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Force-sensing resistor

A force-sensing resistor (FSR), also known as a force-sensitive resistor, is a piezoresistive that functions as a passive variable , decreasing its electrical resistance in direct response to applied mechanical force or pressure on its sensing surface. Invented in 1977 by electrical engineer Franklin Eventoff during his work on expressive digital musical instruments, the technology was patented in 1982 and first commercialized in 1985 by Interlink Electronics, marking the beginning of its widespread adoption in interactive devices. FSRs are characterized by their thin, flexible construction, typically measuring forces from 0.1 N to over 100 N, and are valued for their low cost, durability, and ability to detect both static and dynamic loads without requiring external power beyond a simple . The working principle of an FSR relies on the piezoresistive effect, where applied force compresses a semiconductive polymer or ink layer sandwiched between flexible electrodes, increasing the conductive pathways and thus reducing resistance from megaohms (unloaded) to kiloohms (loaded). Construction varies by mode—such as shunt mode, featuring interdigitated traces on one layer and a resistive coating on the opposing layer separated by a spacer, or thru mode, with conductive areas on both layers—but all designs emphasize flexibility using substrates like polyester film. The force-resistance relationship is inherently nonlinear, often following a power-law curve (e.g., R = aF^{-b}, where R is resistance and F is force), requiring calibration with known loads for accurate measurements, with typical accuracy around ±10%. Operating temperatures range from -15°F to +200°F, and maximum current is limited to 1–10 mA to prevent damage. FSRs excel in applications demanding compact, low-profile force detection, including human-machine interfaces like touch-sensitive keyboards and game controllers, medical tools for pressure mapping in prosthetics and , and for grip control and compliance sensing. In consumer electronics, they enable features such as force-touch displays on smartphones and adaptive musical instruments, while in automotive and settings, they support safety systems and material hardness detection. Despite advantages like customizability in , , and sensitivity, limitations such as , thermal drift, and poor necessitate them for relative rather than absolute precision tasks.

Overview and Fundamentals

Definition and Basic Operation

A (FSR) is a thick-film device that exhibits a decrease in electrical when mechanical or is applied to its active surface. These sensors are passive components designed primarily for detecting and measuring applied forces in applications such as human-machine interfaces, where they provide a simple means to transduce mechanical input into an electrical signal. Unlike precision load cells, FSRs offer qualitative force sensing with typical force ranges from 0.1 N to over 100 N, depending on the model, and are valued for their thin, flexible form factor. In basic operation, an consists of a layered structure featuring two flexible substrates with printed electrodes sandwiching a semiconductive layer containing conductive particles embedded in a matrix. When no is applied, the is high (often in the megaohm range) due to large gaps between the particles. Applied compresses the active area, reducing these gaps and allowing more conductive pathways, which lowers the into the kiloohm range. This change is non-linear, with decreasing inversely with increasing , establishing the core function of the device as a variable responsive to mechanical stress. FSRs are typically integrated into circuits using a configuration, where the FSR is placed in series with a fixed reference under a supply voltage. The output voltage across the reference varies with the FSR's , enabling measurement via analog-to-digital conversion. The - relationship can be approximated as R \approx A F^{-B}, where R is , F is applied , and A and B are empirically determined constants (with B often around 0.5–1 for in conductance). This setup provides a straightforward interface for microcontrollers, though is required for quantitative accuracy due to device variability.

