Dr. Bahman Lahoorpoor

Bahman Lahoorpoor

Congratulations to Dr. Bahman Lahoorpoor for “satisfying the requirements for the award of the degree of Doctor of Philosophy at the University of Sydney.”

Thesis Title:  “Terraces, Towers, Trams, and Trains : Examining the Growth of Sydney using Empirical Models and Agent-based Simulation

Lead Supervisor: Professor David Levinson.

Abstract: Transport networks and land use are inter-dependent. This joint co-development process of infrastructure and building location is often theorised to be a positive feedback cycle: transport infrastructure produces accessibility that induces land development, which induces transport demand and increases accessibility, increasing the production of transport networks (i.e. inducing supply) and further intensifying land development. In Chapter 2 we investigate the critical elements of this dual connection between land use and transit. Sydney as a good example of a rapidly developing city, had public railway transport services beginning in the 1850s, which facilitated and responded to the development of suburbs. Chapter 3 explains how the historical railway network, including trams and trains, and historical population data are collected and digitised. A series of network characteristic measures and a metric for characterising the population distribution are also presented. In Chapter 4 we test whether trams expanded accessibility relative to buses by comparing the services provided by historical trams, the replaced bus services, and the remaining train and light rail networks. We compare 1925, when the tram system was at its peak, and 2020. In Chapter 5 we investigate the theory of interaction between land use and the transit network. We investigate the direct and indirect links between land development and transit investments using the concept of accessibility. We develop an empirical model to capture the Greater Sydney area’s historical evolution of land use and public transit networks. In Chapter 6 we develop a simulation framework to replicate the growth of railway networks by given exogenous historical evolution in land use. The framework is an iterative process that includes five consecutive components including environment loading, measuring access, locating stations, connecting stations, and evaluating connections.

Publications by Bahman Lahoorpoor include:

  • Lahoorpoor, B. and Levinson, D. (2022) In Search of Lost Trams: Comparing 1925 and 2020 Transit Isochrones in Sydney. Findings, March. [doi]
  • Lahoorpoor, B., Rayaprolu, H., Wu, H., and Levinson, D. (2022) Access-oriented design? Disentangling the effect of land use and transport network on accessibility. Transportation Research Interdisciplinary Perspectives. [doi]
  • Lahoorpoor, B., Rayaprolu, H., Wu, H., and Levinson, D. (2022) Prioritizing active transport network investment using locational accessibility. TeMA – Journal of Land Use, Mobility and Environment (in press)
  • Rayaprolu, H., Wu, H., Lahoorpoor, B., and Levinson, D. (2022) Maximizing Access in Transit Network Design. Journal of Public Transportation. 24. [doi]
  • Wang, Yingshuo, Lahoorpoor, B. and Levinson, D. (2022) The Spatio-temporal Evolution of Sydney’s Tram Network Using Network Econometrics. Geographical Analysis. [doi]
  • Lahoorpoor, Bahman and Levinson, D. (2020) Catchment if you can: The effect of station entrance and exit locations on accessibility. Journal of Transport Geography. 82, 102556. [doi] [full report]

Maximizing Access in Transit Network Design

Recently published:

  • Rayaprolu, H., Wu, H., Lahoorpoor, B., and Levinson, D. (2022) Maximizing Access in Transit Network Design. Journal of Public Transportation. 24 [doi]

This study adopts an Access-Oriented Design (AOD) framework for optimizing transit network design. We present and demonstrate a method to evaluate the best combination of local and express alternative transit system designs through the novel concept of ‘iso-access lines’. Two bus network system designs were explored for a greenfield development in suburban Sydney: through-routed transit lines (T-ways) with higher speeds and more direct service, but longer access and egress times, and local routes that provide additional spatial coverage. We developed scenarios with T-ways only, local routes only, and both, and computed transit access to jobs as a cumulative-opportunities measure for each scenario. Local routes offer greater overall access, while T-ways provide greater access-per-unit-cost. The optimal combination of the two was established by generating ‘iso-access’ lines and determining access-maximizing combinations for a given cost by applying production-theory principles. For 15-min access, the optimal combinations had T-way service frequency equivalent to 0.48 times that of local routes. This ratio increased to 1.45, 2.05 and 2.63 for 30-min, 45- min and 60-min access respectively. In practice, the method can be applied to determine optimal transit combinations for any given budget and desired access level.

