My name is Hao Fu, a T. C. Chamberlin Postdoctoral Fellow at the University of Chicago, studying geophysical fluid dynamics.
I got my Ph.D. from Stanford University, working with Prof. Morgan E O'Neill at The Severe Weather and Climate Lab.
I use theory, numerical simulation, and laboratory experiments to study:
• The multiscale interaction of tropical cyclones, waves, and convection.
• The mechanics of multiphase, rotating, and stratified flow.
• Symmetry breaking and pattern formation in geophysical flow.
When I was an undergrad at Nanjing University, China, I led a student research team on rotating Rayleigh-Bénard convection which ended up as the NJU Student GFD Lab. Here is a teaching slide (~280 MB, in Chinese).
In my spare time, I built a parallelized solver of the 3D anelastic Navier-Stokes equation based on the vorticity-velocity formulation: VDNS. It will be the dynamical core of my future cloud-resolving model.
Here is my CV.
Research
A Laboratory Analogy for Mixing by Shallow Cumulus Convection
- J. Fluid. Mech. (In press) *2023 WHOI GFD Project
Hao Fu, Claudia Cenedese, Adrien Lefauve, and Geoffrey K. Vallis (2024)
Shallow cumuli are cloud towers that extend a few kilometers above the atmospheric boundary layer without significant precipitation. We present a novel laboratory experiment, boiling stratified flow, as an analogy to study turbulent mixing processes in the boundary layer by shallow cumulus convection. In the experimental beaker, a syrup layer (representing the atmospheric boundary layer) is placed below a freshwater layer (representing the free troposphere) and heated from below. The temperature is analogous to the water vapor mixing ratio in the atmosphere, while the freshwater concentration is analogous to the potential temperature. When the syrup layer starts boiling, bubbles and their accompanying vortex rings stir the two-layer interface and bring colder fresh water into the syrup layer. Two distinct regimes are identified: transient and steady boiling. If the syrup layer is initially sufficiently thin and diluted, the vortex rings entrain more cold water than needed to quench superheating in the syrup layer, ending the boiling. If the syrup layer is initially deep and concentrated, the boiling is steady since the entrainment is weak, causing the entrained colder water to continuously prevent superheating. A theory is derived to predict the entrainment rate and the transition between the two regimes, validated by experimental data. Finally, analogies and differences with the atmospheric processes are discussed.
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2025)
Precipitation-driven cold pools play an important role in organizing tropical convection. Previous studies of tropical convection in the radiative–convective equilibrium (RCE) setup found that cold pools tend to collide with each other and trigger new convection. It remains unclear why most cold pools do not have enough space to dissipate without collision. We explain it as the smaller mean cold pool radius Req compared to its maximum potential radius Rmax. The latter denotes the radius needed for a cold pool’s buoyancy deficit to be dissipated by surface heating. Applying an energy balance constraint leads to an analytical solution for their ratio Rmax/Req, which depends on the Bowen ratio, surface precipitation–evaporation ratio, and rain sedimentation efficiency. The theory predicts that in the regime of marine tropical convection where the Bowen ratio is much smaller than one, Req cannot reach Rmax, and cold pools must collide frequently. This prediction is supported by large-eddy simulations using varying rain evaporation rates. In Part II, we combine the energy balance constraint with a convective life cycle model to obtain a theory of the mean cold pool radius Req.
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2025)
The cold pool is a crucial component of tropical convection. However, what controls the mean cold pool size remains unclear. This two-paper series presents a theory of the mean cold pool radius in idealized quasi-equilibrium convection (Req). Part I derives an energy balance constraint between Req and the maximum potential radius of a cold pool (Rmax), showing that Req cannot reach Rmax. Cold pools must be densely packed and collide frequently. This Part II derives another constraint between Req and Rmax based on a cold pool survival competition hypothesis. A convective life cycle model with various candidate cold pool sizes is built. The type of cold pool producing the most intense next-generation cold pool is hypothesized to survive and set the spacing between convective towers. The size of the dominant cold pool type is determined by the trade-off between the mechanical lifting effect that favors a smaller cold pool, the thermodynamic forcing effect that favors a bigger cold pool, and the cloud radius feedback that also favors a bigger cold pool. Combining the energy balance and survival competition constraints, we obtain a solution for Req, which has an analytically tractable upper bound. The upper bound is set by the cold pool’s fractional entrainment rate and the free-tropospheric relative humidity: a lower fractional entrainment rate or a drier free troposphere raises the upper bound of Req. The Req predicted by the theory agrees with a set of large-eddy simulations with different rainwater evaporation rates.
