Future Space-Based ISR Capabilities

Assess whether future space-based ISR capabilities expected by 2030 can realistically achieve the sensing, target tracking, and data delivery performance required for long-range kill chains against mobile targets in contested environments given bandwidth constraints and emerging counter-space threats.

• Acuna, Maj. Fernando Suito, "The Missing Link: A Path Forward for Integrating Remotely Piloted Aircraft within Joint All-Domain Operations," AFGC thesis, 2025.
  • Examines the survivability of Group V remotely piloted aircraft (RPAs) that depend on space-based connectivity for persistent ISR. The paper identifies a "two-axis operational challenge" for 2030: long-range adversary sensors that impose extreme standoffs, and cyber/electronic warfare capabilities that target the "connective tissue" of modern warfare—the C2 networks. Acuna argues that legacy RPAs lack the spectrum agility and resilient anti-jam architecture required to survive in a contested spectrum, suggesting that unless significant modernization in onboard processing occurs to reduce reliance on vulnerable satellite-based C2, these platforms will become operationally ineffective.
• Adams, Alphanso, "Cyberspace in War," SAASS thesis/Drew Paper, 2024, 61 pgs. 
  • Uses historical case studies to demonstrate that demand for bandwidth access will inevitably outstrip available supply, even with futuristic equipment. The author highlights that the heavy reliance on satellite communications (95% of long-haul comms in the Gulf War) creates a critical vulnerability that an adept adversary can recognize and disrupt. The research concludes that to be effective in contested environments, future forces must be capable of executing missions without the information now viewed as critical, such as high-bandwidth imagery and early-warning data.
• Aglubat, Maj. Eric J., "Enhancing C3 for Mobility Aircraft: The Promise and Pitfalls of Starshield," AFGC thesis, 2025.
  • Evaluates the projected bandwidth and resilience of commercial proliferated Low-Earth Orbit (pLEO) constellations like SpaceX’s Starshield. The paper notes that while these systems offer massive bandwidth (up to 210 Tbps for the full constellation) that dwarfs legacy MILSATCOM, their physical and cyber security remains a "least optimal" choice compared to government-owned systems. Furthermore, the author warns that the effectiveness of these capabilities in a contested environment is not guaranteed, as adversaries can exploit the widespread distribution of terminals or target the satellites themselves with kinetic and non-kinetic means.
• Agnihotri, Gp. Capt. Prashant, "Shared Situational and Domain Awareness (SSDA) as an Initial Framework for Strengthening Quad," AWC SSP, 2022, 32 pgs. 
  • Examines China’s strides toward information domination, noting the development of kinetic-kill vehicles and electronic ASAT capabilities with wide-ranging security implications for the Indo-Pacific. The author highlights that China plans to use its Beidou satellite network to achieve persistent coverage for precision strikes even in GPS-denied environments. To counter these threats, the paper emphasizes that the U.S. and its partners must improve Shared Space Domain Awareness (SSDA) to fill current resource gaps in contested regions like the Indian Ocean.
• Anand, Capt. Joseph, "Agile Base Defense Sensors and Networks," SOS AUAR, 2025, 3 pgs. 
  • States that the future Agile Combat Employment (ACE) environment must be prepared for the lack of position, navigation, and timing (PNT) information and expects no satellite capability due to electromagnetic spectrum (EMS) jamming. The research finds that enduring, location-focused sensor strategies are insufficient for short-term or dispersed operations. Instead, the author proposes using self-healing mesh networks and AI-enabled commercial sensors that can be airdropped to provide local situational awareness when space-based links are severed.
• Bava, Capt. Daniel A., "Space ISR and Artificial Intelligence," SOS AUAR, 2025, 7 pgs. 
  • Directly addresses the challenge of data overload, noting that current space-based ISR tasking, collection, processing, exploitation, and dissemination (TCPED) cycles are "prohibitively too long" to provide the near real-time intelligence required for tactical kill chains. The paper highlights that while proliferated satellite constellations will increase data volume over the next decade, limited bandwidth resources remain a significant barrier that necessitates AI-driven onboard processing to reduce downlink latency. Furthermore, the author warns that the U.S. is at a crossroads where China’s aggressive counterspace developments and autonomous satellite maneuvers threaten to erode the technological high ground previously enjoyed by the U.S.
• Bibow, Lt. Col. Lars, "Space System Architecture: How to Improve the Resiliency of the German Armed Forces Space Communications Services," AWC SSP, 2022, 45 pgs. 