Fig. 4. Schematic representation of transit connections designed for the development area. T-ways connect superblock centers with rail stations on either end. Local routes originate at rail stations, loop around superblocks and terminate at the origin stations.

All ridership is local: Accessibility, competition, and stop-level determinants of daily bus boardings in Portland, Oregon

Research on accessibility, a measure of ease of reaching potential opportunities, has advanced significantly, but the adoption of these measures by public transport agencies has lagged. One explanation may be that research has been conducted at different spatial scales from the stop level typically used by agencies. To address this gap, this study examines the relationship between accessibility to jobs and average daily bus boardings at the bus-stop level of analysis in Portland, Oregon. Our models show that daily boardings could increase by 1.8% to 2.1% for every 10% increase in accessibility, measured as the number of jobs reachable in 30 min from the bus stop by public transport. This finding supports the argument that accessibility-focused service improvements have the potential to bolster stop-level ridership since network adjustments and new services like bus-rapid-transit often yield considerable increases in accessibility. At the same time, inter-stop competition reduces an individual stop’s ridership. This study conveys the benefits of planning for accessibility at a regional scale and links regional decisions back to stop-level ridership, the context most familiar to public transport agencies, in the hope that this will accelerate and extend the adoption of accessibility in practice.

Diagram illustrating the calculation of overlapping accessibility as a measure of inter-stop competition.

Access-oriented design? Disentangling the effect of land use and transport network on accessibility

Recently published:

  • Lahoorpoor, B., Rayaprolu, H., Wu, H., and Levinson, D. (2022) Access-oriented design? Disentangling the effect of land use and transport network on accessibility. Transportation Research Interdisciplinary Perspectives [doi] [Open Access]

In urban planning and design, a holistic perspective is needed to examine multiple potential scenarios in future developing plans. Access (or accessibility) is a concept that measures the performance of a city in terms of how easily residents can reach their desired activities. The land use pattern and the transport network configuration are the two critical elements of spatial access measures. This study investigates whether access-oriented design can improve accessibility outcomes, and disentangles access benefits from network design and land use patterns. A generic superblock with two types of street network design is defined, and populated with two different land use allocation strategies. Local access is measured from transit stops. Furthermore, to test the hypothesis at a larger scale, the Liverpool LGA in Sydney is selected, and different combinations of land use pattern and network topology are tested. Results indicate that the land use pattern plays a vital role in the local access; however, the network configuration significantly impacts the access at the regional scale. The application of access-oriented designs in future urban growth is discussed.

Two different superblock layouts: Grid vs. Ring-Radial.

Applications of Access

Now available for download: Applications of Access.

Applications of Access edited by David Levinson and Alireza Ermagun

About

Our open access book Applications of Access, edited by David Levinson and Alireza Ermagun has launched!

Applications of Access was inspired by our belief that planning should reach beyond mobility and incorporate all intricacies of reaching your destination. We set out to publish a book examining topics such as (1) Equity and social justice, (2) Resilience and crisis, (3) Active transport, (4) Public transport, (5) Auto travel, (6) System performance, and (7) Project evaluation.

But this book is not intended to simply be a “how to” manual, but rather to inspire researchers, practitioners, and policymakers to spark a broader array of research and practice in the nexus of transport access.  
This was a labor of love that included the work of many of our colleagues and thought leaders in the transport community. We are thrilled to finally be able to share our work with you, and we hope to embolden our greater transport community to examine access through the many lenses that impact our daily commutes and quality of life.