A quasi-2D model of convectively coupled vortices
- Accepted by J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2025)
Tropical cyclone precursor vortices are inherently coupled to convection. They undergo significant changes in size and intensity before transitioning to a mature hurricane or typhoon. This paper designs a stochastic quasi-2D model to study the vortices' formation and interaction. Based on the diagnostic result of a cloud-permitting simulation, we parameterize deep convection as random pulses whose probability of occurrence depends on the spatially smoothed vorticity. The dependence of convective probability on the vorticity field represents the mesoscale feedback. The smoothing represents the spontaneous spreading of convective activity by cold pools and other processes. Simulations show that the system exhibits two stages: the vortex formation stage and the vortex interaction stage. The vortex formation stage features the stochastic nucleation of vortices and their subsequent growth via the mesoscale feedback. The growth of mesoscale vorticity magnitude undergoes a power law growth and then transitions to exponential growth. An analytical theory is proposed to capture this transition. The vortex interaction stage features vortex merging. The vortex size grows due to merging and spontaneous spreading of convective activity. When the vortex size grows sufficiently large, it is squeezed by the convection-induced convergent flow, which converts the growth in size to the growth in vorticity magnitude. This adjustment process corresponds to a bidirectional kinetic energy transfer, with the rotational wind producing an upscale energy transfer and the convergent wind producing a downscale energy transfer. This quasi-2D model provides a simple framework for understanding the multiscale interaction in tropical cyclogenesis.
The Role of Momentum Transfer in Tropical Cyclogenesis: Insights from a Single-Column Model
- J. Atmos. Sci. Hao Fu and Christopher A. Davis (2025)
A step not fully understood in tropical cyclogenesis is the development of a surface cyclone, which is often preceded by a midlevel cyclone. This paper presents a single-column model to study the role of the transfer of tangential momentum in generating an initial surface cyclone. To isolate momentum transfer factors from thermodynamic factors, diabatic heating is set to be steady. The investigation starts without considering surface friction. The momentum transfer is decomposed into the transport by the vortex-scale circulation and by convection. The convective momentum transport (cumulus friction), when parameterized as a vertical eddy diffusion, leads to a vertical spectral truncation that permits an analytical solution of the single-column model. The analytical solution reveals the dual role of cumulus friction in surface cyclone formation. Cumulus friction can enhance the downward momentum transfer, but when the eddy diffusion is too strong, the vortex-scale circulation is too damped to produce a significant barotropic cyclone. Between these two extremes lies an optimal eddy diffusivity that maximizes the growth rate of the surface cyclone. Finally, we add surface friction to the single-column model. Using scale analysis, we identify a critical vortex Rossby number above which surface friction becomes non-negligible and significantly damps the development of the surface cyclone.
Vorticity skewness of finite-amplitude rapidly rotating Rayleigh–Bénard convection
- J. Fluid. Mech. Hao Fu and Shiwei Sun (2024)
Video: convective onset stage Video: equilibrium stage Poster
Rotating Rayleigh-Bénard convection denotes the convection between a warm plate and a cold plate in a rotating environment. It is a classic model for understanding convective vortices in the atmosphere and ocean. The influence of background rotation on fluid inertia breaks the symmetry between cyclones and anticyclones. Such a symmetry breaking could be represented by vorticity skewness, which still lacks a systematic theory. Rapidly rotating convection with stress-free boundaries and unit Prandtl number is a convenient starting point. The investigation starts from the convective onset stage, where the vortices grow stationarily. Asymptotic analysis shows that the volumetric vorticity skewness S is produced by the interaction between the n=0,1, and n=1,2 vertical eigenmodes. The n=0 (barotropic) mode positively contributes to S mainly by stretching the vertical relative vorticity, an ageostrophic effect. The n=2 mode makes a minor negative contribution to S by preferentially intensifying the outflow over the inflow, a non-hydrostatic effect. The theory predicts S to be proportional to the global Rossby number defined with the volumetric standard deviation of vorticity, Ro_g. The proportional factor does not depend on the Rayleigh and Ekman numbers, agreeing with direct numerical simulations. Then, the system enters the equilibrium stage. The stretching of vertical vorticity still dominantly contributes to S. At Ro_g <~ 0.5, the emergent unsteady flow significantly suppresses the asymmetry between the inflow and outflow strength and weakens its influence on S.
