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Scientists are using tree rings to study how rising sea levels affect coastal forests

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Scientists are using tree rings to study how rising sea levels affect coastal forests


Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
In some coastal areas, acres of dead trees stand as a testament to the encroaching saltwater. Credit: LeeAnn Haaf

Sunlight filters through the canopy of pines, holly, sweet gum, and red maple while bird calls echo in the distance. These coastal forests may seem like others in the Mid-Atlantic, but a hidden challenge looms. Standing tall next to their salt marsh neighbors, where the wind carries the sharp scent of sulfidic seawater, these trees are more than just part of the landscape—they are living monuments to a rapidly changing environment.

As sea levels rise, the future of these forests is uncertain. While the adjacent salt marshes can adapt to encroaching waters, the trees, vulnerable to the increasing frequency of saltwater flooding, face a grimmer prospect. Additionally, temperatures are increasing, and rain patterns are shifting. How long can the forest withstand the pressure of a changing climate? When will they finally succumb to a rising tide?

Rising tides

Coastal forests occupy low-lying land just above sea level, situated beside tidal marshes. Being low and close to tidal channels, these forests can flood with saltwater, which may happen a few times a year or only during the most severe storms. However, as sea levels rise, the boundary between land and sea pushes upslope, leading to more frequent flooding.

Tidal marshes dynamically build elevation or migrate upslope, maintaining their positions relative to flooding. Forests, however, are far less adaptable. Along the lower edges, individual trees begin to die, forcing the forest to retreat until what remains is a graveyard of dead trees—known as a “ghost forest.”

Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
When trees in coastal areas die a graveyard of dead trees—known as a ‘ghost forest’ is left behind. Salt-tolerant marsh plants take root and form a green carpet below the remains of the once-thriving forest. Credit: LeeAnn Haaf

Here, salt-tolerant marsh plants, such as smooth cordgrass (Spartina alterniflora), take root and form a green carpet below the remains of the once-thriving forest. This shift is beneficial for tidal marshes, allowing them to expand even in the face of erosion or other threats, but it comes at the expense of the coastal forest.

The stark reality of this transition is already apparent in many coastal areas, where acres of dead trees stand as a testament to the encroaching saltwater. Retreating coastal forest can result in a loss of biodiversity, and perhaps carbon sequestration; if nothing else, it represents the loss of critical buffer space between the land and sea.

Land slope plays a role in determining where these forests retreat, but the variability is enough to leave land managers questioning: Where will forests retreat and where will tidal marshes take their place? Proactive management is paramount, as once the trees begin to die, it is likely too late to alter their fate.

To anticipate these changes, it is essential to understand the subtleties that occur before tree death. Signals of stress can be gleaned from how well trees are growing as flooding increases, temperature rises, and precipitation patterns change. These signals point towards what conditions may eventually lead to tree death, and depending on other characteristics of the forest, where coastal forests are more vulnerable to retreat.

Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
Researchers investigated the possible consequences of climate change on coastal forests. Credit: LeeAnn Haaf

Tree rings show highly specific effects of sea level rise

A study, published in Frontiers in Forests and Global Change, delved into this using dendrochronology, the analysis of tree growth rings, to explore relationships between flooding, climate variables, and site-specific conditions.

Dendrochronology allows us to understand the conditions under which trees thrive or struggle, with narrower growth rings indicating periods of stress. Traditionally, simple correlations have been used to study these relationships, but the researchers employed a different technique: gradient boosted linear regression.

This machine learning approach can uncover complexities that correlations might miss, such as non-linear growth patterns across a spectrum of environmental conditions. They applied this method at four sites, with three tree species common to coastal forests in New Jersey and Delaware: loblolly pine, pitch pine, and American holly.

Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
A ‘ghost forest’ can be the result of coastal forests being flooded with saltwater. Credit: LeeAnn Haaf

The researchers hypothesized that rising sea levels would lead to reduced growth across species. However, the results were far more nuanced. The effects of sea level rise on tree growth varied depending on temperature, precipitation, and the site. At one site, they found that American holly grew better when winter water levels were higher. Loblolly pines appeared vulnerable to autumn water levels.

