research report

Development of a path flow estimator for inferring steady-state and time-dependent origin-destination trip matrices

Publication Date

June 1, 2008

Author(s)

Michael Zhang, Yu Nie, Wei Shen, Ming-Sheng Lee, Sarawut Jansuwan, Piya Chootinan, Surachet Pravinvongvuth, Anthony Chen, Will Recker

Abstract

This report describes how a previously proposed logit path flow estimator (LPFE) has been further developed in order to improve the reliability and efficiency of origin-destination (O-D) trip table estimates. The report describes how both steady-state and time-dependent LPFE are implemented in an object-oriented programming (OOP) framework. The performance of the LPFE is tested using synthetic data and the accuracy and reliability of its O-D trip table estimates are quantified. The report also describes the development of Visual PFE and Visual PFE-TD, which are the graphic user interfaces (GUI) for both static and time-dependent LPFE.

Suggested Citation
Michael Zhang, Yu Nie, Wei Shen, Ming S. Lee, Sarawut Jansuwan, Piya Chootinan, Surachet Pravinvongvuth, Anthony Chen and Wilfred W. Recker (2008) Development of a path flow estimator for inferring steady-state and time-dependent origin-destination trip matrices. University of California, Berkeley / California Partners for Advanced Transit and Highways, p. 119p.

conference paper

Bridging the Binary Analysis Gap: A Cross-Compiler Dataset and Neural Framework for Industrial Control Systems

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2

Publication Date

August 3, 2025

Author(s)

Yonatan G. Achamyeleh, Shih-Yuan Yu, Gustavo Q. Araya, Mohammad Al Faruque

Areas of Expertise

Abstract

Industrial Control Systems (ICS) rely heavily on Programmable Logic Controllers (PLCs) to manage critical infrastructure, yet analyzing PLC executables remains challenging due to diverse proprietary compilers and limited access to source code.To bridge this gap, we introduce PLC-BEAD, a comprehensive dataset containing 2431 compiled binaries from 700+ PLC programs across four major industrial compilers (CoDeSys, GEB, OpenPLC-V2, OpenPLC-V3). This novel dataset uniquely pairs each binary with its original Structured Text source code and standardized functionality labels, enabling both binary-level and source-level analysis. We demonstrate the dataset’s utility through PLCEmbed, a transformer-based framework for binary code analysis that achieves 93% accuracy in compiler provenance identification and 42% accuracy in fine-grained functionality classification across 22 industrial control categories. Through comprehensive ablation studies, we analyze how compiler optimization levels, code patterns, and class distributions influence model performance. We provide detailed documentation of the dataset creation process, labeling taxonomy, and benchmark protocols to ensure reproducibility. Both PLC-BEAD and PLCEmbed are released as open-source resources to foster research in PLC security, reverse engineering, and ICS forensics, establishing new baselines for data-driven approaches to industrial cybersecurity.

Suggested Citation
Yonatan G. Achamyeleh, Shih-Yuan Yu, Gustavo Q. Araya and Mohammad A. Al Faruque (2025) “Bridging the Binary Analysis Gap: A Cross-Compiler Dataset and Neural Framework for Industrial Control Systems”, in Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2. New York, NY, USA: Association for Computing Machinery (KDD '25), pp. 5260–5269. Available at: 10.1145/3711896.3737373.

working paper

Evaluation of the California Safe Routes to School Legislation: Urban Form Changes and Children's Active Transportation to School

Abstract

Walking or bicycling to school could contribute to children’s daily physical activity, but physical environment changes are often needed to improve the safety and convenience of walking and cycling routes. The California Safe Routes to School (SR2S) legislation provided competitive funds for construction projects such as sidewalks, traffic lights, pedestrian crossing improvements, and bicycle paths.

published journal article

An empirical investigation on the dynamic processes of activity scheduling and trip chaining

Transportation

Publication Date

September 1, 2006
Suggested Citation
Ming Lee and Michael G. McNally (2006) “An empirical investigation on the dynamic processes of activity scheduling and trip chaining”, Transportation, 33(6), pp. 553–565. Available at: 10.1007/s11116-006-7728-1.

published journal article

1,000 HP electric drayage trucks as a substitute for new freeway lanes construction