Types of Force-Sensing Resistors

Force-sensing resistors (FSRs) are primarily categorized into two structural types based on their operational configuration: shunt mode and thru mode. These designs differ in how is applied and transduced into a change in , influencing their and applicable ranges. Shunt mode FSRs typically employ interdigitated electrodes printed on a single flexible , overlaid with a semiconductive layer or that bridges the electrodes upon application. This configuration allows for a wide detection range, from light touches around 0.1 N to heavy loads up to 500 N, making them suitable for applications requiring broad tolerance, though their response can be less linear at lower forces. In contrast, thru mode FSRs feature separate top and bottom , each with conductive pads (often silver ink), separated by a pressure-sensitive conductive layer such as carbon-filled ; compresses this interlayer directly, providing a more uniform and linear change. These are optimized for lighter forces, typically 0.1 N to 100 N, with higher to small pressure variations, but they may saturate more quickly under high loads compared to shunt mode designs. FSRs are also available in custom geometries tailored to specific force distribution needs, such as circular or rectangular shapes. Circular variants, like the Interlink Electronics FSR 402 with a 14.7 mm active area, promote uniform across the sensing surface, ideal for localized pressure detection in compact interfaces. Rectangular strip geometries, common in the FSR 400 series, enable elongated sensing areas for linear force mapping, concentrating sensitivity along a line rather than a point, which suits applications like grip or slide controls. These shapes can be scaled from 5 mm to over 600 mm, allowing adaptation to diverse form factors while maintaining core shunt or thru mode principles. Specialized FSR variants further differentiate by fabrication and substrate properties, including thin-film versus thick-film constructions and flexible versus rigid forms. Thin-film FSRs, often associated with thru mode, use vapor-deposited or sputtered conductive layers on substrates, offering superior linearity, stability, and precision for forces in the 0.1 N to 50 N range, though at higher manufacturing costs. Thick-film FSRs, prevalent in shunt mode, apply screen-printed inks that are fired to form robust resistive elements, providing a broader force range up to 100 N or more with greater durability but potentially higher . Most FSRs are inherently flexible due to substrates like , enabling conformal integration into wearable or curved surfaces with force ranges from 0.1 N to 100 N; rigid variants, using substrates like or thin PCBs, enhance mechanical stability for fixed installations but limit conformability.

Historical Development

Invention and Early Patents

The force-sensing resistor (FSR) technology originated in the mid-1970s through the work of electrical engineer , who is credited with its invention in 1977 and received patents for it in 1982 (filed 1979). Eventoff's breakthrough came while experimenting with materials for more expressive electronic musical instruments, aiming to create sensors that could detect varying degrees of touch pressure to control sound dynamics. This innovation addressed limitations in early digital interfaces by providing analog-like responsiveness in a compact, flexible form. Early development centered on carbon-based conductive polymers, where conductive particles such as are dispersed within an insulating matrix to form a piezoresistive . When is applied, the particles form conductive pathways, reducing electrical resistance in a manner proportional to the applied . Foundational prototypes incorporated this between flexible substrates with interdigitated electrodes, enabling reliable detection in thin profiles suitable for integration into devices. These initial designs drew from broader in piezoresistive composites dating back to the early 1970s, but Eventoff's application specifically tailored them for practical sensor use. Prototypes in the late 1970s were primarily tested in musical applications, such as the Sonica synthesizer and pressure-sensitive surfaces in Mattel's 'Magical Musical Thing' toy (1978), allowing musicians to modulate volume, timbre, and other parameters based on playing force. These prototypes led to early commercial products, including the Sonica synthesizer and the pressure-sensitive toy 'The Magical Musical Thing,' licensed to in 1978 and selling over 3 million units. By the early 1980s, the technology gained traction through Eventoff's efforts, culminating in the founding of Interlink Electronics in 1985, which produced the first commercial prototypes and inks for broader industry adoption.

Commercial Evolution and Key Milestones

The commercialization of force-sensing resistors (FSRs) commenced with Interlink Electronics, founded in 1985 by Franklin Eventoff, who invented the underlying technology in the late . Interlink introduced the first FSR products to market that year, targeting computer input devices such as touchpads and early joysticks to enable pressure-sensitive controls. Throughout the , adoption expanded into consumer and medical sectors, with notable integration into joysticks for gaming and assistive technologies, as well as grips for medical instruments to quantify applied forces during and surgical simulations. The witnessed a surge in applications within touchscreens and , where the sensors facilitated enhanced tactile feedback in interfaces and robotic grippers for precise object manipulation. In the , advancements in propelled s into wearable technologies, enabling compact, flexible designs for real-time force detection in health monitoring devices and gesture-based interfaces. Prominent industry contributors include Interlink Electronics, Sensitronics—established in by Eventoff to advance custom FSR innovations—and Tekscan, whose FlexiForce line originated from ultra-thin force-sensing patents filed in the early 1980s. From a niche in the late , the market burgeoned to exceed USD 800 million annually by the early , fueled by the transition to flexible, for broader integration in and human-machine interfaces.