The Stochastic Spin-Up of Vorticity in Spontaneous Tropical Cyclogenesis
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2024) Video
Cloud-permitting simulations have shown that tropical cyclones (TCs) can form spontaneously in a quiescent environment with uniform sea surface temperature. While several mesoscale feedbacks are known to amplify an existing midlevel vortex, how the noisy deep convection produces the initial midlevel vortex remains unclear. This paper develops a theoretical framework to understand the evolution of the midlevel mesoscale vorticity’s histogram in the first two days of spontaneous tropical cyclogenesis, which we call the “stochastic spinup stage.” The mesoscale vorticity is produced by two random processes related to deep convection: the random stretching of planetary vorticity f and the tilting of random vertical shear. With the central limit theorem, the mesoscale vorticity is modeled as the sum of three independent normal distributions, which include the cyclones produced by stretching, cyclones produced by tilting, and anticyclones produced by tilting. The theory predicts that the midlevel mesoscale vorticity obeys a normal distribution, and its standard deviation is universally proportional to the square root of the domain-averaged accumulated rainfall, agreeing with simulations. The theory also predicts a critical latitude below which tilting is dominant in producing mesoscale vorticity. Treating the magnitude of random vertical shear as a fitting parameter, the critical latitude is shown to be around 12°N. Because the magnitude of vertical shear should be larger in the real atmosphere, this result suggests that tilting is an important source of mesoscale vorticity fluctuation in the tropics.
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2024)
Video: weak-wave-strong-vortex Video: strong-wave-weak-vortex
What determines the vortex size at the small-amplitude stage of spontaneous tropical cyclogenesis remains unclear. A doubly periodic domain is a standard setup for numerically studying this problem, but the convectively coupled standing waves inherent to the setup could directly trigger vortices, rendering an unrealistic path for tropical cyclogenesis. We increase the Coriolis parameter to suppress the wave and double the longwave radiative feedback to make the more realistic moisture–radiation instability dominant. Experiments show that the moisture–radiation instability has a short-wavelength cutoff due to the smoothing effect of convective dynamics, which includes the nonlocal convective triggering by cold pools and the nonlocal longwave radiative effect of anvil clouds. By approximating the spread of convective activity as a Gaussian filter on the column humidity, we derive a bulk convective spreading length lcp+av to parameterize the combined effect of cold pools and anvils. Using a novel diagnostic method, lcp+av is shown to be around 10 km. The contribution of cold pools and anvil clouds to convective spreading is comparable in the doubled radiative feedback experiments. An extrapolation to the normal radiative feedback state shows the anvil clouds play a smaller yet nonnegligible role.
!!!! The initial sounding of all simulations was generated by an equilibrium simulation with a 3 km grid spacing in a 180 km x 180 km domain, run to t = 100 days. Compared to the 2 km spacing case, which is more suitable for this paper, the 3 km-generated sounding is slightly drier at the middle level (a -0.6 g/kg spike at z~2 km). Here is the comparison.
Sounding file: 2km (more ideal) 3km (used in the paper)
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2024)
This two-paper series studies the tropical cyclone (TC) precursor vortices spontaneously generated in an idealized setup with uniform sea surface temperature and no background wind. We focus on the small-amplitude stage, where vortices appear in an orderly pattern, and what controls the vortex size remains unclear. In Part I, Fourier analysis shows that the vortex size is constrained by a short-wavelength cutoff and a long-wavelength cutoff. The short-wavelength cutoff is explained as a convective spreading length due to cold pools and anvil clouds. In Part II, we study the long-wavelength cutoff. Diagnostic analysis shows that a TC precursor vortex has a shallow overturning cell in the lower troposphere and a deep overturning cell in the upper troposphere, driven by different convective types. A four-layer quasigeostrophic system is established to understand how the shallow and deep cells couple. Their dynamic coupling via midlevel buoyancy is negligible due to a midlevel high-speed waveguide that maintains a weak horizontal buoyancy gradient. Their thermodynamic coupling via the cooperative moistening of the air column is dominant. Linear stability analysis shows that the long-wavelength cutoff is controlled by an effective Rossby deformation radius Le, which is a mixture of the local Rossby deformation radii of the shallow and deep cells. The most unstable wavelength corresponds to the TC precursor vortex size, which is proportional to the geometric average of Le and the convective spreading length. The theoretical predictions generally agree with cloud-permitting simulations using varying Coriolis parameters and longwave radiative feedback strengths.