Table of Contents

1 An Introduction to Applications of Access
Alireza Ermagun and David Levinson 15

2 Fostering Social Equity and Inclusion
Pâmmela Santos and Geneviève Boisjoly 23

3 Justice, Exclusion, and Equity: An Analysis of 48 US Metropolitan Areas
Chelsey Palmateer and David Levinson 45

4 Disparity of Access: Variations in Transit Service by Race, Ethnicity, Income, and Auto Availability
Elisa Borowski, Alireza Ermagun, and David Levinson 69

5 Access During COVID
James DeWeese, Kevin Manaugh, and Ahmed El-Geneidy 87

6 Access to Shelters
Mahyar Ghorbanzadeh, Kyusik Kim, Eren Erman Ozguven, and Mark Horner 105

7 Access and Centrality-Based Estimation of Urban Pedestrian Activity
Brendan Murphy, Andrew Owen, and David Levinson 117

8 Which Station? Access Trips and Bikeshare Route and Station Choice
Jessica Schoner and David Levinson 133

9 Cargo Bikesharing as a Last-mile Connector
David Duran-Rodas, Aaron Nichols, Benjamin Büttner 149

10 Spatio-temporal Transit Access to Food Stores
Xiaohuan Zeng, Ying Song, and Na Chen 165

11 Multi-destination Access
Andrew Guthrie and Yingling Fan 193

12 Non-work Vehicle Trip Generation from Multi- week In-vehicle GPS Data
Arthur Huang and David Levinson 217

13 Job Access and Spatial Equity of a Toll Road
I Gusti Ayu Andani, Lissy La Paix, Shanty Rachmat, Ibnu Syabri, and Karst Geurs 239

14 Access and Transit System Performance
Alireza Ermagun and David Levinson 261

15 Intraurban Access and Agglomeration
Michael Iacono, Jason Cao, Mengying Cui, and David Levinson 277

16 Transit Access Performance Across Chicago
Fatemeh Janatabadi, Nazanin Tajik, and Alireza Ermagun 291

17 Interactive Access for Integrated Planning
Anson Stewart and Andrew Byrd 307

18 The Role of Transit Service Area Definition for Access-based Evaluation
Chelsey Palmateer, Alireza Ermagun, Andrew Owen, and David Levinson 327

19 Access-based Evaluation of Transit-Oriented Developments
Chelsey Palmateer, Andrew Owen, and Alireza Ermagun 347

20 Physical and Virtual Access
Tanhua Jin, Long Cheng, and Frank Witlox 363

Editors and Contributors 377

Bibliography 387

FEATURES

  • 424 Pages
  • Publisher: Network Design Lab

DOWNLOAD

The End of Traffic and the Future of Access | Spontaneous Access: Reflexions on Designing Cities and Transport | Elements of Access: Transport Planning for Engineers, Transport Engineering for Planners | A Political Economy of Access | The 30-Minute City: Designing for Access | Transport Access Manual | Applications of Access

TRANSPORTIST: OCTOBER 2021

How to value transport projects

Instead of measuring and monetising the fairy dust of `travel time savings’, a transport facility should be assessed on how much access it produces per unit of investmentAccess is the ease of reaching destinations. E.g. you might measure how many jobs (or restaurants or hospitals, etc.) can be reached in 30 minutes and/or $5 (or the dual of this measure, such as how many prospective patients an ambulance can reach in 12 minutes). A transport facility that increases access to destinations for a cost effectively is good. 

So the question is: does a streetcar or road or bike path enable people to reach more activities in less cost (time, money, aggravation, risk, negative externalities, etc.) than before, at a reasonable expenditure? (This cost includes the social and financial costs of building and providing the infrastructure). In short, are the upfront capital costsand ongoing maintenance and operations costs of the facility justified by the lower variable costs of its users? 