  • Contends that the current German and Allied satellite architecture of a few geosynchronous satellites is highly vulnerable to kinetic, electronic, and cyber manipulation. The research proposes a proliferated LEO constellation that utilizes onboard processing and AI to analyze sensor data immediately in space. By transmitting only positive target identifications rather than raw data, the author argues the reconnaissance cycle could be cut from hours to minutes, enabling the rapid dynamic targeting of mobile threats like SCUD launchers
• Blackwell, Maj. Luke R., "The Air Operations Center Weapon System: A Means to Enable ABMS for JADC2," AFGC thesis, 2022, 47 pgs. 
  • Expresses skepticism regarding the 2030 timeframe, characterizing the AI/ML modernization required for advanced battle management as an "emerging capability" rather than one ready for near-term implementation. The research identifies that limited funding and state-of-the-art network infrastructure requirements cause significant delays in the ability to shorten the kill chain. Ultimately, the author determines that fully automated systems will not be ready for operational execution in contested environments until antiquated systems and convoluted human-in-the-loop processes are resolved.
• Cassidy, LtCol Michael R., "Space Electronic Warfare: Role of the United States Space Force in Integrated Deterrence," AWC SSP, 2022, 34 pgs. 
  • Details how space-based electronic warfare can efficiently target satellite uplinks, downlinks, and crosslinks to deny critical ISR and communications services. The author explains that LEO satellites are particularly vulnerable because they lack persistence, providing only roughly twelve minutes of useful coverage over a specific location. The paper argues that because adversaries can leverage proximity to jam receivers with relatively low power, the information dominance required for long-range kill chains is at high risk of being degraded or neutralized.
• Conatser, Lieutenant Commander Brian P., "Digital Eyes in the Water: Using Unmanned Technology to Gain and Asymmetric Advantage in the South China Sea," AFGC thesis, 2023, 37 pgs. 
  • Argues that in a high-end conflict with China, the U.S. Navy will likely find itself in an environment where it cannot utilize satellites for ISR due to the adversary's advanced space warfare capabilities. The paper notes that systems designed to supply targeting information have lagged behind the development of weapons, creating an "ISR gap" in vast contested areas like the South China Sea. To achieve performance for kill chains against mobile targets, the author recommends shifting reliance to survivable, non-satellite technologies such as unmanned surface and underwater vehicles (USVs/UUVs).
• Corrado, Maj. Salvatore A., "Communicating in a Degraded Environment: Command and Control during Contested Operations," AFGC thesis, 2025.
  • Identifies communication satellites and undersea cables as primary targets for Chinese kinetic and non-kinetic assaults, which are expected to occur at the onset of conflict. The author notes that PLA doctrine emphasizes destroying enemy communications, utilizing orbiting anti-satellite (ASAT) systems and cruise missiles to cause widespread disruptions. Because of these threats, the research concludes that the Air Force must proactively prepare for operations in disconnected and low-bandwidth environments where traditional C2 architectures have been degraded.
• Crawford, Capt. Cody, "Attrittable Intelligence, Surveillance and Reconnaissance (ISR): Concepts and Employment," SOS AUAR, 2023.
  • Asserts that the current U.S. reliance on "expensive and bespoke" space platforms is a major liability given China’s anti-satellite (ASAT) capabilities. The paper warns that the use of ASAT weapons could trigger Kessler Syndrome, a negative feedback loop of collisions that would render low-earth orbit (LEO) unusable for an ISR constellation. Realistically achieving persistent awareness by 2030 will require the Air Force to transition to "Attritable ISR"—masses of inexpensive, commercial-off-the-shelf platforms that can be lost without compromising the overall mission.
• Goodman, Maj. Brian, "Offensive Dominance in Space," AF Fellows (Kennedy School), 2024, 15 pgs.  
  • Posits that the space domain is characterized by "offensive dominance," where it is far less expensive to negate a satellite than to build and field one. He provides a conservative offense-defense cost ratio of 1:4, noting that expensive earth observation satellites can be destroyed or jammed by relatively cheap counter-space weapons. Because the military tasks of finding and tracking satellites have become easier for finders, the survivability of projected 2030 ISR capabilities is increasingly tenuous unless the US transitions away from exquisite, large satellites toward small, proliferated constellations.
• Hart, Maj. Mariko, "Vulnerabilities and Challenges of Integrating AI into Future Air Force Intelligence Systems," ACSC ACTS 2.0 RTF, 2020, 22 pgs. 
  • Offers a cautionary view, noting that the "Sensing Grid"—the assembly of sensors and AI intended to deliver timely target characterization—is likely at least a decade away from being optimized. Hart questions whether projected capabilities can realistically handle the threat of adversary tampering or deliberate misinformation (such as Deepfakes) that could enter data streams in the unclassified domain and lead to false sensor cueing. The paper warns that an organizational inclination to trade accuracy for speed could result in a "dystopian" failure of the kill chain if human-machine teaming is not carefully integrated.