Transportation Research Part A: Policy and Practice

Abstract

Electrification of trucking combined with connected technologies promise to cut the cost of freight transportation, reduce its environmental footprint, and make roads safer. If electric trucks are powerful enough to cease behaving as moving bottlenecks, they could also increase the capacity of existing roads and reduce the demand for new road infrastructure, a consequence that has so far been understudied. To explore the potential speed changes of replacing conventional heavy-duty drayage trucks with electric and/or connected trucks, we performed microscopic traffic simulations on a network centered on I-710, the country’s most important economic artery, between the San Pedro Bay Ports and downtown Los Angeles, in Southern California. In addition to a 2012 baseline, we analyzed twelve scenarios for the year 2035, characterized by three levels of road improvements and four types of heavy-duty port trucks (HDPT). Our results show that 1,000 hp electric/hydrogen trucks (eTs) can be a substitute for additional freeway lanes in busy freight corridors. While conventional HDPTs with CACC would only slightly increase network speeds, replacing conventional HDPTs with eTs and improving selected I-710 ramps should be sufficient to absorb the forecast increases in drayage demand for 2035 without adding a controversial lane to I-710. Our results highlight the importance of accounting for the impacts on speed of new vehicle technologies in infrastructure planning. They also suggest shifting funding from building new capacity to financing 1,000 hp connected electric trucks in freight corridors until the market for these vehicles has matured.

Suggested Citation
Monica Ramirez-Ibarra and Jean-Daniel M. Saphores (2023) “1,000 HP electric drayage trucks as a substitute for new freeway lanes construction”, Transportation Research Part A: Policy and Practice, 171, p. 103646. Available at: 10.1016/j.tra.2023.103646.

conference paper

Modeling and Managing Dynamics of Urban Power-Mobility Joint Systems

102nd Transportation Research Board Annual Meeting 2023

Publication Date

January 1, 2023

Author(s)

Suggested Citation
Jiangbo (Gabe) Yu, Zhuowei Wang and Anthony Chen (2023) “Modeling and Managing Dynamics of Urban Power-Mobility Joint Systems”.

published journal article

An analytical model of multihop connectivity of inter-vehicle communication systems

IEEE Transactions on Wireless Communications

Publication Date

January 1, 2010
Suggested Citation
Wen-Long Jin and Wilfred Recker (2010) “An analytical model of multihop connectivity of inter-vehicle communication systems”, IEEE Transactions on Wireless Communications, 9(1), pp. 106–112. Available at: 10.1109/twc.2010.01.05545.

book/book chapter

The mediterranean sea

Publication Date

January 1, 2012

Author(s)

T. Scovazzi, Joseph Dimento, A.J. Hickman
Suggested Citation
T. Scovazzi, J.F. DiMento and A.J. Hickman (2012) “The mediterranean sea”, in Environmental governance of the great seas, pp. 85–128. Available at: 10.4337/9781781006153.00008.

Phd Dissertation

Modeling Activity Pattern Generation and Execution

Abstract

Activity-based approaches are perhaps the most promising alternative to the current travel forecasting methodology. This dissertation first presents a pattern generation model that can serve as a link between activity and trip-based methodologies. The model uses a clustering approach to identify groups of similar activity-travel behavior and relates them to household socioeconomic attributes. Minimally, the pattern generation model is then expanded to serve as the core component of a proposed activity-based microsimulation model that constructs complete origin-destination tables using a wholly activity-based approach. The techniques developed provide due diligence to the complex nature of activity-travel behavior in terms of spatial and temporal constraints, household interactions, and the derived nature of such behavior. A successful application of the expanded model is outlined using data from the 1994 Portland activity-travel survey.

Suggested Citation
Anup Kulkarni (2001) Modeling Activity Pattern Generation and Execution. PhD Dissertation. UC Irvine. Available at: https://escholarship.org/uc/item/99v1m5x0.

published journal article

On-Line Algorithms for the Dynamic Traveling Repair Problem

Journal of Scheduling

Abstract

We consider the dynamic traveling repair problem in which requests with deadlines arrive through time on points in a metric space. Servers move from point to point at constant speed. The goal is to plan the motion of servers so that the maximum number of requests are met by their deadline. We consider a restricted version of the problem in which there is a single server and the length of time between the arrival of a request and its deadline is constant. We give upper bounds for the competitive ratio of two very natural algorithms as well as several lower bounds for any deterministic algorithm. Most of the results in this paper are expressed as a function of β, the diameter of the metric space. In particular, we prove that the upper bound given for one of the two algorithms is within a constant factor of the best possible competitive ratio.

Suggested Citation
Sandy Irani, Xiangwen Lu and Amelia Regan (2004) “On-Line Algorithms for the Dynamic Traveling Repair Problem”, Journal of Scheduling, 7(3), pp. 243–258. Available at: 10.1023/B:JOSH.0000019683.85186.57.