Sometimes (which is to say, often) transport projects are promoted for real estate. Real estate prices monetise the transport benefits (above what the user bears in time, money, and effort) in land value (time savings are not actually money, they become money through land value). We can build models that estimate the real estate value provided by additional accessibility.

So a better way of assessing the transport benefits is through real estate price uplift, as the market captures how people value the transport benefit. (We cannot simply add land prices to travel time and travel cost reductions, as that would be double counting). Places with higher access, and where access is more valuable, are more expensive and more productive and pay higher wages. We don’t really need to understand the detailed market mechanisms, nor attribute costs to detailed categories, the land market tells us how much access is worth, and transport models tell us how much access is created by a change to the network – from those two facts we can estimate the value created.

Because many projects are promoted by real estate interests, who presumably believe they will get the monetized benefits of those projects through higher land values, the public has a reasonable expectation that those interests pay for the costs of the project (that is, the tax incidence falls on the land owner). There are a variety of approaches, generally lumped as value sharing or value capture. The most general of these, a land value tax, originally promoted by Henry George, captures all of the uplift caused by all the access created by both transport investments and changes in the distribution of human activities.

From a project assessment point-of-view, land value uplift has often been part of the ‘wider economic benefits‘, which are optionally added after the value of travel time savings, which is considered the main benefit. ATAP for instance writes:

WEBs are improvements in economic welfare associated with changes in accessibility or land use that are not captured in traditional cost–benefit analysis (CBA). They arise from market imperfections, that is, prices of goods and services differing from costs to society as a whole. Reasons include economies of scale and scope, positive externalities, taxation and imperfect competition.

The international literature to date has concentrated on four types of WEBs that arise from major transport initiatives.

– WB1: Agglomeration economies — productivity gains from clustering by firms

– WB2: Labour market and tax impacts — productivity gains accruing to governments via the taxation system

– WB3: Output changes in imperfectly competitive markets — profit increases for firms

– WB4: Change in competition — gains to consumers and more efficient production.

ATAP goes on to write: 

“WEBs are only likely to be significant, and so worth estimating, for sizeable transport initiatives located in or improving access to large urban areas”

This logic is backwards. Because of induced demand, road projects rarely actually ‘save time’. Transit is often slower than car, so creating a project that induces someone from car to transit also doesn’t save time, but must nevertheless be preferred if people voluntarily switch.

Yet despite not ‘saving time’, these projects do create economic value. From a consumer perspective for instance, people can find a better fit for housing in the same travel effort (and may prefer to ride passively than to drive), or can engage in shopping activities that better match their desires in the same time window. From a producers perspective, WB1-WB4 from above are all embedded in land value. 

In reality, WEBs are the benefits of transport. If there were no productivity gains from clustering, we would not have cities and instead choose to be maximally spread out, and not need to be proximate in any sense. If there were no gains to consumers from competition, everyone would pay monopoly prices for everything, etc.

And these WEBs do not show up in ‘travel time savings’ but consistently show up in land value (CBDs are more expensive than suburbs are more expensive than rural areas). The WEBs are implicit in the land value uplift which occurs as a result the increased access. ‘Wider economic benefit’, properly measured as land value gains due to increased access, can and should be considered the primary benefit of new investment, not a speculative add-on aimed at juicing the numbers.

The consequence of properly and completely valuing benefits and full costs systematically may very well be a higher benefits estimate than a travel time savings-dominated metric would produce, which, if decision-making were rational, would justify more construction of public and active transport than would otherwise take place. A tax system that captured the land value that was thus created could relax whatever financing constraints currently limit that investment.