They also observed frequent non-linear growth responses, painting a more complicated picture of how these forests react to rising sea levels and climate change. The team also analyzed whether the gradient-boosted results indicated that trees would fare better or worse under predicted changes in temperature, precipitation, and water levels. The findings revealed few consistent patterns, highlighting the influence of species and site-specific factors on overall vulnerability.

Learning to manage coastal forests

Before trees reach the point of no return, the impacts of environmental changes on their growth are anything but simple. In some cases, climate change might even enhance resilience to increased flooding. For example, loblolly pine, situated at its northernmost distribution in the study sites, could benefit from warmer winters, perhaps offsetting some stress caused by flooding.

  • Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
    Dendrochronology can be used to date tree rings to the exact year they were formed in a tree. Credit: Sandra Cross
  • Rising waters, waning forests: How scientists are using tree rings to study how rising sea levels affect coastal forests
    Dr. LeeAnn Haaf (pictured) and colleagues used dendrochronology, the analysis of tree growth rings, to explore relationships between flooding, climate variables, and site-specific conditions. Credit: Sandra Cross

Similarly, American holly showed markedly different results between the two sites, possibly due to variations in moisture availability. These and other factors likely contribute to the variability in how and when specific coastal forests will retreat in response to sea level rise.

Overall, the effects of climate change and increased flood frequency on coastal forests are complex and often non-linear, highlighting the need for nuanced forest management strategies.

In the future, similar dendrochronological studies could serve as valuable tools for assessing coastal forest vulnerability to climate change and sea level rise. The team’s findings aim to inform land management efforts, helping to strike a balance between conserving coastal forests and tidal marshes given the growing pressures of climate change and sea level rise.

More information:
LeeAnn Haaf et al, Growth conditions of tree species relative to climate change and sea level rise in low-lying Mid Atlantic coastal forests, Frontiers in Forests and Global Change (2024). DOI: 10.3389/ffgc.2024.1362650

Citation:
Rising waters, waning forests: Scientists are using tree rings to study how rising sea levels affect coastal forests (2024, September 25)
retrieved 25 September 2024
from https://phys.org/news/2024-09-waning-forests-scientists-tree-sea.html

This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.





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Taking turns during conversations may help coordinate cues

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Taking turns during conversations may help coordinate cues


How synchronization supports social interactions
Schematic diagram of the relationship between intrapersonal and interpersonal synchronization, whether unimodal or multimodal. A) and B) represent intrapersonal synchronization among the modalities of a single speaker. A) Full blue arrows highlight the unimodal relationship between the gestures generated by a single individual (i.e., head vs. head, head vs. wrist). B) Dashed blue arrows highlight the multimodal relationship between the voice and the gesture produced by a single individual (i.e., head vs. voice; wrist vs. voice). C) and D) represent the interpersonal synchronization between the modalities of speaker A and speaker B. C) Full red arrows highlight the unimodal relationships between the movements of speaker A and speaker B, and between their voices (i.e., head vs. head, head vs. wrist, voice vs. voice). D) Dashed red arrows highlight the multimodal relationships between the voice of speaker A and the gesture of speaker B and inversely (i.e., head vs. voice; wrist vs. voice). Credit: Fauviaux et al., 2024, PLOS ONE, CC-BY 4.0 (creativecommons.org/licenses/by/4.0/)

Turn-taking dynamics of social interactions are important for speech and gesture synchronization, enabling conversations to proceed efficiently, according to a study published September 25, 2024, in the open-access journal PLOS ONE by Tifenn Fauviaux from the University of Montpellier, France, and colleagues.

Conversations encompass continuous exchanges of verbal and nonverbal information. Previous research has demonstrated that gestures and speech synchronize at the individual level. But few studies have investigated how this phenomenon may unfold between individuals.

To fill this knowledge gap, Fauviaux and colleagues used an online dataset consisting of 14 sessions of two people engaged in unstructured face-to-face conversations during which they were free to talk about specific topics. Each of these sessions contained between one and four discussions, and the conversations lasted from seven to 15 minutes.

The researchers analyzed both audio and motion data, and measured speech and gesture synchronization at different timescales. Specifically, they focused on vocal properties through the speech amplitude envelope and movement properties through head and wrist gestures.

