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Ruiwu Liu

Publications and source records attributed to Ruiwu Liu.

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Efficient Electric Vehicle Charging Allocation: A Two-Stage Optimization and Participation Analysis

Electric vehicles (EVs) require substantially longer refueling times than gasoline vehicles, which can generate severe congestion at charging stations when demand concentrates. We propose a two-stage allocation framework for EV charging networks. In Stage 1, a central coordinator determines station-level admission quotas to control worst-station delay using a queue-informed congestion metric. In Stage 2, given these quotas and feasibility constraints (e.g., reachability), the coordinator solves a utility-maximizing capacitated assignment to allocate EVs across stations. To keep Stage~2 tractable while capturing heterogeneous charging needs, we precompute each EV-station pair's optimal charging amount in closed form under a battery-capacity constraint and then solve a transportation/assignment problem. Finally, we introduce a reduced-form participation model to characterize adoption thresholds under network benefits, spillovers, and coordination costs. Numerical experiments illustrate substantial reductions in worst-case congestion with limited impact on average utility, and highlight scaling patterns as the number of stations increases.

econ.TH

Fertility Choices with Career Risk

Couples decide whether to have children before knowing the persistent career loss generated by parenthood. After the loss is realized, household resources are renegotiated and individual market earnings partly determine outside options. This limited-commitment friction places a disproportionate share of female earnings risk on the wife even when expected household resources are unchanged. We embed this mechanism in a generalized-Nash fertility bargain. The model has a unique positive agreement whenever both spouses have positive marginal gains at zero fertility. A larger expected child penalty and greater career-loss risk reduce agreed fertility. A higher loading of own earnings into outside options reduces fertility precisely when the wife's participation margin dominates the husband's corresponding gain. Insurance against the unexpected component of the career loss raises fertility without subsidizing its mean, whereas a conventional per-child transfer operates only through expected cost. A full-commitment benchmark isolates the risk-sharing distortion. In an illustrative discrete-parity exercise, rising career risk lowers desired family size from three children to two and then one, while partial earnings-loss insurance can restore the three-child outcome. These results identify a policy margin that is not available in a deterministic participation-constraint model: insurance against the distribution of the child penalty.

econ.TH

Health Investment, Environment, and Population Dynamics

In this working paper, I developed a suite of macroeconomic models that shed light on the intricate relationship between economic development, health, and fertility. These innovative models conceptualize health as an intermediate good, paving the way for new interpretations of dynamic socio-economic phenomena, particularly the non-monotonic effects of health on economic and population growth. The evolving dynamic interactions among economic growth, population, and health during the early stages of human development have been well interpreted in this research.

econ.TH

A Review of Disease and Development

Acemoglu and Johnson (2007) put forward the unprecedented view that health improvement has no significant effect on income growth. To arrive at this conclusion, they constructed predicted mortality as an instrumental variable based on the WHO international disease interventions to analyse this problem. I replicate the process of their research and eliminate some biases in their estimate. In addition, and more importantly, we argue that the construction of their instrumental variable contains a violation of the exclusion restriction of their instrumental variable. This negative correlation between health improvement and income growth still lacks an accurate causal explanation, according to which the instrumental variable they constructed increases reverse causality bias instead of eliminating it.

econ.GN