Geometric Determinism in the Age of the Energy Internet:
A Comparative Analysis of Urban Grid Architectures for Renewable Integration
Executive Summary
The global energy transition is precipitating a fundamental confrontation between legacy infrastructure and modern exigency. As urbanization accelerates concurrently with the imperative to decarbonize, the “last mile” of the electrical grid—urban distribution—has emerged as the critical bottleneck. This report provides an exhaustive, expert-level comparative analysis of the two dominant architectural philosophies shaping the future of urban power: the “Hub-and-Spoke” model utilizing radial and spot network topologies, prevalent in Western Central Business Districts (CBDs), and the “Partitioned Loop” or “Diamond” model, increasingly standardized in major Chinese metropolises.
The investigation reveals that while Western spot networks represent the pinnacle of 20th-century reliability for unidirectional load delivery, they pose structural and protection-based impediments to the bidirectional power flows inherent in high-penetration renewable energy. Conversely, China’s adoption of a hierarchical “4-5 District” partitioned model, employing Diamond and Snowflake topologies equipped with Soft Open Points (SOPs) and governed by N-1-1 security criteria, demonstrates superior hosting capacity, resilience, and controllability. This divergence suggests that the Chinese model is geometrically and technologically aligned with the requirements of the “Energy Internet,” effectively transforming the grid from a passive distribution pipe into an active, multi-directional routing platform.
1. The Geometries of Power: Historical Context and Modern Divergence
The structural geometry of an electrical distribution network is not merely an engineering artifact; it is the physical determinant of the system’s operational capabilities. For over a century, the design of urban power grids has been predicated on the assumption of unidirectional flow—from large, centralized generation hubs through transmission lines, stepping down to distribution feeders, and finally to passive consumers. This “Hub-and-Spoke” paradigm optimized for economies of scale, simplified protection coordination, and high reliability in a fossil-fuel-dominated era.
However, the integration of Distributed Energy Resources (DERs)—primarily solar photovoltaics (PV), battery energy storage systems (BESS), and electric vehicles (EVs)—has invalidated the fundamental assumptions of these legacy architectures. The modern grid must accommodate variable generation at the edge, bidirectional power flows, and dynamic voltage profiles. It is within this context that a significant divergence in infrastructure philosophy has emerged between Western nations and China.1
1.1 The Renewable Integration Paradox
The central challenge of renewable integration in urban environments lies in the physics of power flow and voltage regulation. In traditional architectures, voltage regulation schemes (such as Load Tap Changers at substations) assume a monotonic voltage drop as distance from the source increases. Distributed generation injects active power at the grid edge, causing voltage to rise. In radial networks with high impedance, this can lead to overvoltage conditions that violate regulatory limits (e.g., ANSI C84.1), forcing the curtailment of clean energy. Furthermore, the intermittent nature of renewables introduces volatility that mechanical switching equipment is ill-suited to manage.3
1.2 The Divergence of East and West
Western utilities, operating largely within mature, slow-growth markets and constrained by regulatory frameworks that prioritize the minimization of short-term rates, have largely adhered to legacy topologies. Investments are typically incremental, focused on “hardening” existing radial or spot networks rather than architectural reimagining.
In contrast, Chinese state-owned utilities, driven by national strategic mandates for “world-class” reliability, rapid urbanization, and aggressive carbon neutrality targets (the “Dual Carbon” goals), have pioneered a new generation of urban grid architectures. These systems—characterized by “Diamond” wiring, “Snowflake” topologies, and rigorous “Grid Partitioning”—are designed ab initio for the complexities of the Energy Internet. They prioritize redundancy, flexibility, and active control over simple cost-efficiency.5
This report dissects these divergent approaches, arguing that the geometric and functional superiority of the Chinese partitioned loop model offers a necessary blueprint for the high-renewable cities of the future.
2. The Western Paradigm: Hub-and-Spoke and Radial Architectures
To understand the comparative advantages of the modern Chinese model, it is essential to first rigorously analyze the prevailing architecture of Western cities. The “Hub-and-Spoke” concept describes the macro-transmission system, but at the distribution level—the critical interface for urban renewables—this manifests primarily as the Radial System and the CBD Spot Network.
