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SiRF

SiRF Technology, Inc. was an American fabless semiconductor company specializing in GPS receiver chips and associated software that enabled location-based services in . Founded in February 1995 in , the company focused on bringing (GPS) technology to mainstream consumer markets, including mobile devices, portable navigation systems, and wireless products. SiRF Technology pioneered advancements in low-power, high-sensitivity GPS solutions, most notably through its SiRFstar series of chipsets, which integrated ARM-based processors with proprietary to improve accuracy and acquisition times in challenging environments. These products powered early location-aware applications in automotive , fitness trackers, and smartphones, contributing to the widespread adoption of GPS in personal devices during the . The company's innovations, such as the SiRFstarIII , emphasized energy efficiency and multifunctionality, including integration, to support emerging mobile computing platforms. SiRF went public on the in 2004, achieving profitability amid rapid growth in the consumer GPS market. In 2009, it was acquired by British wireless chipmaker in a $136 million all-stock transaction, forming a combined entity focused on connectivity and location technologies. itself was later acquired by in 2015, integrating SiRF's legacy GPS expertise into broader semiconductor portfolios.

History

Founding and Early Development

SiRF Technology was founded in February 1995 in , by Kanwar Chadha, with the ambitious vision of making (GPS) technology accessible to mainstream consumers at a time when the market was dominated by professional and military applications. Operating as a fabless company, SiRF focused on developing integrated circuits and for GPS receivers, emphasizing low power consumption and high sensitivity to enable integration into portable devices. In its early years, SiRF concentrated on pioneering GPS architectures tailored for , culminating in the release of its first , SiRFstar I, in 1996. This three-chip solution, fabricated in 350 nm technology, achieved a of -142 dBm and power consumption under 1 W, marking a significant step toward compact, battery-efficient GPS receivers suitable for non-professional use. Building on this foundation, SiRF introduced the SiRFstar II in 1998, which was the first to incorporate support for (WAAS) and (EGNOS) corrections in consumer-grade products, enhancing accuracy and reliability for everyday applications like personal navigation. The SiRFstar II architecture, announced publicly in 1999, represented a breakthrough in GPS design by offering a highly integrated, platform-optimized solution available both as a and an IP core, allowing broader adoption in devices ranging from handheld units to embedded systems. This innovation helped SiRF achieve rapid , becoming the first company to ship over 1 million GPS s in a single month by the early , and laid the groundwork for the company's emphasis on sensitivity and advances that would define its later products.

Expansion and Public Offering

Following its founding in 1995, SiRF Technology experienced significant expansion in the early , driven by the burgeoning market for GPS-enabled devices in mobile phones, automotive , and personal electronics. The company's revenue grew rapidly from $15 million in 2001 to $30.4 million in 2002 and $73.1 million in 2003, reflecting increased adoption of its SiRFstar chipsets, which offered superior sensitivity for urban and indoor positioning. This growth was fueled by strategic partnerships with major manufacturers such as , , , and , as well as a shift toward licensing its to reduce costs and broaden market reach—for instance, transitioned from purchasing chips to licensing SiRF's technology. By 2003, SiRF achieved profitability for the first time, supported by cost reductions that brought GPS module prices down from $200–$300 to $40–$50, enabling wider integration into consumer products. The company's expansion also involved building a robust investor base, including , , , Matsushita, and (an affiliate), which provided funding through multiple venture rounds totaling over $200 million by 2004. SiRF had attempted an in 2000 but canceled it amid market conditions; renewed momentum in the GPS sector, including E911 compliance requirements, positioned it for a successful relaunch. This period marked SiRF's transition from a startup focused on design to a key player in location technology, with operations expanding to include sales offices and design centers globally. SiRF Technology went public on April 22, 2004, listing on the under the ticker SIRF. The raised $132 million through the sale of approximately 10 million shares at a price range initially set at $10–$12 per share. Underwritten by firms including Thomas Weisel Partners and , the IPO valued the company at around $500 million post-offering and provided capital for further research, development, and global expansion. The offering capitalized on the GPS market's projected growth, with SiRF's market share in GPS chipsets exceeding 50% by volume in 2003.