Operating Principles

Percolation Mechanism

In force-sensing resistors (FSRs), the mechanism describes how electrical arises from a network of conductive particles, such as or , dispersed within a non-conductive matrix. Without applied , the particles are separated by insulating gaps, resulting in high due to limited conduction paths. When mechanical is applied, it compresses the matrix, reducing inter-particle distances and enabling physical contacts or enhanced tunneling across narrow gaps. This forms interconnected conductive pathways across the material, dramatically lowering resistance once the is reached, where a spanning cluster of connected particles emerges. The mathematical foundation of this mechanism draws from , which models the probability of forming a conductive network. The fraction of the system belonging to the infinite percolating cluster scales as P \sim (p - p_c)^\beta, where p is the effective of conductive particles (increased by force-induced compression), p_c is the critical (e.g., ≈0.31 for 3D lattice site percolation or 0.59 for 2D square lattices; note that in FSR composites, effective thresholds are often lower, around 0.01–0.05 vol%, due to ), and \beta is the (approximately 0.41 in 3D and 5/36 ≈ 0.14 in 2D). However, the electrical \sigma near the follows \sigma \sim (p - p_c)^t, with the universality exponent t \approx 1.3 for two-dimensional systems, reflecting the number of effective conduction paths. Since R is inversely related to conductivity, a simplified model yields R \propto 1/\sigma \propto 1/(p - p_c)^t, capturing the sharp transition in FSR response. As force F modulates p through matrix deformation (e.g., p \approx p_0 (1 + \epsilon), where \epsilon is proportional to F), this framework predicts the onset of low resistance above the threshold. At low applied forces, the exhibits an decrease as initial contacts form between particles, rapidly increasing the number of conduction paths before the full percolating develops. This behavior stems from the of contact formation to small deformations, where even modest closes gaps exponentially in terms of tunneling probability, though the classical percolation view emphasizes geometric contact . The evolution of the particle under increasing can be conceptualized in stages: isolated particles or small at zero (high ); partial bridging of gaps at low (initial drop); and a fully connected at higher (minimal ), often illustrated in simulations showing growth from fragmented to spanning topologies. This percolation mechanism is particularly dominant in thick-film FSRs, where carbon-based fillers like are screen-printed onto flexible substrates to create robust, low-cost sensors with thicknesses on the order of 100–500 μm. These devices leverage the classical contact-based conduction for applications requiring moderate ranges (up to several newtons), distinguishing them from thinner films where other effects may prevail.

Quantum Tunneling Effect

In force-sensing resistors (FSRs), quantum tunneling serves as a primary conduction mechanism at low applied forces, enabling electron transport across thin insulating polymer layers separating conductive particles within the composite. Under zero or minimal force, the particles remain isolated by gaps typically on the order of nanometers, preventing classical conduction; however, quantum mechanics allows electrons to probabilistically "tunnel" through these barriers. The tunneling probability is described by the Wentzel–Kramers–Brillouin (WKB) approximation, yielding a transmission coefficient T \sim \exp(-2\kappa d), where \kappa = \sqrt{2m\phi}/\hbar is the wave function decay constant (with m as the electron mass, \phi as the barrier height, and \hbar as the reduced Planck's constant), and d is the gap width. Applied force compresses the elastomeric , reducing d and exponentially enhancing the tunneling probability, which sharply decreases the overall of the FSR. This effect accounts for the device's in the sub-percolation regime, where conductive pathways have not yet formed through particle contacts; at higher forces, tunneling integrates with classical to provide a comprehensive model of . Supporting evidence includes non-ohmic current-voltage (I-V) characteristics observed at low forces, where the current density J exhibits voltage-dependent behavior as modeled by Simmons' equations for metal-insulator-metal junctions—such as J = \left( e / 2\pi h \right) (2m)^{1/2} \left[ \phi \exp(-A \beta s) - (\phi - eU) \exp\left(-A \beta \sqrt{s^2 - (2m e U / \beta^2 h^2)}\right) \right] for low bias voltages U < V_a / e (with A = 2\sqrt{2m}/\hbar, \beta = \sqrt{\phi}, s as the barrier width, and V_a as the image potential barrier height)—indicating or Fowler-Nordheim tunneling rather than ohmic conduction. Temperature dependence further corroborates tunneling dominance: unlike thermally activated processes that increase with rising heat, tunneling conduction in FSR composites shows decreasing (increasing ) due to thermal expansion widening inter-particle gaps, thereby suppressing electron transmission. Recent simulations reinforce this mechanism, employing the Simmons model to predict I-V responses and resistance changes for gap widths of 4–6 nm under compressive stress, demonstrating excellent agreement with experimental data for polymer composites and highlighting tunneling's role in the nonlinear force-resistance relationship.