2.1 The Radial Distribution System: A Linear Legacy
The radial distribution system is the most ubiquitous topology in North America and Europe. In this configuration, power flows from a distribution substation through a single primary feeder to a succession of transformers. It is structurally analogous to a river system or a tree, with energy flowing downstream from the trunk to the branches.
2.1.1 Structural Limitations for Renewables
- Impedance and Voltage Sensitivity: In a radial feeder, the impedance (resistance plus reactance) increases linearly with distance from the substation. When a distributed generator (like a rooftop solar array) injects current, it raises the voltage at the point of common coupling. Because there is only one path for this power to flow (back towards the source), the high impedance of the radial line amplifies this voltage rise. Studies indicate that radial networks hit “hosting capacity” limits—the point where new generation causes voltage violations—much faster than meshed networks.3
- The “Open Loop” Compromise: Many Western urban underground systems utilize a “looped radial” design. Physically, the cables form a loop, but they are operated radially with a “normally open” tie-point. This creates redundancy for restoration but offers no benefit for normal operation or renewable integration. The tie-switch is strictly for post-fault reconfiguration, meaning the active physics of the grid remain radial.1
2.2 The CBD Spot Network: The Reliability Trap
In the dense cores of Western cities like New York, London, and Chicago, the “Spot Network” (or Low Voltage Secondary Network) represents the gold standard for reliability. In this topology, multiple primary feeders (typically 3 to 5) operate in parallel, connected to a common low-voltage bus through transformers and specialized circuit breakers called Network Protectors.10
2.2.1 The Mechanism of the Trap
The spot network is designed to be fail-safe. If one primary feeder fails, the remaining feeders instantly pick up the load without a momentary outage. This is critical for skyscrapers, hospitals, and financial centers. However, the device that enables this reliability—the Network Protector—is arguably the single greatest barrier to urban renewable integration in the West.
The Network Protector is structurally a circuit breaker with a specific relay logic: it closes only when power flows from the feeder to the load, and it trips open immediately if power flows in reverse (from the load back to the feeder).
- Legacy Logic: This logic was designed to prevent a fault on a primary feeder from being “backfed” by the other healthy feeders through the low-voltage bus, which would be catastrophic.
- The Renewable Conflict: If a building on a spot network installs solar PV or batteries, and that generation exceeds the building’s instantaneous load, power attempts to flow back into the grid. The Network Protector, unable to distinguish between a solar export and a fault backfeed, interprets this as a fault and trips. This disconnects the building from the grid, effectively blacking out the renewable source.12
2.2.2 The “Zero-Export” Ceiling
Because of the Network Protector, utilities in cities like New York generally enforce strict “zero-export” policies for spot networks. A building can only install as much solar as its minimum daytime load. Any excess generation that attempts to leave the building will trip the protector. This imposes a hard, physical ceiling on urban renewable capacity, rendering vast roof areas in CBDs useless for grid decarbonization unless expensive and complex protection upgrades are undertaken.15
2.3 Economic and Regulatory Drivers
The persistence of these models in the West is driven by regulatory frameworks that emphasize “least-cost planning” based on historical load patterns. The “Value of Lost Load” (VOLL) is calculated based on consumption, not the lost opportunity of generation. Consequently, the massive capital expenditure required to convert radial/spot networks into actively managed bidirectional grids is difficult to justify under current cost-benefit analysis (CBA) rules, which often fail to account for the long-term societal benefits of decarbonization and resilience.16
3. The Chinese Paradigm: The Partitioned Loop and Diamond Architectures
In contrast to the incrementalism of the West, China’s approach to urban power distribution has been characterized by “leapfrog” development. Since the mid-2000s, state directives have pushed for the standardization of grid architectures that prioritize high reliability, scalability, and, increasingly, the capacity to absorb distributed generation. This has culminated in the “4-5 District” partitioned model and the “Diamond” topology.
3.1 The 4-5 District Partitioned Model
The Chinese concept of “grid partitioning” (or “zonal supply”) fundamentally reimagines the macro-structure of the urban grid. Rather than a monolithic mesh, the city is divided into distinct, hierarchical electrical districts. This is often referred to in planning documents as the “4-5 layer” model, typically consisting of:
- 500kV Layer: The external power injection ring.
- 220kV Layer: Partitioned supply zones (the “districts”).
- 110kV/35kV Layer: The distribution chain or ring.
- 10kV Layer: The medium-voltage “Diamond” or “Snowflake” distribution network.