Strategic Acquisitions

SiRF Technology Holdings, Inc. pursued several strategic acquisitions in the mid-2000s to expand its expertise beyond core GPS receiver technology into complementary areas such as (RF) design, broadband wireless, integration, and advanced navigation processing. These moves aimed to enhance SiRF's position in the growing market for multifunction location-aware devices, particularly in mobile handsets and . By acquiring specialized firms, SiRF integrated technologies and talent to accelerate product development and broaden its silicon and software offerings. In February 2003, SiRF acquired Enuvis, Inc., a of assisted GPS (A-GPS) and wireless location technologies, for an undisclosed amount. This acquisition bolstered SiRF's capabilities in urban and indoor positioning for mobile devices, integrating Enuvis' innovative into the SiRFLoc multimode . In April 2005, SiRF acquired Kisel Microelectronics AB, a Stockholm-based of radio and mixed-signal integrated circuits, for approximately $33 million in and . This acquisition provided SiRF with Kisel's expertise in complex RF transceiver designs, enabling the company to develop integrated GPS solutions with enhanced wireless connectivity features, such as radios. The deal added about 30 engineers to SiRF's team and supported the creation of single-chip GPS/ architectures, aligning with the industry's shift toward compact, multifunctional semiconductors. However, in 2008, SiRF spun off its operations back to an independent Kisel Microelectronics, retaining a 15% stake while continuing to leverage the firm's services for RF support. In June 2005, SiRF acquired Motorola's GPS product lines for $20 million in . This deal strengthened SiRF's core GPS offerings, incorporated Motorola's established designs and patents, and solidified its role as a preferred GPS supplier to Motorola for integration into mobile phones and other devices. Early 2006 saw two key acquisitions that bolstered SiRF's wireless capabilities. In January 2006, SiRF acquired Impulsesoft Pvt. Ltd., a Bangalore-based specialist in stereo solutions and , for $15 million in . This move strengthened SiRF's software stack for integration, adding 55 experienced and expanding its operations to support value-added features like audio streaming in GPS-enabled devices. In March, SiRF purchased TrueSpan, Inc., a of silicon and software platforms for (OFDM) technologies used in and other broadband wireless standards. Valued at an undisclosed amount, the deal integrated TrueSpan's approximately 30 employees, primarily in , , into SiRF, enhancing its portfolio with location-aware broadband solutions for emerging mobile data applications. SiRF's most significant acquisition occurred in June 2007, when it agreed to buy Communications, Inc., a Redwood City, California-based provider of solutions for mobile devices, for about $283 million in stock and cash—or approximately 8.1 million SiRF shares. The deal, completed in August 2007, combined Centrality's system-on-chip () processors for and with SiRF's GPS expertise, creating a robust multifunction platform capable of handling and applications. This strategic integration targeted the burgeoning demand for automotive and portable systems, positioning SiRF as a leader in converged technologies. The acquisition was pivotal in diversifying SiRF's revenue streams amid intensifying competition in the GPS market.

Technology and Innovations

Core GPS Receiver Architecture

The core GPS receiver architecture developed by SiRF Technology centers on highly integrated single-chip solutions that combine (RF) front-end processing with digital baseband , enabling high sensitivity and low power consumption for consumer-grade applications. This design typically features a (LNA), mixer, (AGC), and (ADC) in the RF section to capture and digitize weak GPS L1 C/A-code signals at 1575.42 MHz. The digitized signals are then processed by a custom GPS (DSP) that performs correlation, acquisition, and tracking, often supported by an ARM7TDMI for computations and system control. In SiRF's , the processing emphasizes correlator engines to handle multiple satellites simultaneously. For instance, the Satellite Signal Tracking Engine (SSTE) in earlier designs like SiRFstar II utilizes up to 1920 time-frequency search channels and 12 tracking channels operating at 48 MHz, with programmable digital loops for and synchronization to mitigate multipath errors below 50 ns. Subsequent generations, such as SiRFstar III, advance this with over 200,000 effective correlators leveraging (FFT) and matched filtering techniques, allowing autonomous acquisition and tracking of up to 20 satellites even at signal levels as low as -159 dBm. Integrated memory, typically 1 Mb of SRAM shared between the DSP and CPU, stores data and supports battery-backed operation for rapid hot starts under 1 second. Power management is a hallmark of SiRF's core design, incorporating modes like TricklePower that reduce consumption to under 25 mA during intermittent tracking while maintaining accuracy better than 5 meters with (DGPS) augmentation. The architecture's modularity allows for software-configurable features, including support for Satellite-Based Augmentation Systems (SBAS) like WAAS, with the handling navigation updates at low rates (around 100 ms) to minimize CPU load. This integrated approach, housed in compact packages like 7 mm × 10 mm BGA, facilitates deployment in handheld and wireless devices by requiring few external components.