Physical and Electrical Properties

Resistance-Force Relationship

The resistance of a force-sensing resistor (FSR) decreases nonlinearly with increasing applied force, typically following a power-law relationship expressed as R = a F^{-b}, where R is the resistance, F is the force, and a and b are empirically determined constants with b generally ranging from 0.5 to 1. This model arises from the empirical characterization of FSR behavior, where the logarithmic plot of resistance versus force (\log R vs. \log F) appears nearly linear, facilitating curve fitting for practical applications. A representative resistance-force curve, plotted on logarithmic scales, exhibits a steep decline in resistance at low forces (e.g., below 1 N), reflecting high sensitivity in this regime, followed by a gradual flattening at higher forces (above 10 N), where the response saturates due to limited contact area expansion in the conductive polymer. Typical operating resistance values range from over 1 MΩ under no load to approximately 1 kΩ at a full-scale load of 10 N, though exact values vary by sensor model and actuation mechanics; this wide dynamic range underscores the device's suitability for qualitative force detection but highlights inherent non-linearity that necessitates per-system calibration for quantitative accuracy, often achieving errors of ±5% to ±25% without it. Influencing factors include temperature and aging effects. Resistance generally decreases with rising temperature due to changes in the conductive ink's properties, requiring compensation circuits in temperature-variable environments. Aging introduces long-term drift, typically less than 5% per logarithmic decade of time under constant load, attributable to material fatigue and environmental exposure. For measurement, FSRs are commonly integrated into a Wheatstone bridge circuit to detect small resistance variations as differential voltage changes, which helps mitigate non-linearity through balanced amplification and enables linearization via operational amplifiers.

Sensitivity, Hysteresis, and Response Characteristics

Force-sensing resistors (FSRs) exhibit sensitivity characterized by the relative change in resistance per unit applied force, enabling detection across a broad range from less than 100 g to over 10 kg, though non-linearity limits absolute precision. Hysteresis in FSRs arises primarily from the viscoelastic properties of the polymer matrix, manifesting as a 10-20% discrepancy between loading and unloading curves in force-response plots, often quantified by the area enclosed in these loops. For instance, after applying a heavy load (e.g., 5 kg), the resistance under a subsequent lighter load (e.g., 100 g) may remain elevated by up to 40% initially, gradually recovering as internal stresses relax. This effect, while reducing accuracy in dynamic cycling, can be mitigated through calibration models that account for path dependency, achieving hysteresis reductions of up to 39% in optimized setups. Response characteristics of FSRs include rise and fall times typically under 10 ms (often 1-2 ms for mechanical actuation), supporting frequency responses up to 100 Hz in dynamic applications such as robotics or wearables. Durability metrics feature cycle lives exceeding 1 million actuations, with some commercial models rated for over 10 million under standard conditions (e.g., 1 kg at 3 Hz), though performance degrades with excessive current (>1-10 mA) or extreme temperatures. , or drift, occurs under sustained loads, causing gradual resistance shifts over time due to material relaxation, which is more pronounced in thicker formulations and necessitates periodic recalibration for long-term static measurements.

Design and Manufacturing

Materials and Construction

Force-sensing resistors (FSRs) are primarily composed of a semiconductive ink that serves as the active sensing element, typically consisting of particles dispersed within an insulating matrix such as (PDMS) or . This exhibits piezoresistive properties, where the conductive filler concentration—often around 20-30% by weight for —determines the baseline resistivity and response to deformation. or carbon nanotubes can also be used as alternative fillers to achieve higher or improved in specialized formulations. Electrodes in FSRs are generally formed from silver or copper traces printed onto a flexible substrate, such as polyethylene terephthalate (PET) or polyester film, providing low-resistance contacts for electrical interfacing. These traces are configured in patterns like interdigitated fingers on the bottom layer to facilitate current flow through the semiconductive ink when force is applied. The layered construction of an typically involves two flexible substrates separated by an air gap maintained by spacer elements, such as dots or films, with the semiconductive applied to the inner surface of the top layer. This spacer, often made from like 467, has a thickness ranging from 0.03 mm to 0.15 mm to control the initial contact force threshold. An backing on the outer enables easy mounting to surfaces without compromising flexibility. Variations in construction include the use of substrates for enhanced bendability and durability in flexible applications, as well as incorporation of carbon nanotubes as fillers to boost sensitivity through better networks. Emerging eco-friendly alternatives employ bio-based polymers, such as or poly(glycerol sebacate), to replace synthetic matrices, reducing environmental impact while maintaining piezoresistive functionality.