The results supported previous research on speech and gesture coordination at the individual level, revealing synchronization at all timescales of the conversation. That is, there was higher-than-chance synchronization between a given participant’s wrist and head movements, and similar synchronization between these movements and vocal properties.

Extending the literature, the researchers also found that gestures and speech synchronize between individuals. In other words, there was coordination between the voices and the bodies of the two speakers. Taken together, the findings suggest that this type of synchronization of verbal and nonverbal information likely depends on the turn-taking dynamics of conversations.

According to the authors, the study enriches our understanding of behavioral dynamics during social interactions at both the intrapersonal and interpersonal levels, and strengthens knowledge regarding the importance of synchrony between speech and gestures. Future research building on this study could shed light on prosocial behaviors and psychiatric conditions characterized by social deficits.

The authors add, “How do my speech and behaviors influence, or respond to, the speech and behaviors of the person I’m conversing with? This study answers this question by investigating the multimodal dynamic between speech and movements, both at the individual’s level and the dyadic level. Our findings confirm intrapersonal coordination between speech and gestures across all temporal scales.

“It also suggests that multimodal and interpersonal synchronization may be influenced by the speech channel, particularly the dynamics of turn-taking.”

More information:
From unimodal to multimodal dynamics of verbal and nonverbal cues during unstructured conversation, PLoS ONE (2024). DOI: 10.1371/journal.pone.0309831

Citation:
How synchronization supports social interactions: Taking turns during conversations may help coordinate cues (2024, September 25)
retrieved 25 September 2024
from https://phys.org/news/2024-09-synchronization-social-interactions-conversations-cues.html

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part may be reproduced without the written permission. The content is provided for information purposes only.





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What are ‘rent tech’ platforms? Action on reining in these exploitative tools is long overdue

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What are ‘rent tech’ platforms? Action on reining in these exploitative tools is long overdue


What are 'rent tech' platforms? Action on reining in these exploitative tools is long overdue
Credit: Unsplash/CC0 Public Domain

This week the New South Wales government announced it would introduce legislation that ensures renters are offered convenient, fee-free options to pay their rent.

The announcement is just one of many state and territory reforms that aim to address issues arising from the use of rental technology platforms.

In recent years these platforms and the landlords who use them have come under fire for intruding on renters’ privacy and charging additional fees. While practices such as “rent bidding” have already been outlawed around Australia, governments are now starting to turn their attention to other harmful practices facilitated by new technologies.

Action on these issues is long overdue, and there’s much more that needs to be done to ensure rental technology platforms actually benefit consumers.

An expanding industry

A wide range of digital technology platforms are used to facilitate the use, trading, operation and management of real estate assets. A well-known example is AirBnb, a technology platform that facilitates short-term rentals by connecting hosts with guests.

The property technology industry in Australia is rapidly expanding. In 2023, there were more than 478 products, start-ups and established companies ranging from marketing tools to data analytics platforms. This was up from 188 in 2019.

A portion of these companies make services typically designed to be used by renters, real estate agents or landlords.

A major selling point of rental technology platforms is that they promise to streamline a range of processes. To renters, these technologies are billed as quick, easy and effective ways to submit property applications, request maintenance or pay rent.

If designed well, these platforms can certainly offer convenience. But many have expressed dissatisfaction with rental technology businesses that pressure renters to pay for costly background checks, collect too much personal data, or use opaque algorithms to “score” applicants.






People who struggle to access or use technologies may also find these platforms difficult to use. This makes it harder for them to access an essential service.

Some 41% of renters report feeling pressured to use a third-party rental technology platform to apply for a property. And 29% say they have opted not to apply for particular rentals because they do not trust rental technology platforms. This suggests that the use of these technologies may sometimes deter, rather than attract, applicants.

Additional fees

Over 30% of Australians rent their homes, a figure that continues to grow as people find themselves priced out of home ownership. Rising rents and the overall increase in the cost of living have put many renters under substantial financial pressure.

With this in mind, it’s concerning that some renters have found themselves with little choice but to use rental technology platforms that charge fees to process rental payments.

For example, renters using a popular platform called Ailo are typically charged between 0.25% to 1.50% to make automated rental payments, depending on the method of payment they use. A rough estimate shows that a household paying the median weekly rent (A$627 per week) on a fortnightly basis might see themselves paying between $81.51 and $489.06 in additional fees each year.