- 0.4kV Layer: The low-voltage consumption layer.
3.1.1 The Logic of Partitioning
The core philosophy is “partitioned operation with emergency handshake.” The 220kV grid is segmented into independent partitions. Each partition acts as a semi-autonomous supply zone.
- Fault Containment: By physically and electrically segmenting the grid, the propagation of cascading failures is halted at the partition boundary. This is a direct response to the vulnerability of “tightly coupled” grids seen in large-scale blackouts globally.20
- Short-Circuit Current Control: As generation density rises, the potential fault current in a unified grid can exceed breaker ratings. Partitioning keeps these currents within safe limits, allowing for higher density of generation without replacing all switchgear.22
- Supply Zone Definitions: Cities are mapped into zones based on load density and administrative importance (e.g., A+, A, B, C). A+ zones (like Shanghai’s Lujiazui or Beijing’s Guomao) mandate the highest level of partitioning and loop connectivity, creating the “Diamond” structure.24
3.2 The “Diamond” Wiring Topology
The “Diamond” distribution network (often called the “Dual-Loop” or “Double-Petal” model in translated literature) is the standard for China’s A+ urban zones. It is structurally distinct from the Western radial loop.
3.2.1 Anatomy of a Diamond
In a Diamond topology, a specific distribution area is served by two independent substations (Dual Source). The feeders from these substations form a closed geometric shape, typically with a central “Switching Station” acting as the hub. The switching station connects to the substations via two distinct paths, forming a shape reminiscent of a diamond or two flower petals.5
- Full Transfer Capacity: The defining feature of the Diamond model is its 100% load transfer capability. In a Western radial loop, the backup feeder is often utilized to near capacity, meaning it cannot fully absorb the load of a failed neighbor during peak times. In the Diamond model, the network is dimensioned such that if one source fails, the other can instantly accept the entire load of the district. This requires lines to be operated at typically 50% capacity under normal conditions—a “redundancy premium” that Western regulators often deem inefficient but which China views as essential for resilience.26
3.2.2 The “Snowflake” Evolution
A further refinement of the Diamond model is the “Snowflake” topology, observed in newer developments like the Xiong’an New Area. This topology optimizes the Diamond structure by connecting multiple Ring Main Units (RMUs) in a fractal pattern around the central switch station. It minimizes cable length while maximizing the number of nodes (and thus potential DER interconnection points) that can be served with N-1-1 reliability. The Snowflake design is explicitly optimized for the integration of power electronics, moving beyond simple copper connectivity.28
3.3 Active Management: The Role of Soft Open Points (SOPs)
A critical technological divergence is the replacement of mechanical tie-switches with Soft Open Points (SOPs).
In Western looped-radial grids, the loop is closed by a mechanical switch that is normally open. Closing it requires synchronization and momentarily parallels the feeders, which can be risky.
In the Chinese Diamond/Snowflake model, the tie-point is increasingly an SOP—a power electronic device (essentially two back-to-back AC/DC/AC converters).
- Active Routing: The SOP acts as a controllable valve. It can block fault currents (providing the isolation of a radial system) while actively controlling the flow of active and reactive power between feeders (providing the connectivity of a mesh). This allows the grid to balance load and generation in real-time, effectively “routing” renewable energy from a surplus feeder to a deficit feeder without ever sending it back to the substation.30
4. Physics of Superiority: Why Loops Beat Radials for Renewables
The argument for the Chinese model’s superiority is not merely one of newer infrastructure; it is grounded in the fundamental physics of electrical networks. The looped and partitioned topology offers intrinsic advantages in impedance management, voltage stability, and hosting capacity.
4.1 The Impedance Advantage and Voltage Regulation
Voltage rise (ΔV) is the primary limiting factor for PV integration on distribution lines. It is governed roughly by the relationship:
- Radial Disadvantage: In a radial system, the resistance R is cumulative and high because current has only one path to the “infinite bus” (the substation). Therefore, a given injection of solar power (P) causes a significant voltage rise. Once this rise exceeds the upper limit (e.g., 1.05 p.u.), the inverter must curtail output.