Sensitivity and Signal Processing Advances

SiRF Technology advanced GPS receiver by developing techniques that enabled reliable signal acquisition and tracking in environments with severe signal , such as canyons, dense foliage, and indoor settings. Conventional GPS receivers typically lose lock below a carrier-to-noise (C/N₀) of about 31 dB-Hz (equivalent to approximately -173 dBW received power assuming a -204 dBW/Hz ), but SiRF's high-sensitivity designs achieved tracking thresholds down to 18 dB-Hz (equivalent to -186 dBW) through extended signal dwell times exceeding the standard 20 ms coherent integration limit. This was realized via a combination of long coherent integration (up to 340-800 ms) and subsequent non-coherent accumulation, which amplified weak signals while mitigating accumulation. These methods required initial open-sky acquisition for and time synchronization but provided autonomous operation thereafter, yielding about 13 dB greater than standard receivers. Central to these advances was SiRF's proprietary () architecture, exemplified by the GSP1/LX chip in early SiRFstar receivers, which employed correlators to simultaneously signals from multiple satellites (up to 12 channels). This structure facilitated rapid code-phase detection using matched filtering and Doppler compensation, reducing acquisition times in low-signal conditions and enabling continuous tracking with minimal power overhead. The feature further enhanced performance by preserving satellite , data, and position estimates in during brief power cycles (up to 5 minutes), allowing sub-second time-to-first-fix (TTFF) restarts without full reacquisition. Such innovations prioritized standalone weak-signal operation over network-assisted methods, distinguishing SiRF from competitors reliant on external aiding. Performance evaluations confirmed the efficacy of these techniques, with SiRF receivers demonstrating higher measurement —averaging 8.1 visible satellites in forested environments compared to 6.4 for conventional units—and fewer tracking losses under 33 dB . However, the heightened increased vulnerability to multipath errors, resulting in position errors up to 54 m in echo-dominated scenarios, though typical root-mean-square errors remained below 25 m in tests. These trade-offs underscored SiRF's focus on availability over precision in degraded signals, influencing subsequent GNSS chipset designs.

Integration with Other Wireless Technologies

SiRF's GPS receiver technology was designed for seamless integration with , enabling wireless data transmission between GPS modules and host devices such as PDAs and mobile phones. In 2006, SiRF introduced the SiRFLink1 single-chip solution, which combined its SiRFstar GPS core with 1.2 functionality, reducing component count, size, power consumption, and cost compared to discrete implementations. This integration leveraged SiRF's acquisitions of Kisel Microelectronics for RF design and Impulsesoft for software, facilitating applications in automotive and portable devices where cable-free connectivity was essential. For cellular networks, SiRF pioneered assisted GPS (A-GPS) through its SiRFLoc , introduced in 1999 to meet FCC E911 requirements for emergency location services. SiRFLoc enhanced satellite acquisition, time synchronization, and weak-signal tracking by utilizing data, operating in standalone, handset-centric, or network-centric modes with minimal additional hardware. This allowed easy embedding into existing cellular handsets, improving time-to-first-fix and indoor performance while maintaining low and cost; field tests demonstrated compliance with 125-meter accuracy mandates. Partnerships, such as with SignalSoft in 2000 for the platform and NXP in 2007 for Nexperia reference designs, further optimized A-GPS deployment in wireless carriers like Sprint-Nextel. In later developments, SiRF's receivers addressed coexistence with and radios via advanced interference mitigation. The SiRFstar IV chipset, released by CSR around 2010, incorporated active jammer removal to detect and suppress up to eight interference sources, including and cellular signals, ensuring reliable GPS operation in multi-radio environments like smartphones. This technology enabled high-sensitivity navigation down to -163 dBm tracking levels without compromising other wireless functions, as seen in integrations with devices.

