Yang, Y. (2002). The
Beta Distribution as a Latent Response Model for Ordinal Data (I): Estimation
of Location and Dispersion, *Journal
of Statistical Computation and Simulation*, **72**, 473-494.

Ankenman, B. E.,
Liu, H., Karr, A. F. and Picka, J. D. (2002). A
Class of Experimental Designs for Estimating a Response Surface and Variance
Components, *Technometrics*,
**44**, 45-54.

Rapoport,
J., Aldea, C. M., Shah, S. P., Ankenman, B. E. and
Karr, A. F. (2002). Permeability
of Cracked Steel Fiber-Reinforced Concrete, *ASCE Journal of Materials in Civil Engineering*, 14, 355-358.

Akkaya, Y., Shah, S. P. and Ankenman, B. E. (2001). Effect
of Fiber Dispersion on the Multiple Cracking of Cement Composites, *Journal of Engineering Mechanics*, **127**, 311-316.

Alberts,
K. S. and Ankenman, B. E. (2001). Simulating
Pearson and Spearman Correlation in Q-Sorts Using Excel: A Simulation Proof of
a Widely-Believed Result, *Social
Science Computer Review*, **19**,
221-226.

McDaniel,
W. R. and Ankenman, B. E. (2000). Comparing
Experimental Design Strategies for Quality Improvement with Minimal Changes to
Factor Levels, *Quality and
Reliability Engineering International*, **16**,
355-362.

McDaniel,
W. R. and Ankenman, B. E. (2000). A Response Surface Test
Bed, *Quality and Reliability
Engineering International*, **16**,
363-372. Test Bed Program and User Guide.

Ankenman, B. E.
and McDaniel, W. R. (2000). A *p*
Chart for Monitoring Capability Using Sensitivity Data, *Quality Engineering*, **12**, 462-469.

Jaiswal, S. S., Picka, J. D., Igusa, T., Karr, A.
F., Shah, S. P., Ankenman, B. E. and Styer, P.
(2000). Statistical
Studies of the Conductivity of Concrete Using ASTM C1202-94, *Concrete Science and Engineering*, **2**, 97-105.

Ankenman, B. E.
(1999). Design
of Experiments with Two-Level and Four-Level Factors, *Journal of Quality Technology*, **31**,
363-375. Tables of Designs

Bisgaard, S. and Ankenman, B. (1996). Standard
Errors for the Eigenvalues in Second Order Response Surface Models, *Technometrics*, **38**, 238-246.

Bisgaard,
S. and Ankenman, B. (1995). Analytic
Parameter Design, *Quality Engineering*,
**8**, 75-91.

Ankenman,
B., Bisgaard, S. and Osswald,
T. A. (1994). Experimental
Optimization of Computer Models, *Manufacturing
Review*, **7**, 332-345.

Duan,
W., Ankenman, B. E., Sanchez, S., and Sanchez, P. Sliced
Full-Factorial Latin Hyper Cube Designs as a Framework for a Batch Sequential
Design Algorithm. Under revision at *Technometrics*.

Ankenman, B. E., & Nelson, B. L. (2012, December). A quick assessment of input uncertainty. In Simulation Conference (WSC), Proceedings of the 2012 Winter (pp. 1-10). IEEE.

Tongarlak, M. H., Ankenman, B. E., & Nelson, B. L. (2011, December). Relative error stochastic kriging. In Proceedings of the Winter Simulation Conference (pp. 3628-3640). Winter Simulation Conference.

Chen, X., Ankenman, B., & Nelson, B. L. (2010, December). Common random numbers and stochastic kriging. In Proceedings of the Winter Simulation Conference (pp. 947-956). Winter Simulation Conference.

Ankenman, B., Nelson, B. L., & Staum, J. (2008, December). Stochastic kriging for simulation metamodeling. In Proceedings of the 40th Conference on Winter Simulation (pp. 362-370). Winter Simulation Conference.

Tongarlak, M. H., Ankenman, B., Nelson, B. L., Borne, L., & Wolfe, K. (2008, December). Using simulation early in the design of a fuel injector production line. In Proceedings of the 40th Conference on Winter Simulation (pp. 471-478). Winter Simulation Conference.

Fowler, J. W., Mackulak, G. T., Nelson, B. L., & Ankenman, B. (2007). Multi-Product Cycle Time and Throughput Evaluation Via Simulation on Demand. In Proceedings of the 2007 INFORMS Simulation Society Research Workshop.

Yang, Feng, Liu, J., Tongarlak, M. H., Ankenman, B., Nelson, B. L. (2007). Metamodelling for Cycle Time-throughput-product Mix Surfaces Using Progressive Model Fitting. In Proceedings of the 2007 INFORMS Simulation Society Research Workshop.

Ankenman, B. E., Cheng, R. C., & Lewis, S. M. (2006, December). A polytope method for estimating factor main effects efficiently. In Simulation Conference, 2006. WSC 06. Proceedings of the Winter (pp. 369-375). IEEE.

Yang, F., Ankenman, B. E., & Nelson, B. L. (2005, December). Estimation of percentiles of cycle time in manufacturing simulation. In Simulation Conference, 2005 Proceedings of the Winter (pp. 10-pp). IEEE.

Johnson, R. T., Yang, F., Ankenman, B. E., & Nelson, B. L. (2004). Nonlinear regression fits for simulated cycle time vs. throughput curves for semiconductor manufacturing. In Simulation Conference, 2004. Proceedings of the 2004 Winter (Vol. 2, pp. 1951-1955). IEEE.

Wan, H., Ankenman, B., & Nelson, B. L. (2003). Issues on simulation and optimization I: controlled sequential bifurcation: a new factor-screening method for discrete-event simulation. In Proceedings of the 35th conference on Winter simulation: driving innovation (pp. 565-573). Winter Simulation Conference.

Ankenman, B. E., Bekki, J. M., Fowler, J., Mackulak, G. T., Nelson, B. L., and Yang, F. (2011)
Simulation in Production Planning, Chapter 19 in *Planning Production and Inventories in the Extended Enterprise: A State
of the Art Handbook, Volume 1, *International Series in Operations Research
& Management Science, Springer, Eds: Kenmpf, K. G. and Uzsoy, R.

Ankenman, B. E. (2008) Robust Design, Chapter 40 in *Encyclopedia of Statistics in Quality and
Reliability*, John Wiley, Eds: Ruggeri, F., Kennet, R. and Faltin, F*.*

Ankenman,
B. E. and Dean, A. M. (2003). Quality Improvement and Robustness via Design of
Experiments, Chapter 8 in *Handbook of
Statistics*, **Vol. 22**, Elsevier Science, Eds:
Khattree, R. and Rao, C. R., 263-317.