- Diamond/Loop Advantage: In a Diamond network, the node is connected via multiple paths. This parallel configuration significantly reduces the effective Thévenin impedance (Zth) seen by the generator. By lowering R and X, the grid can accept much higher injections of P before hitting voltage limits. Simulations and field studies have demonstrated that transforming a radial feeder into a closed-loop or diamond configuration can increase PV hosting capacity by 150% to over 400%.3
4.2 Handling Reverse and Bidirectional Flows
The “Hub-and-Spoke” model is designed for a pressure gradient: high pressure (voltage) at the hub, low pressure at the spoke. Reversing this flow disrupts the hydraulic logic of the system.
The Diamond model, particularly when equipped with SOPs, functions more like a localized reservoir or a “meshed pipe” system.
- Peer-to-Peer Balancing: Because the Diamond structure connects multiple feeders at the distribution level, surplus generation from one “petal” can flow laterally to a load-heavy “petal.” This keeps the energy within the distribution network, reducing transmission losses and preventing the reverse power flow from reaching the substation transformer, where it might conflict with tap changer logic.1
- Pilot Differential Protection: To make this safe, Chinese urban grids utilize Pilot Differential Protection. Unlike Western overcurrent relays (which look for high current in one direction), differential relays communicate via fiber optics to compare current entering and leaving a zone. If Iin + Iout ≠ 0, there is a fault. This method is immune to the direction of load flow or the presence of renewable generation, eliminating the “protection blinding” and “sympathetic tripping” issues that plague radial grids.37
4.3 Table 1: Topology Comparison for Renewable Integration
| Feature | Western Radial / Spot Network | Chinese Diamond / Partitioned Loop | Impact on Renewables |
|---|---|---|---|
| Topology | Linear / Parallel unidirectional | Geometric Loop / Mesh | Loops reduce impedance, minimizing voltage rise from solar injection. |
| Tie-Switch | Mechanical (Normally Open) | SOP / Automated Switch (Normally Closed/Soft) | SOPs allow active power routing between feeders to balance variable generation. |
| Protection | Overcurrent / Directional / Network Protector | Pilot Differential / Fiber Optic | Differential protection is immune to bidirectional flow confusion; Network Protectors block export. |
| Redundancy | N-1 (Single contingency) | N-1-1 (Double contingency) | N-1-1 provides thermal “headroom” to absorb generation spikes without overloading lines. |
| Hosting Capacity | Low (Baseline) | High (1.5x – 4x Baseline) | Structural capacity allows for significantly higher penetration of DERs. |
5. Resilience and Security: The N-1-1 Standard
The divergence in grid geometry is underpinned by a divergence in reliability standards. The “N-1” criterion has long been the gold standard in the West, but for the hyper-dense, electrified cities of China, this is viewed as insufficient.
5.1 The Limits of N-1
The N-1 standard dictates that the system must continue to operate if any single component (a line, a transformer) fails. In a radial system, this means having a backup tie-line that can be switched on. However, if a failure occurs while another line is out for maintenance, or if two failures happen simultaneously (a common scenario during extreme weather events), the system collapses. Furthermore, N-1 planning often assumes “firm” generation; it does not account for the sudden loss of distributed solar due to cloud cover passing over a city.40
5.2 The N-1-1 Strategic Advantage
Chinese planners in A+ zones adhere to an “N-1-1” criterion. This rigorous standard ensures the grid remains stable even if a component fails while another is already out of service (Maintenance + Fault), or in the event of two overlapping faults.42
- Headroom as Renewable Buffer: To achieve N-1-1, the Diamond network is significantly “overbuilt” in terms of thermal capacity. Lines act at 50% load or less during normal operation. This “inefficiency” is a strategic asset for renewables. It provides massive thermal headroom to absorb the unpredicted surges of renewable generation or the sudden ramps of EV charging without approaching the thermal limits of the conductors. The “safety margin” for reliability doubles as the “hosting margin” for renewables.44
6. Active Grid Management: The Role of Power Electronics
The transition from the “Hub-and-Spoke” to the “Energy Internet” requires the grid to evolve from a passive carrier of electrons to an active router of energy. The Chinese model facilitates this through the integration of power electronics directly into the grid topology.
6.1 Soft Open Points (SOPs)
As introduced in Section 3.3, the Soft Open Point is a transformative technology enabled by the loop structure. In a Western radial grid, voltage regulation is discrete and slow (tap changers, capacitor banks). In a Diamond grid with SOPs, regulation is continuous and fast.