Jobs

Research

  • Wu, Hao, and Levinson, D. (2021) The Ensemble Approach to Forecasting: A Review and Synthesis. Transportation Research part C. Volume 132, 103357 [doi
    • HIGHLIGHTS
      • Review and synthesize methods of ensemble forecasting with a unifying framework.
      • As decision support tools, ensemble models systematically account for uncertainties.
      • Ensemble methods can include combining models, data, and ensemble of ensembles.
      • Transport ensemble models have the potential for improving accuracy and reliability.
      ABSTRACT: Ensemble forecasting is a modeling approach that combines data sources, models of different types, with alternative assumptions, using distinct pattern recognition methods. The aim is to use all available information in predictions, without the limiting and arbitrary choices and dependencies resulting from a single statistical or machine learning approach or a single functional form, or results from a limited data source. Uncertainties are systematically accounted for. Outputs of ensemble models can be presented as a range of possibilities, to indicate the amount of uncertainty in modeling. We review methods and applications of ensemble models both within and outside of transport research. The review finds that ensemble forecasting generally improves forecast accuracy, robustness in many fields, particularly in weather forecasting where the method originated. We note that ensemble methods are highly siloed across different disciplines, and both the knowledge and application of ensemble forecasting are lacking in transport. In this paper we review and synthesize methods of ensemble forecasting with a unifying framework, categorizing ensemble methods into two broad and not mutually exclusive categories, namely combining models, and combining data; this framework further extends to ensembles of ensembles. We apply ensemble forecasting to transport related cases, which shows the potential of ensemble models in improving forecast accuracy and reliability. This paper sheds light on the apparatus of ensemble forecasting, which we hope contributes to the better understanding and wider adoption of ensemble models.
    • This paper is the first dissertation paper from Dr. Hao Wu’s Dissertation: Theory of Ensemble Forecasting – with Applications in Transport Modeling. Hao successfully defended last month. It’s hugely important for changing how modeling is done, instead of relying on the one best model, an ensemble of models is more accurate and more reliable. Transport modeling has spent decades developing advanced (and Nobel prize-winning) methods, but has fetishised a single model approach rather than embracing uncertainty and humility. This needs to change. [Hao is also, as far as I know, the first Transport Engineering PhD from the University of Sydney since JJC Bradfield, who designed the Harbour Bridge and the Sydney Trains network] “In 1924, Bradfield was awarded the degree of Doctor of Science (for a thesis titled “The city and suburban electric railways and the Sydney Harbour Bridge”, the first doctorate in engineering awarded by the University of Sydney.”
  • Allen, Jeff, Farber, Steven, Greaves, Stephen, Clifton, Geoffrey, Wu, Hao, Sarkar, Hao, and Levinson, D. (2021) Immigrant Settlement Patterns, Transit Accessibility, and Transit Use. Journal of Transport Geography. 96, 103187 [doi]
    • ABSTRACT: Public transit is immensely important among recent immigrants for enabling daily travel and activity participation. The objectives of this study are to examine whether immigrants settle in areas of high or low transit accessibility and how this affects transit mode share. This is analyzed via a novel comparison of two gateway cities: Sydney, Australia and Toronto, Canada. We find that in both cities, recent immigrants have greater levels of public transit accessibility to jobs, on average, than the overall population, but the geography of immigrant settlement is more suburbanized and less clustered around commuter rail in Toronto than in Sydney. Using logistic regression models with spatial filters, we find significant positive relationships between immigrant settlement patterns and transit mode share for commuting trips, after controlling for transit accessibility and other socio-economic factors, indicating an increased reliance on public transit by recent immigrants. Importantly, via a sensitivity analysis, we find that these effects are greatest in peripheral suburbs and rural areas, indicating that recent immigrants in these areas have more risks of transport-related social exclusion due to reliance on insufficient transit service.
  • El-Geneidy, Ahmed and Levinson, D. (2021) Making Accessibility Work in Practice Transport Reviews (online first) [doi]
    • ABSTRACT: Accessibility, the ease of reaching destination, is the most comprehensive land use and transport systems performance measure (Levinson & Wu, 2020; Wachs & Kumagai, 1973; Wu & Levinson, 2020). Accessibility has been applied in planning research since the 1950s (Hansen, 1959), and still today, we find major barriers to adopting it in practice (Handy, 2020). Advances in computing and software have enabled researchers to generate complex measures of accessibility with higher spatial and temporal resolutions moving accessibility research at a fast pace, while the implementation of accessibility, in practice, lags (Boisjoly & El-Geneidy, 2017). Even simple measures, such as the cumulative opportunities measures of accessibility, confront challenges in adoption.