• Holston, Joel S., "Building the Neighborhood Watch: Partnered Integration of Airborne ISR for Indo-Pacific Competition," AFGC thesis, 2024, 39 pgs. 
  • Argues that the anticipated transition from airborne platforms to space-based ISR remains either unrealized or lacks the versatility required for real-time combat. While satellite-based sensing was once viewed as a panacea for risk-free information gathering, these assets are at increasing risk from Chinese and Russian counter-space weapons. Crucially, even without these threats, space-based sensors currently cannot maintain a "fix" on mobile targets in real-time with the same efficacy as loitering airborne assets, creating a significant performance gap for closing long-range kill chains.
• Huynh, Maj. Christopher, "AI on the Edge of Space: Securing Space Superiority and Avoiding Surprise in Orbit," AF Fellows (CSET), 2025, 25 pgs.  
  • Identifies bandwidth constraints as a primary bottleneck for space-based ISR, noting that downlinking full-resolution imagery is inefficient in contested environments. He highlights that edge-deployed AI could realistically achieve the required performance by reducing bandwidth usage by 93%, transmitting only confidence scores and target bounding boxes rather than raw data. However, achieving this by 2030 is complicated by "dark zones" in sensor coverage that adversaries can exploit and the need for radiation-hardened onboard processors that currently lag behind terrestrial compute power.
• Jodice, Maj. Adam P., "United States Space Combat Capability: Preparing for the Now," ACSC Schriever paper, 2020, 21 pgs. 
  • Argues that the projected 2030 infrastructure is currently insufficient for long-range kill chains because the existing space track catalog was "never designed to direct real-time maneuvers" or weapons engagement. Jodice emphasizes that for the Space Force to deliver combat effects against mobile threats, it must develop a dedicated C2ISR infrastructure capable of "finding, fixing, tracking, and targeting" threats in the orbital fight—a capability that currently lacks the necessary fused sensors and real-time common operating picture. Without this "Dedicated Space C2ISR," the U.S. remains reliant on terrestrial-focused space support that is increasingly vulnerable to sophisticated counter-space weapons.
• Kazanis, Alexander K., "Closing the Loop: Timely Battle Damage Assessment Evolution for the Anti-Access/Area Denial Challenge," AFGC thesis, 2020, 49 pgs. 
  • Addresses the "information problem" within kill chains in anti-access/area denial (A2/AD) environments, stating that ISR collection is currently too slow and too manpower-intensive to support "machine speed" decision-making. The author asserts that a substantial capability gap exists where a Joint Force Commander may have minimal, timely feedback on employed effects due to limited bandwidth and the reduced availability of high-confidence ISR sources in contested zones. Kazanis concludes that by 2030, only the integration of AI/ML through the Advanced Battle Management System (ABMS) can potentially compress targeting timelines from "tens of minutes to tens of seconds," provided that common data sharing standards are established.
• Kerns, Maj. Ryan O., "Strategy in the Automation Age: Strategic Weapons Theory and Hypersonic Implications," SAASS thesis, 2023, 114 pgs. 
  • Explains that while hypersonic weapons provide a strategic "time warfare" advantage, their effectiveness is constrained by an ISR infrastructure that still relies principally on national space assets. He finds that current technology readiness does not support hypersonic-capable ISR aircraft before 2035, leaving a gap that must be filled by machine-aided systems and JADC2. To realistically achieve the required performance for 2030, the military must transform raw ISR data into operational knowledge through tailored AI/ML algorithms to compress the "find, fix, track" (F2T) portion of the kill chain.
• Merkle, Capt. Thomas Richard, "SATCOM: Lines of communication or Extended Position?," AWC SSP West Space Seminar, 2021, 41 pgs. 
  • Analyzes the strategic implications of "infinite Line of Sight" enabled by satellites, but highlights that the projected 2030 environment will be defined by "effective instantaneity" that favors the attacker. Merkle points out that while SATCOM provides a massive geometric advantage, it remains "individually vulnerable to deliberate attack," and rapid defensive reinforcement is not a realistic response. He concludes that strategy must shift from trying to defend individual "extended positions" (satellites) to building a resilient architecture of redundant smaller satellites to deny an adversary the benefit of a decapitation strike.
• Pambianchi, Lt. Col. et al, "Advancing America's Space Characterization Ecosystem," ACSC/Fairchild Paper, 2022, 92 pgs. 