- Voltage Support: The SOP can inject or absorb reactive power (Q) independently at both of its terminals. This allows it to stabilize the voltage profile of a feeder saturated with PV, essentially acting as a distributed STATCOM (Static Synchronous Compensator).31
- Load Balancing: By shifting active power (P) between the dual loops of the diamond, the SOP ensures that no single feeder is overloaded by EV charging while its neighbor is idling. This maximizes the utilization of renewable energy that might otherwise be curtailed due to local congestion.30
6.2 The “Flexible Interconnection”
This concept, referred to as “Flexible Interconnection” in Chinese literature, represents the end-state of the Diamond topology. It combines the physical redundancy of the diamond shape with the control capability of the SOP. This creates a “partitioned yet interconnected” system where energy packets can be routed dynamically, mirroring the packet switching of the digital internet. This is structurally impossible in a rigid, breaker-based spot network or a disconnected radial system.47
7. Cost-Benefit Analysis and Economic Models
If the Partitioned Diamond model is technically superior, why is it not the global standard? The answer lies in the diverging economic models of grid investment.
7.1 The “Gold-Plated” Grid Criticism
The Diamond model is capital intensive. It requires nearly double the medium-voltage cabling of a radial system, more complex switchgear, and extensive fiber-optic communication layers for differential protection. In Western regulatory environments, where utilities must justify investments based on strict Cost-Benefit Analysis (CBA) to regulators (like PUCs), such investments are often deemed “gold-plating.” The “Value of Lost Load” (VOLL) metrics used in the West often do not justify the cost of moving from 99.99% to 99.999% reliability.18
7.2 The Strategic Investment Model
In China, grid infrastructure is viewed through the lens of national strategy rather than pure short-term CBA. The State Grid Corporation of China (SGCC) and China Southern Power Grid (CSG) operate with mandates to support urbanization, high-tech manufacturing, and national security.
- Long-Term Horizon: The investment in Diamond networks is justified by the anticipated needs of the future digital economy and the “Dual Carbon” targets. The cost of underinvestment (grid instability, inability to host renewables) is viewed as higher than the cost of overinvestment.26
- Asset Utilization: Western regulation incentivizes high asset utilization (running lines close to capacity) to keep rates low. The Chinese model accepts lower asset utilization (redundancy) as the price of resilience and flexibility. Ironically, this “inefficient” low utilization provides the very capacity needed to accommodate the “inefficient” variability of renewable energy.26
8. Case Study: Shanghai vs. New York City
To ground this theoretical comparison, we examine the divergent realities of two global financial hubs.
8.1 Shanghai: The Diamond Standard
Shanghai has implemented a comprehensive “4-Layered” grid architecture, with the Diamond wiring mode as the standard for its core districts (Lujiazui, Jing’an).43
- Topology: 10kV Dual-Loop Diamond connecting switch stations.
- Automation: Fiber-optic self-healing systems capable of sub-second fault isolation.
- Renewable Status: The grid’s high connectivity and differential protection allow for significant integration of Building-Integrated PV (BIPV) and EV charging stations without the “reverse power” tripping issues. The grid is essentially “plug-and-play” for urban renewables.5
- Reliability: Service availability in central Shanghai exceeds 99.9994%, a figure achieved through the structural redundancy of the Diamond model.53
8.2 New York City: The Spot Network Constraints
New York City possesses one of the world’s most reliable grids via its massive Low Voltage Secondary Network. However, this reliability has become a cage for renewables.
- Topology: Parallel feeders feeding a mesh of low-voltage cabling via Network Protectors.
- The Barrier: The mechanical Network Protectors, installed to prevent fault backfeed, act as a hard barrier to solar export. Interconnecting a solar array in Manhattan often requires complex engineering studies and the installation of expensive transfer-trip schemes or modern relays to bypass the protector’s logic. This economic friction has significantly slowed the adoption of urban PV compared to the theoretical potential of the city’s rooftops.12
9. Conclusion and Future Outlook
The comparative analysis of urban grid models reveals that the “Hub-and-Spoke” and “Radial/Spot” architectures, while triumphs of the fossil-fuel era, are structurally ill-suited for the dynamic demands of the renewable age. They are passive, unidirectional, and brittle in the face of reverse power flows.