As required by law, Ailo does offer a fee-free option to pay rent. But this option is highly inconvenient: it requires renters to enter their bank details anew each time they make a payment.

The fee-free options offered by some other rental technology platforms are equally inconvenient. They include paying rent in cash at the local post office.

For renters who have been asked to use a rental payment platform, this may mean spending additional time and effort every time they pay their rent to avoid paying additional fees.

The NSW government already requires lessors to offer fee-free ways to pay rent (similar protections are legislated in other states and territories). However, the key element of this week’s announcement is a commitment to making sure these fee-free methods are actually convenient. This should hopefully close the legislative loophole that is enabling these rental technologies to unfairly profit at renters’ expense.

While the draft legislation is yet to be seen, these reforms might see renters reverting to tried and tested payment methods such as bank transfers and bypassing rental technology payment platforms altogether.

Effective enforcement

Introducing laws that ensure renters have access to convenient, fee-free ways to make rental payments is a no-brainer. The next step is ensuring these laws are enforced effectively.

To achieve this, the regulator must be well resourced to carry out compliance and enforcement activities that ensure lessors and rental technology businesses comply with these protections.

Beyond these reforms, there is more work to be done to ensure renters are effectively protected from a range of harms that are created or exacerbated by rental technology platforms.

Issues such as discrimination and unfair treatment through rental technology platforms warrant further attention.

The key challenge for governments and regulators is to keep up with technological developments so they can identify and address issues as they arise.

Provided by
The Conversation


This article is republished from The Conversation under a Creative Commons license. Read the original article.The Conversation

Citation:
What are ‘rent tech’ platforms? Action on reining in these exploitative tools is long overdue (2024, September 25)
retrieved 25 September 2024
from https://phys.org/news/2024-09-rent-tech-platforms-action-reining.html

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part may be reproduced without the written permission. The content is provided for information purposes only.





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Sound provides new information about the secret lives of sperm whales

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Sound provides new information about the secret lives of sperm whales


Sound provides new information about the secret lives of sperm whales
A new study by MBARI researchers and their collaborators has provided strong evidence that sperm whales (Physeter macrocephalus) migrate seasonally in the Northeast Pacific Ocean. This work will help ecosystem managers make decisions about how to best protect this endangered species. Credit: Tim Huntington

Sperm whales are the loudest animals on Earth and rely on sound to find food in the sprawling darkness of the deep sea. MBARI technology allows us to listen in, gaining new insight into the mysterious lives of these animals.

By reviewing seven years of acoustic data recorded in the Monterey Bay National Marine Sanctuary, MBARI researchers and collaborators from the Naval Postgraduate School and the University of Washington’s Center for Ecosystem Sentinels have discovered sperm whales are more common offshore of California than previously believed.

The researchers also learned that sperm whales are found in the Monterey Bay area more frequently during the winter, providing strong evidence for seasonal migrations in this species in the Northeast Pacific Ocean.

They published their findings on Sept. 24 in the journal Movement Ecology.

“Animals give us a window into their lives through the sounds that they make,” said Postdoctoral Fellow William Oestreich, who led this research. “Collecting acoustic data allows us to observe animal behavior, deepening our understanding of cryptic animals like sperm whales.

“Our findings provide new insight into sperm whale behavior and, by extension, seasonality in the deep sea, which can help inform protections for this endangered marine mammal and the ecosystems in which it feeds.”

Sperm whales (Physeter macrocephalus) can reach 16 meters (52 feet) in length and weigh up to 41 metric tons (45 tons). Despite their size, the lives of these important predators remain shrouded in mystery. Sperm whales dive hundreds to thousands of meters below the surface to feed on squid and fishes.

Much like bats echolocating in the night sky, sperm whales produce clicks to locate prey in the dark deep ocean. These loud and distinctive clicks give scientists the opportunity to study their behavior just by listening.

Sperm whale vocalizations contain rich information about who these animals are and what they are doing. Scientists can determine the age and sex of individuals from the interval between consecutive echolocation clicks. The sounds the whales make also provide clues about their behavior, like if they are searching for food or have successfully caught a meal.