Products

SiRFstar III

The SiRFstar III, part of the GSC3 family, is a single-chip GPS developed by SiRF Technology, integrating RF front-end and processing on a 0.13 μm process in a compact 7 mm × 10 mm × 1.4 mm BGA package. It features an ARM7TDMI processor core, 1 Mb , and optional 4 Mb internal flash (in the GSC3f variant), enabling standalone operation with built-in peripherals including two UARTs, a high-speed serial bus, and up to 14 GPIOs. This architecture supports modular software (GSW3) compatible with real-time operating systems, facilitating integration into mobile devices, navigation systems, and wireless handsets. A key innovation in the SiRFstar III is its advanced signal processing, employing over 200,000 effective correlators through a combination of (FFT) techniques and matched filtering, which enhances weak-signal acquisition and tracking. The chipset achieves acquisition sensitivity down to -159 dBm and tracking sensitivity to -155 dBm, allowing reliable fixes in challenging environments such as urban canyons and indoors—conditions where traditional GPS receivers often fail. It supports 20 all-in-view channels for simultaneous processing of GPS L1 C/A-code signals and Satellite-Based Augmentation Systems (SBAS) like WAAS and EGNOS, with multi-mode Assisted GPS (A-GPS) via SiRFLoc for faster time-to-first-fix (TTFF) using aiding. Additional technologies include the patented EARC (extended acquisition range correlator) for precise frequency transfer and TricklePower modes for ultra-low (as low as 50 μA). Performance-wise, the SiRFstar III delivers hot-start TTFF under 1 second with A-GPS aiding and cold-start TTFF of 15 seconds in open sky or 35 seconds indoors, with position accuracy better than 10 meters autonomously and under 5 meters with SBAS corrections. consumption is optimized at 75 mW during 1 Hz tracking updates, dropping to 700 μA in standby, making it suitable for battery-constrained applications. These capabilities positioned the SiRFstar III as a for high-sensitivity GPS in the mid-2000s, powering devices from portable navigators to integrated mobile platforms like Intel's PCs.

SiRFstar IV

The SiRFstar IV is a high-performance GPS architecture developed by SiRF Technology and launched in July 2009, shortly before the company's merger with . It introduced the SiRFaware technology platform, which enables always-on location awareness with significantly reduced power consumption compared to prior generations, allowing devices to maintain satellite ephemeris data opportunistically without full-power operation. This architecture addressed key limitations in mobile GPS, such as battery drain and slow fixes in challenging environments, by incorporating advanced and techniques. Central to SiRFstar IV is its low-power single-die design, which integrates processing, an CPU, RF functions, and navigation software into a compact package measuring 3.5 × 3.2 × 0.6 mm for the GSD4e variant. The chipset supports 48 all-in-view tracking channels and operates on the L1 frequency at 1,575.42 MHz, with compatibility for WAAS augmentation to enhance accuracy. It achieves exceptional sensitivity, with acquisition down to -160 dBm and tracking to -163 dBm, enabling reliable performance in urban canyons and under interference. An active jammer remover handles up to 8 continuous-wave jammers at up to 80 dB-Hz, mitigating disruptions from nearby devices. Power efficiency is a hallmark of SiRFstar IV, featuring TricklePower mode that consumes only 8 mW at 1 Hz—2.5 times lower than industry benchmarks at the time—while retaining hot-start conditions with 20 times less power than competitors. Time-to-first-fix (TTFF) metrics include hot starts under 1 second, warm starts under 30 seconds, and cold starts under 35 seconds, supporting rapid location acquisition even at low signal levels. The architecture's adaptive micropower controller dynamically adjusts receiver sectors to minimize energy use, making it suitable for battery-constrained applications without sacrificing fix speed or accuracy. SiRFstar IV was released in two primary variants: the GSD4t, a host-based optimized for and internet devices with SiRFaware for seamless into application processors; and the GSD4e, a standalone engine with built-in CPU for geo-tagging in cameras, camcorders, and wearables. It powered early implementations like the , where it delivered superior urban navigation and low-power tracking. Following CSR's acquisition by in , the technology continued in automotive and embedded modules, emphasizing its legacy in enabling compact, efficient GNSS solutions.
SpecificationDetails
Channels48 all-in-view tracking
Acquisition: -160 dBm; Tracking: -163 dBm
TTFFHot: <1 s; Warm: <30 s; Cold: <35 s
Power ConsumptionTricklePower: 8 mW @ 1 Hz; Hot-start retention: 20x less than competitors
Jammer RemovalUp to 8 jammers @ 80 dB-Hz
InterfacesUART, ,