  • Highlights a significant performance gap in tracking mobile or maneuvering targets, noting that the legacy Space Surveillance Network (SSN) failed to identify a maneuver by the Chinese SJ-17 satellite for nearly two days. The authors argue that while space-based sensors like GSSAP and ORS-5 provide diverse viewing geometries, the current cataloging process is fundamentally incompatible with the timelines required for automated maneuvers or real-time weapons engagement. To meet mission requirements by 2030, the paper recommends a fully automated "tipping and queuing" architecture that uses AI to alert operators to abnormal Resident Space Object (RSO) behavior at the speed of warfare.
• Peery, Maj. Oliver, "Cyber Warfare in Space," AFGC thesis, 2025, 38 pgs. 
  • Concludes that US space systems are not yet sufficiently protected against cyber and electronic warfare threats, which are preferred "grey-zone" tactics for adversaries. He notes that many critical ISR enablers, such as GPS and the Defense Support Program (DSP), are antiquated systems that lack modern cybersecurity built into their design. For space-based ISR to function in 2030 contested environments, the US must accelerate the implementation of "Zero Trust" architectures and divest from legacy systems that the PRC is already tailored to exploit.
• Santostefano, Maj. Luke A., "C2ISR Doctrine: Modern Problems Require Modern Solutions," AFGC thesis, 2025, 42 pgs.  
  • Notes that the "Air Superiority Flight Plan 2030" envisions ISR data being delivered at the speed and scale required for data-to-decision superiority. However, he identifies a disparity between these projected goals and current doctrinal structures, which rely on linear processes that limit adaptability. Realistic performance for 2030 kill chains against mobile targets will require a shift toward disaggregated and dispersed C2 nodes that can ingest and process net-centric ISR data at the tactical level, bypassing the bottlenecks of consolidated theater Air Operations Centers.
• Spader, Maj. Nicky H., "Air Force ISR in Agile Combat Employment: Turning Decision Advantage into Operational Advantage," ACSC Vigilance Horizons RTF, 2022, 19 pgs. 
  • Analyzes the shift to denied, disconnected, intermittent, or limited-bandwidth (D-DIL) environments in peer conflict, which will hinder the passage of dynamic fires.. The author warns that China and Russia will likely deny and disrupt secure voice and computer connectivity, affecting the intelligence enterprise's ability to support the Air Tasking Order. The research argues that until future JADC2 tools are online, the Air Force must rely on sensor-agnostic intelligence support and streamlined manual processes to survive and win.
• Steele, Lt. Col. Eric, "Aerial Robotic Swarms and Joint All-Domain Command and Control," AWC SSP, 2020, 32 pgs. 
  • Evaluates the operational potential of robotic swarms, noting that current AI/ML data processing platforms are primarily cloud-based, posing severe limits in communications-denied environments. The paper identifies significant constraints on the swarm network and available bandwidth when large amounts of telemetry data must be transmitted through single commands. For these capabilities to realistically support kill chains, the author concludes that the Air Force must explore new C2 methodologies that allow autonomous platforms to react to their surroundings based on mission-type orders rather than continuous updates.
• Tucholski, Maj. Heidi M., "Closing the Knowledge Gap on Future Command and Control," ACSC ACTS 2.0 RTF, 2020, 20 pgs. 
  • Notes that while hardware development for a proliferated satellite network appears to be on pace, research into the software required for real-time distributed coordination is still uncertain. The paper warns that human decision-making quality actually decreases as access to information increases unless decision-makers are supported by appropriate organizations and training to avoid analysis paralysis. To realistically achieve 2030 performance goals, the author argues that the Air Force must embrace iterative concept development and funding rather than relying on a single technological panacea.
• Wetzel, Lt. Col. Tyson K. et al, "Seizing the Advantage: A Vision for the Next US National Defense Strategy," AF Fellows (Scowcroft Center), 2021, 72 pgs.   
  • Warns that the Defense Intelligence Enterprise is transitioning from a period of insufficient collection to one where "too much intelligence" from small satellite constellations will overwhelm human analysts. The paper notes that current airborne ISR platforms will not be survivable in high-end conflicts, and satellite systems are limited by cost and capacity in their ability to provide persistent coverage of mobile targets. Realistically achieving performance goals by 2030 requires heavy investment in data science aggregation tools and algorithms to automate labor-intensive processes and unburden analysts.
• Williams, Maj. Cody G., "Unlocking the Sky: Integrating Remotely Piloted Aircraft into the National Airspace System," AFGC thesis, 2024, 51 pgs.  
  • Provides evidence that achieving long-range kill chains via space is already becoming a realistic capability for adversaries, citing China’s 2023 launch of the Yaogan-41 remote-sensing satellite. This GEO-based asset is assessed as capable of identifying and tracking car-sized objects across the Indo-Pacific region. By pairing this persistent space-based detection with hundreds of long-range ballistic missiles, the PRC can effectively close kill chains against mobile assets and prevent adversary forces from establishing stable hubs within the first island chain.