MBARI has the unique capacity to collect continuous high-quality sound recordings in the deep sea over a long period of time. The institute’s cabled observatory, the Monterey Accelerated Research System (MARS), is located on the continental slope just outside Monterey Bay.

MARS allows researchers to test and deploy innovative new technology for studying the ocean and provides a platform for monitoring the ocean soundscape. A hydrophone, or underwater microphone, on the observatory records around-the-clock acoustic data from the heart of the Monterey Bay National Marine Sanctuary.

“To see a sperm whale or its unique sideways spout, we must be nearby on a boat. But underwater, we can hear the unique sound of a sperm whale’s echolocation from a hundred miles away,” explained biological oceanographer John Ryan, who leads MBARI’s Ocean Soundscape Team and coauthored the recent study.

“Because sound travels so powerfully underwater, listening greatly expands the reach of our senses. This reach enabled our first key discovery—that sperm whales, which are rarely seen in Monterey Bay National Marine Sanctuary, are continuously part of the region’s rich biodiversity.”

MBARI researchers developed an algorithm to detect the distinctive vocalizations of sperm whales in the trove of acoustic data recorded by the deep-sea hydrophone. Acoustic detection revealed that off the California coast, sperm whale vocalizations peak in the winter.

This is opposite a summer peak of sperm whale vocalizations previously reported by researchers in the Gulf of Alaska.

To understand the behaviors underlying the seasonal patterns in sperm whale vocalizations, MBARI researchers and their collaborators compared seven years of these acoustic detections with state-of-the-art simulations that incorporate data on well-understood movement strategies of other vertebrate species.

The team determined that the sperm whale acoustic patterns detected across different regions of the Northeast Pacific likely represent seasonal migratory movements. Previously, sperm whales were believed to be wandering nomads that opportunistically encountered food.

Sperm whale seasonality aligns with the latitude of the North Pacific Transition Zone (NPTZ). The NPTZ forms where cool subpolar waters meet warmer subtropical waters. A wide range of marine life feeds in this zone. The NPTZ shifts seasonally—it is farther south in the winter and farther north in the summer—mirroring sperm whale movements.

The seasonal peaks in sperm whale vocalizations are not as strong as surface-dwelling migratory animals, such as blue whales (Balaenoptera musculus). Without light and wind, deep-sea processes were historically thought to remain static throughout the year. However, biological connections link the surface to the deep.

The rain of organic material that feeds deep-sea animals and ecosystems changes with the seasons and annual blooms of productivity at the surface that trickle down to the depths below.

MBARI’s new research on sperm whales presents the strongest evidence yet that this top deep-sea predator undergoes seasonal migrations. The more subtle signal of sperm whale migrations reflects the overall dampened seasonality of the deep sea.

“The deep sea is challenging to study, yet we know the animals that live there play a vital role in the health of the planet. Whales store carbon in their bodies and transport nutrients deep in the water column, playing important roles in marine food webs and carbon transport.

“By listening to one of the deep ocean’s largest predators, we can learn about bigger patterns in deep-sea ecosystems,” said Senior Scientist Kelly Benoit-Bird, who leads MBARI’s Acoustical Ocean Ecology Team and was a co-author on the recent sperm whale study.

These findings can also help decision-makers implement protections for these endangered ocean giants and the environments they depend on.

“In order to manage human-wildlife interactions, we first need to understand where animals are and what they are doing. This study provides that important first step, unraveling the mysteries of this elusive ocean predator and helping to inform responsible stewardship,” said Oestreich.

Buried in hundreds of terabytes of continuous audio data that MBARI has recorded since 2015 are many more opportunities for important discoveries. MBARI shares this unique collection of data with a global community of researchers, policymakers, educators, and sound artists through its Open Data project on AWS.

More information:
William K. Oestreich et al, Evidence for seasonal migration by a cryptic top predator of the deep sea, Movement Ecology (2024). DOI: 10.1186/s40462-024-00500-x

Citation:
Sound provides new information about the secret lives of sperm whales (2024, September 25)
retrieved 25 September 2024
from https://phys.org/news/2024-09-secret-sperm-whales.html

This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.