The Role of Random Vorticity Stretching in Tropical Depression Genesis
- J. Atmos. Sci. Hao Fu and Morgan E O'Neill (2021)
Tropical deep convection plays a key role in the tropical depression stage of tropical cyclogenesis by aggregating vorticity, but no existing theory can depict such a stochastic vorticity aggregation process. A vorticity probability distribution function (PDF) is proposed as a tool to predict the horizontal structure and wind speed of the tropical depression. The reason lies in the tendency for a vortex to adjust to an axisymmetric and monotonic vorticity structure. Assuming deep convection as independent and uniformly distributed vortex tube stretching events in the low-mid troposphere, repetitive vortex tube stretching will make the air column area shrink many times and significantly increase vorticity. A theory of the vorticity PDF is established by modelling the random stretching process as a Markov chain. The PDF turns out to be a weighted Poisson distribution, in good agreement with a randomly-forced divergent barotropic model (weak temperature gradient model), and in rough agreement with a cloud-permitting simulation. The result shows that a stronger and sparser deep convective mode tends to produce more high vorticity air columns, which leads to a more compact major vortex with a higher maximum wind. Based on the vorticity PDF theory, a parameterization of the eddy acceleration effect on the tangential flow is proposed.
A Linear Stability Analysis of Two-Layer Moist Convection with a Saturation Interface
-J. Fluid Mech. Hao Fu (2021)
The linear convective instability of a mixture of dry air, water vapor and liquid water, with a stable unsaturated layer residing on an unstable saturated layer, is studied. It may serve as a prototype model for understanding the instability that causes mixing at the top of stratocumulus cloud or fog. Such a cloud-clear air interface is modeled as an infinitely thin saturation interface where radiative and evaporative cooling take place. The interface position is determined by Clausius-Clapeyron equation, and can undulate with the evolution of moisture and temperature. In the small-amplitude regime, two physical mechanisms are revealed. First, the interface undulation leads to the undulation of the cooling source, which destabilizes the system by superposing a vertical dipole heating anomaly on the convective cell. Second, the evolution of the moisture field induces nonuniform evaporation at the interface, which stabilizes the system by introducing a stronger evaporative cooling in the ascending region and vice versa in the descending region. These two mechanisms are competing, and their relative contribution to the instability is quantified by theoretically estimating their relative contribution to buoyancy flux tendency. When there is only evaporative cooling, the two mechanisms break even, and the marginal stability curve remains the same as the classic two-layer Rayleigh-Bénard convection with a fixed cooling source.
A Kinematic Model for Understanding Rain Formation Efficiency of a Convective Cell
- J. Adv. Model. Earth Syst. Hao Fu and Yihua Lin (2019)
A pure theoretical investigation of convective rain formation processes and formation efficiency (FE) is performed using a kinematic one‐dimensional time‐dependent model with warm rain microphysics. FE is defined as the ratio of total cloud‐to‐rainwater conversion to total condensation. FE is a component of precipitation efficiency, which is an important but poorly understood parameter in idealized climate models. This model represents a cloud by a cylindrical thermal bubble rising at constant velocity. The model focuses on the interaction between auto‐conversion, collection, and lateral mixing about which no theory has been proposed. Taking the auto‐conversion threshold into account, a criterion for rain formation and a semianalytical approximate solution of FE are found. The auto‐conversion threshold limits the temporal and spatial extent of the “vigorous rain formation region” where most of the rain is produced. The collection and auto‐conversion compete with lateral mixing to determine the strength of rain formation within this region. The FE is predicted to be most sensitive to auto‐conversion threshold, fractional entrainment rate, and initial bubble water vapor density.
Water tank experiment
I am a big fan of designing water tanks and applying them to study geophysical fluid dynamics. Below are the pictures of rotating convection device, v1.0, v2.0 and v3.0. They are built by our student team: Hao Fu, Zhiming Feng, Mingrui Liu, Shiwei Sun, and Yunjiao Pu at Nanjing University, supervised by Prof. Yuan Wang and Prof. Bowen Zhou. We measured the structure of the convective vortices with particle imaging of velocimetry (PIV), and presented the results on APS DFD (2015), and (2016).
As a TA for the atmospheric circulation class (2021 fall), I designed a lab demonstration of penetrative convection, using two cell phones, an infrared stove, a glass pot, and a cutting board that serves as the light screen : )
Spectral numerical model for GFD education
I developed a spectral 2-D model for understanding basic concepts in geophysical fluid dynamics.
The model runs on either the spherical or the Cartesian coordinate and supports MPI parallel computation.
The governing equation is the barotropic shallow water equation or the quasi-geostrophic equation.
In the future, I plan to update it to a primitive equation model, i.e., a simple GCM dynamical core.
Here are the source code and user guide. Let me know if you have any questions! (haofu@uchicago.edu)
Videos of 2D turbulence on the f plane and beta plane
Hao's gallery of clouds
Click to watch videos! Feel free to use them in your outreach activities / classes.
An ensemble of shallow cumuli (Puerto Rico, winter)
A single shallow cumulus lifecycle (North Carolina, summer)
Gravity wave clouds (North Carolina)
A dissipating deep convective tower (Florida, summer)
Smoke over Lake Michigan (Chicago, winter)