SiRFstar V

The SiRFstar V is a family of high-performance GNSS chipsets developed by CSR plc following its 2009 acquisition of SiRF Technology, with the first products announced in 2012. It represents an evolution in SiRF's architecture, emphasizing multi-constellation support, enhanced power efficiency, and integration for mobile and automotive applications. The initial variant, the SiRFstarV 5t tracker, was optimized for continuous location tracking in smartphones and tablets, introducing adaptive power management to balance accuracy and battery life. Subsequent models like the 5e and 5ea expanded its utility, supporting concurrent reception from GPS, GLONASS, BeiDou, Galileo, QZSS, and SBAS constellations for improved global coverage and reliability in challenging environments such as urban canyons. Key innovations in the SiRFstar V include embedded extended (EE) for faster time-to-first-fix (TTFF), with up to 31 days of server-based predictions for GPS and 14 days for , reducing dependency on network assistance. It features advanced active jammer removal capable of mitigating up to eight interference sources, building on technologies from prior generations while enhancing cellular coexistence through LTE immunity. The architecture also incorporates low-power modes with direct-to-battery operation and integrated power management units (PMUs), enabling flexible voltage ranges (1.8V–3.3V) and minimizing bill-of-materials costs via on-chip low-noise amplifiers (LNAs) and switchers. These advancements prioritize sensitivity exceeding -165 dBm for acquisition and tracking, achieving horizontal accuracy better than 2.5 meters under optimal conditions. The SiRFstar V supports up to 52 tracking channels and update rates of 5 Hz, with interfaces including UART, , and for seamless integration into compact devices. Variants like the 5ea are AEC-Q100 qualified for automotive use, featuring for tunnel and operation across -40°C to 105°C temperatures in small BGA packages (7 × 10 × 1.2 mm). Applications span for geo-tagging and fitness tracking, , and vehicular systems, where its 16 MB and RAM enable on-chip navigation software. Following Qualcomm's acquisition of CSR, the technology continues to underpin modules from partners like Lantronix and OriginGPS, maintaining SiRF's legacy in efficient GNSS solutions.

Acquisition and Legacy

Merger with CSR

In February 2009, , a British semiconductor company specializing in and wireless solutions, announced its intention to acquire SiRF Technology Holdings, Inc., a leading provider of GPS receiver technologies, in a stock-for-stock transaction valued at approximately $136 million. Under the agreement, SiRF shareholders would receive 0.741 shares of CSR common stock for each share of SiRF common stock, equivalent to about $2.06 per SiRF share based on the prevailing CSR stock price at the time. The deal was structured as a merger of SiRF with a wholly owned of CSR, aiming to integrate SiRF's GPS expertise with CSR's platforms to form a stronger player in the mobile location and wireless markets. The merger faced regulatory scrutiny but progressed steadily, with CSR filing a Registration Statement on Form F-4 with the U.S. Securities and Exchange Commission, including a and prospectus for SiRF shareholders to approve the transaction. SiRF's board unanimously recommended the merger to its shareholders, highlighting the complementary technologies that would enhance offerings in smartphones and location-based services amid growing demand for integrated wireless solutions. CSR's CEO, Joep van Beurden, emphasized the strategic fit, noting that the combined entity would leverage SiRF's high-sensitivity GPS chips alongside CSR's Bluetooth dominance to capture expanding markets projected to grow from $3.5 billion in 2008 to $5–7 billion by 2012. The merger was completed on July 24, 2009, after receiving necessary shareholder and regulatory approvals, marking the end of SiRF as an independent and integrating its operations into CSR. Post-merger, SiRF's GPS technologies, including the SiRFstar chipset family, were positioned to accelerate CSR's development of hybrid connectivity solutions for and automotive applications. This acquisition solidified CSR's role in the global navigation satellite system (GNSS) , enabling more efficient and in multi-standard services.