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Can we find hidden graves of murder victims with soil imaging? New Australian study gives it a try

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Can we find hidden graves of murder victims with soil imaging? New Australian study gives it a try


crime tape tree
Credit: Unsplash/CC0 Public Domain

To avoid being caught, murderers often attempt to hide bodies using various methods. This can include shallow or deep burials, submersion in water, encasing in concrete or even disposing of remains in rubbish bins and suitcases.

Finding the body is a key part of any murder investigation, as it helps to identify, prosecute and charge the killer. Unfortunately, the task can be immensely difficult.

To help tackle the problem of locating hidden graves, we have trialed two innovative techniques for searching underground: ground-penetrating radar and electrical resistivity tomography, or ERT. Our results are now published in the journal Remote Sensing.

Borrowing tools from geology

The tools we used are known as geophysical methods because they measure the physical properties of materials in the soil under the surface.

The use of geophysical techniques for peering under Earth’s surface is not new—engineers, geologists and archaeologists have used the tools we tested for decades.

But geophysical techniques are not typically used for forensic investigations because directly finding a body with these methods is very difficult.

However, both of the tools we tested can help to locate a grave indirectly—by looking at the differences between the disturbed soil of the grave and the undisturbed soil around it. When the techniques encounter disturbed soil and/or the presence of body fluids, the resulting data will show as an anomaly—something different to the areas surrounding it.

To figure out whether the identified anomaly is a grave, researchers can then consider the size, shape and depth of the anomaly to make sure it correlates with a human body.

Pigs at the ‘body farm’

At the Australian Facility for Taphonomic Experimental Research (AFTER), Australia’s only “body farm”—a facility that uses donated bodies for forensic research—we buried five pigs in various configurations to mimic clandestine graves.

This included two single graves (a “shallow” grave of just half a meter, and a “deep” grave of almost two meters) and a mass grave with three pigs at one meter deep. We used pigs as they are a good body analog in terms of size and mass to humans.

We surveyed the graves with ground-penetrating radar and ERT before and directly after burial, and then one, eight, 14, and 20 months later.

Our findings revealed that geophysical imaging of hidden graves can work, but with varying results. This depended on the size, depth and age of the burial, and the amount of rainfall before the survey.

The grave containing the three pig cadavers was the easiest to observe due to its larger size and volume. This indicates geophysical techniques may be particularly useful in humanitarian investigations that involve searching for mass graves.

A shallow single grave was the next most observable. This is also an encouraging finding because most graves of hidden victims are only around half a meter deep. For both techniques, the two-meter-deep single grave was the most difficult to image.

Although both tools could detect some graves on some occasions, neither located all of the graves during the entire length of our survey. This was likely due to a combination of factors, including the soil type at the site and unprecedented weather conditions during the research period—La Niña flooded the research site multiple times.

We did, however, confirm that pig cadaver graves are good proxies to human donor graves when investigating geophysical techniques for finding them.

To do this, we compared the ground-penetrating radar and the ERT responses of the pig burials to those of human burials (all part of existing research projects at AFTER). We found no obvious differences between the two.

This is a very important result, because it means we can further test these tools in Australia and worldwide without being constrained by highly limited access to human donors.

More work needed

Similar studies have been done in the United Kingdom, the United States and South America. However, ours is the first systematic, multi-technique, geophysical survey of covert graves in an Australian environment. The only other similar Australian study was in 2004, however, it only used ground-penetrating radar and didn’t check back on the graves at multiple time points.

Our results clearly demonstrate that geophysical methods can be effective for locating unmarked graves under some circumstances, but don’t always work. To try and work out why, we will continue our research using the latest geophysical instruments and monitoring the moisture conditions inside the graves.

Ultimately, we believe using these tools can increase the chances of locating missing and murdered victims. Then, we can finally provide answers to their families and loved ones, and increase the chances of prosecuting their killers.

Provided by
The Conversation


This article is republished from The Conversation under a Creative Commons license. Read the original article.The Conversation

Citation:
Can we find hidden graves of murder victims with soil imaging? New Australian study gives it a try (2024, September 25)
retrieved 25 September 2024
from https://techxplore.com/news/2024-09-hidden-graves-victims-soil-imaging.html

This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.





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