Fabrication Techniques and Variations

Force-sensing resistors (FSRs) are primarily fabricated using , a thick-film deposition technique that applies conductive and resistive polymer inks, such as carbon-based formulations, onto flexible substrates like or films. This method involves forcing the ink through a screen with patterned apertures to create interdigitated electrodes on one layer and a uniform resistive coating on the opposing layer, enabling precise control over geometry and thickness. is favored for its low cost and scalability in , allowing high-throughput of uniform sensors with minimal material waste. Alternative fabrication methods include , which deposits inks drop-on-demand for prototyping and low-volume customization, particularly on unconventional substrates like textiles. In this process, metal-organic silver is jetted onto nonwoven fabrics using piezoelectric printheads at resolutions up to 1693 dpi, followed by thermal annealing at 150°C to achieve sheet resistances around 0.35 Ω/sq, and heat-pressing with spacers to assemble the sensing structure. completes the assembly for both screen- and inkjet-printed layers, where two substrates are bonded with spacers (50-125 μm thick) to form either shunt-mode ( bridging interdigitated traces) or thru-mode ( compressing conductive layers) configurations, ensuring mechanical stability and electrical isolation. Variations in FSR fabrication enable custom sensor arrays for multi-point sensing, achieved by patterning grids of individual elements on flexible circuits or integrating with printed circuit boards (PCBs) via aligned conductive traces. For instance, matrix arrays with 16x16 or larger configurations can be screen-printed or inkjet-deposited to pressure distributions, with spacer thicknesses and active area sizes adjusted (e.g., 0.2-0.8 cm diameters) to tune sensitivity ranges from 4.9 kPa to 7.1 MPa. Quality control focuses on uniformity testing through resistance-force and cycle endurance checks (up to 1000 cycles), while challenges like ink viscosity control—for screen printing inks typically 4,000–12,000 and for inkjet inks 1–20 —to ensure consistent flow without clogging or defects are addressed via formulation adjustments to prevent defects in deposition.

Applications

Consumer and Wearable Devices

Force-sensing resistors (FSRs) play a key role in consumer touch interfaces by enabling pressure-sensitive interactions that enhance usability in everyday electronics. In game controllers, FSRs detect varying levels of force applied to buttons and triggers, allowing for nuanced control and immersive gameplay experiences. For example, these sensors support adaptive responses in controllers designed for electronic music gaming, where pressure variations translate to dynamic sound modulation. In wearable devices, FSRs are commonly embedded in smart insoles to facilitate , measuring plantar pressure distribution during walking or running to provide insights into and . These insoles, often integrated with systems, help users track foot strike patterns and balance in real-time applications like monitoring. Similarly, fitness trackers incorporate FSRs as grip sensors to evaluate hand strength and muscle contractions, supporting metrics such as during exercises. FSRs also enable expressive control in consumer musical instruments, such as pressure-sensitive keyboards, where applied force modulates volume, , or note velocity for more natural performance. Devices like pads and interfaces use FSRs to capture subtle pressure differences, mimicking acoustic instrument responsiveness. The adoption of FSRs in these areas has driven market growth in IoT-enabled consumer devices, particularly by supporting haptic feedback systems that provide tactile responses to user inputs. This integration has expanded interactive features in wearables and gadgets, contributing to the sector's projected expansion from USD 4.62 billion in 2025 to USD 8.5 billion by 2030.