Post-Acquisition Developments

Following the completion of the merger between SiRF Technology Holdings and in July 2009, the combined entity focused on integrating SiRF's GNSS expertise with CSR's connectivity technologies, leading to enhanced multifunction chipsets that combined GPS with and capabilities. This integration enabled the development of more efficient location-aware devices, particularly for handsets and portable systems, by leveraging SiRF's SnapTracker software alongside CSR's BlueCore platforms. The merger also facilitated cost synergies, with CSR reporting improved operational efficiencies in its GNSS division shortly thereafter. In July 2009, CSR announced the SiRFstar IV architecture, building directly on SiRF's prior innovations to deliver faster time-to-first-fix (under 1 second in assisted mode) and reduced power consumption by up to 50% compared to the SiRFstar III, while maintaining high for urban and indoor environments. This was adopted in devices from manufacturers like and , powering location services in smartphones and wearables. Subsequent enhancements under CSR included the SiRFatlas V in 2010, a system-on-chip designed for high-volume , which incorporated adaptive to extend battery life in continuous tracking scenarios. By 2012, CSR introduced the SiRFstar V series, marking a significant advancement with support for multiple GNSS constellations including GPS, , , and QZSS, achieving sub-meter accuracy and improved jamming resistance through advanced RF filtering. The SiRFstar V 5t, optimized for mobile devices, featured adaptive continuous tracking that dynamically adjusted power based on motion profiles, reducing average consumption to under 10 mW during navigation. This architecture was selected by for flagship smartphones, underscoring its impact on location-based services in consumer markets. CSR's GNSS revenue grew substantially post-merger, contributing to the company's expansion in automotive and applications. CSR's acquisition by Qualcomm Incorporated in August 2015 for approximately $2.4 billion further propelled SiRF-derived technologies into broader ecosystems, integrating them with 's Snapdragon platforms for enhanced positioning in automotive , wearables, and devices. Post-acquisition, continued to market and evolve the SiRFstar IV and V chipsets, incorporating features like interference mitigation and direct battery connectivity for cost-effective designs. For instance, the SiRFstar V 5ea targeted automotive applications with quad-GNSS support and , improving reliability in dynamic environments. As of November 2025, continues to offer SiRFstar-based GNSS solutions integrated into Snapdragon SoCs for enhanced multi-frequency positioning in 5G-enabled devices and autonomous systems. This legacy has sustained SiRF's influence in modern GNSS solutions, with leveraging the technology for over 1 billion devices annually in location services.

Impact on GNSS Industry

SiRF Technology significantly advanced the GNSS industry by pioneering high- GPS receivers that enabled widespread consumer adoption. Founded in 1995, the company focused on bringing GPS from applications to mainstream markets, achieving breakthroughs in signal sensitivity reaching -159 dBm with the SiRFstar III , which allowed reliable positioning in challenging environments such as urban canyons and indoors. This innovation reduced to under one second and power consumption to below 50 mW, while keeping bill-of-materials costs under $15, democratizing GNSS for personal navigation devices (PNDs), cellular phones, and automotive systems. By 2008, SiRF had shipped over one million chipsets per month, capturing leadership in PNDs and establishing SiRF's dominance with chips in 100% of automotive navigation systems from leading OEMs. The company's emphasis on low-cost, compact solutions transformed GNSS into a mass-market , expanding applications beyond traditional to location-based services and . SiRF was the first to integrate (WAAS) and (EGNOS) support in consumer products as early as 1998, improving accuracy to 3-4 meters compared to the standard 13 meters. High-sensitivity features, such as those in SiRFstar III with -189 dBW tracking, facilitated indoor positioning with 3D accuracy around 43 meters, influencing competitors to prioritize enhancements and driving industry-wide adoption of assisted GPS (A-GPS) for faster acquisition using cellular networks. This shift boosted GNSS chipset shipments for road transport to 45% by 2008, generating €170 million in revenue and accelerating growth in cellular devices from less than 25% penetration. The 2009 merger with further amplified SiRF's influence by combining GPS expertise with and wireless connectivity, creating integrated platforms for handsets and fostering platform dominance in multi-function chips. The deal, valued at $136 million, projected the combined market for these technologies to expand from $3.5 billion in 2008 to $5-7 billion by 2012, with GPS-enabled phones reaching 240 million units in 2009 alone. Post-merger developments under , and later following its 2015 acquisition of CSR, extended SiRF's legacy through the SiRFstar IV and V series, which emphasized ultra-low power for wearables and asset tracking while supporting multi-GNSS constellations like and Galileo. These advancements enabled direct battery integration for cost reduction and enhanced coexistence with signals, solidifying GNSS's role in emerging ecosystems like and autonomous systems.

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