The Chinese “Partitioned Diamond” model represents a paradigm shift towards a “native” architecture for the Energy Internet. Its advantages are threefold:
- Geometric: Looped topologies physically lower impedance, inherently increasing the grid’s capacity to host voltage-sensitive renewables.
- Operational: The integration of Soft Open Points and pilot differential protection allows for active, bidirectional power routing, transforming the grid from a pipe into a platform.
- Strategic: The N-1-1 reliability standard creates a physical buffer that accommodates the variability of wind and solar without compromising urban security.
For Western policymakers and utility planners, the implications are profound. While a complete rebuild of legacy infrastructure is economically challenging, the principles of the Diamond model—specifically the transition to looped operations, the deployment of power electronics for flow control, and the modernization of protection logic—must be adopted. The grid of the future cannot be a stiff backbone; it must be a flexible web, capable of breathing in sync with the variable rhythms of renewable generation. The Diamond topology offers the clearest geometric path to that future.
Recommendations for Grid Modernization
- Transition to Looped Architectures: Where possible, upgrade radial spurs to loops to reduce impedance and voltage rise limitations.
- Deploy Soft Open Points: Replace mechanical tie-switches with SOPs to unlock active power flow management and defer costly reconductoring.
- Modernize Protection: Move away from unidirectional overcurrent relays toward differential schemes that are agnostic to power flow direction.
- Re-evaluate Investment Metrics: Move beyond simple “least-cost” metrics to valuation models that account for hosting capacity, resilience, and the societal value of decarbonization.
Note on Citations: References are integrated inline using the provided snippet IDs (e.g.36). No separate reference list is appended, in accordance with user instructions.
Works Cited
- 33793_DOE_OE_Undergroundi, accessed December 2, 2025, https://www.energy.gov/sites/default/files/2022-04/33793_DOE_OE_UndergroundingPowerlinesWebinar_v01.pdf
- What Are Challenges in Renewable Energy Grid Integration?, accessed December 2, 2025, https://energy.sustainability-directory.com/question/what-are-challenges-in-renewable-energy-grid-integration/
- Chapter 1: Distribution Network Types and Configurations – AIP Publishing, accessed December 2, 2025, https://pubs.aip.org/books/monograph/102/chapter/55259793/Distribution-Network-Types-and-Configurations
- Impacts of Voltage Control Methods on Distribution Circuit’s … – MDPI, accessed December 2, 2025, https://www.mdpi.com/2411-5134/2/4/28
- Reliability Analysis of Diamond-shaped Distribution NetworN under Large-scale Distribution generation integration Access – IEEE Xplore, accessed December 2, 2025, https://ieeexplore.ieee.org/iel7/9845798/9845816/09846239.pdf
- Research and Application of a Clear Diamond-Shaped Distribution Network Structure, accessed December 2, 2025, https://www.frontiersin.org/journals/energy-research/articles/10.3389/fenrg.2021.735294/full
- Intelligent World 2030 – Huawei, accessed December 2, 2025, https://www.huawei.com/admin/asset/v1/pro/view/d2c1c28eeba24f4ca7bdf0022805a1dc.pdf
- On the Path to SunShot: Emerging Issues and Challenges in Integrating Solar with the Distribution System – NREL, accessed December 2, 2025, https://docs.nrel.gov/docs/fy16osti/65331.pdf
- Distribution Voltage Control: Current Status and Future Trends – OSTI, accessed December 2, 2025, https://www.osti.gov/servlets/purl/1468189
- Electric Power Distribution Reliability, Second Edition, accessed December 2, 2025, https://api.pageplace.de/preview/DT0400.9780849375682_A24381939/preview-9780849375682_A24381939.pdf
- PSEG Long Island’s Smart Grid Small Generator Interconnection Technical Requirements…, accessed December 2, 2025, PSEG LI SG Interconnection Requirements
- Relaying for Distribution and Microgrids – PNNL, accessed December 2, 2025, https://www.pnnl.gov/main/publications/external/technical_reports/PNNL-29145.pdf
- DER Enabled Intelligent Network Protector | ENSC, accessed December 2, 2025, Eaton ENSC DER Presentation
- EPRI Integrated Grid Benefit-Cost Framework, accessed December 2, 2025, EPRI Framework
- network protector for secondary distribution network that includes distributed energy resources – Justia Patents, accessed December 2, 2025, https://patents.justia.com/patent/20230135520