Industrial and Medical Uses

In industrial settings, force-sensing resistors (FSRs) are employed for pressure monitoring on assembly lines, where they enable real-time detection of applied forces during tasks such as part insertion or fastening to ensure and prevent defects. For instance, FSR-based tools facilitate disassembly operations by measuring contact forces, allowing automated adjustments to avoid damage in processes. In the automotive sector, FSRs serve as seat occupancy detectors, identifying passenger presence and weight distribution to optimize deployment and reminders for enhanced safety. These applications leverage the sensors' thin, flexible for integration into components without compromising . In , s provide force feedback in end-effector , enabling precise of objects by detecting grip pressure and adjusting actuation to handle delicate items securely. For collaborative robots (cobots), arrays integrated into modular designs enhance safety during human-robot interactions, such as tool delivery tasks, by sensing collision forces and triggering proportional retraction to minimize injury risks. Medically, FSRs enable tactile sensing in prosthetic limbs, where they measure contact forces to provide users with feedback on , improving control and reducing compensatory movements during daily activities. In , FSR-equipped gloves quantify for patients recovering from neurological impairments, such as , by placing sensors on fingertips and palms to track force exertion in real-time and guide therapy progress. These gloves, often lightweight and wireless, integrate FSRs with microcontrollers for , supporting exergames that motivate affected individuals to exercise using their unaffected hand as a reference. A notable example is Tekscan's T-Scan system, which utilizes technology for bite force analysis in , capturing dynamic occlusal forces to diagnose imbalances and guide adjustments in prosthetics or restorative treatments. This thin-film provides 2D and visualizations of force distribution and timing across teeth, aiding in the prevention of temporomandibular disorders.

Benefits and Drawbacks

Force-sensing resistors (FSRs) offer several key benefits that make them suitable for a wide range of applications. They are low-cost, with production costs allowing prices under $1 per unit in high-volume , enabling economical integration into products. Their thin and flexible , typically around 0.2–0.3 mm thick, allows easy attachment to curved or irregular surfaces without adding bulk. FSRs provide a simple analog voltage output via basic circuitry like a , facilitating straightforward interfacing with microcontrollers. Additionally, they support a wide force range, from approximately 0.1 N to 10 N or more, depending on the model, accommodating both touch and moderate detection. Despite these advantages, FSRs have notable drawbacks that limit their use in high-precision scenarios. Their resistance-force relationship is inherently nonlinear, often requiring individual to achieve reliable measurements, which can complicate implementation. —up to several percent in loading-unloading cycles—and signal drift over time further reduce , with errors accumulating under prolonged use. is generally limited to ±10–20%, making them unsuitable for applications demanding sub-percent accuracy. Environmental factors exacerbate these issues; variations can shift curves by altering , while may cause inconsistent responses due to in the layers. When compared to alternatives, FSRs excel in and but trade off and stability. Versus strain gauges, FSRs are cheaper and more flexible for direct force sensing in non-structural applications, though strain gauges provide superior (often <1% error) and at higher and rigidity. Compared to capacitive sensors, FSRs better suit single-axis, direct in compact designs but underperform in multi-axis detection and environmental robustness, as capacitive types offer higher accuracy and less sensitivity to or .

Emerging Innovations and Future Directions

Recent advancements in force-sensing resistor (FSR) technology have focused on nanomaterial enhancements to boost sensitivity and performance. For instance, incorporating has been explored to improve piezoresistive sensors. Similarly, self-healing polymers integrated into FSR designs enhance durability by autonomously repairing mechanical damage, restoring over 80% of initial functionality within seconds without external stimuli, which extends sensor lifespan in dynamic environments. Key trends in FSR development include integration with (AI) for advanced . algorithms applied to FSR data from conductive polymer composites improve classification accuracy for force patterns by compensating for sensor nonlinearities. Additionally, techniques enable the fabrication of custom-shaped FSR arrays, such as anisotropic piezoresistive sensors with tailored geometries for specific force distributions, reducing production costs and allowing for diverse applications. Biodegradable FSR variants, using materials like and , support disposable uses in medical and , fully degrading without toxic residues after service life. Despite these innovations, challenges persist in achieving consistent performance. Nonlinear resistance-force relationships in FSRs limit precision, with studies showing deviations up to 20% in static load tests, necessitating advanced methods. Multi-force sensing remains difficult, as traditional FSRs primarily detect normal pressure. Variability across manufacturers continues to hinder interoperability. Looking ahead, FSRs hold significant potential in and (e-skin), where hybrid piezoresistive arrays provide tactile feedback for dexterous manipulation and human-like sensing. The broader force sensor market, including FSRs, is projected to grow at a CAGR of over 5% through 2030, driven by demand in and health monitoring, with FSR-specific segments expanding faster due to adoption.

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