Videos

Research by Others

Polls

  1. How long must someone be dead before we should stop referring to them as “the late so and so”? (reading newspaper article describing the “late Erik Erikson”, dead 27 years.) Or should we say the late Isaac Newton?
    • <1 year 18.6%
    • 1-4 years 34.3%
    • 5-9 years 11.4%
    • >10 years 35.7%
    The median is just under 5 years, so I will go with that. 

News & Opinion

Making Accessibility Work in Practice

Recently Published:

  • El-Geneidy, Ahmed and Levinson, D. (2021) Making Accessibility Work in Practice. Transport Reviews [doi] [first 50 free download]

Accessibility, the ease of reaching destination, is the most comprehensive land use and transport systems performance measure (Levinson & Wu, 2020; Wachs & Kumagai, 1973; Wu & Levinson, 2020). Accessibility has been applied in planning research since the 1950s (Hansen, 1959), and still today, we find major barriers to adopting it in practice (Handy, 2020). Advances in computing and software have enabled researchers to generate complex measures of accessibility with higher spatial and temporal resolutions moving accessibility research at a fast pace, while the implementation of accessibility, in practice, lags (Boisjoly & El-Geneidy, 2017). Even simple measures, such as the cumulative opportunities measures of accessibility, confront challenges in adoption.

Immigrant Settlement Patterns, Transit Accessibility, and Transit Use

Recently published:

  • Allen, Jeff, Farber, Steven, Greaves, Stephen, Clifton, Geoffrey, Wu, Hao, Sarkar, Hao, and Levinson, D. (2021) Immigrant Settlement Patterns, Transit Accessibility, and Transit Use. Journal of Transport Geography. 96 103187 [doi]
  • Abstract: Public transit is immensely important among recent immigrants for enabling daily travel and activity participation. The objectives of this study are to examine whether immigrants settle in areas of high or low transit accessibility and how this affects transit mode share. This is analyzed via a novel comparison of two gateway cities: Sydney, Australia and Toronto, Canada. We find that in both cities, recent immigrants have greater levels of public transit accessibility to jobs, on average, than the overall population, but the geography of immigrant settlement is more suburbanized and less clustered around commuter rail in Toronto than in Sydney. Using logistic regression models with spatial filters, we find significant positive relationships between immigrant settlement patterns and transit mode share for commuting trips, after controlling for transit accessibility and other socio-economic factors, indicating an increased reliance on public transit by recent immigrants. Importantly, via a sensitivity analysis, we find that these effects are greatest in peripheral suburbs and rural areas, indicating that recent immigrants in these areas have more risks of transport-related social exclusion due to reliance on insufficient transit service.

    Fig. 3. Bivariate maps of transit accessibility and density of recent immigrants.

    Towards a General Theory of Access: Video

    Levinson, D. M., & Wu, H. (2020). Towards a general theory of access. Journal of Transport and Land Use, 13(1), 129-158. https://doi.org/10.5198/jtlu.2020.1660

    This paper integrates and extends many of the concepts of accessibility deriving from Hansen’s (1959) seminal paper, and develops a theory of access that generalizes from the particular measures of access that have become increasingly common. Access is now measured for a particular place by a particular mode for a particular purpose at a particular time in a particular year. General access is derived as a theoretical ideal that would be measured for all places, all modes, all purposes, at all times, over the lifecycle of a project. It is posited that more general access measures better explain spatial location phenomena.