Tag Archives: bushfire

Satellites and AI to help fight bushfires

The SmartSat CRC is already proving its worth.

Australia’s $245 million SmartSat CRC was launched in September 2019 and immediately kickstarted a practical test of its potential contribution to communities. Australia’s devastating 2019-2020 bushfires focused attention on every aspect of bushfire management: prediction, warning, response and recovery. The SmartSat CRC is concentrating on one particular problem area.

A persistent challenge for firefighters is tracking a fire front in real time, says University of Queensland researcher, Professor Stuart Phinn, one of SmartSat CRC’s program leaders. 

To direct firefighting resources, emergency managers need high spatial resolution images that can be updated “every couple of minutes”, says Phinn, who is program director for the SmartSat CRC’s Next Generation Earth Observation Data Services program. “You can do that from drones, but you can’t fly drones or aircraft through smoke and cloud all of the time.”

The answer may lie in space-based sensors. The SmartSat CRC could integrate new modes and AI-enhanced algorithms on existing and future Earth observation satellites to provide an increasingly accurate, real-time picture of a bushfire.

Seeing through smoke 

This is a tough ask; visual sensors or thermal imagers operating at the wavelengths used specifically to look for fires are attenuated slightly by smoke and heavily by cloud. Synthetic Aperture Radar is an advanced technology that captures images at 500 times the resolution of everyday radar. It sees through cloud but isn’t sensitive to temperature, although it might detect differences between burnt and unburnt trees to help map burning areas.

AI-enabled fusion of the two types of sensor data could deliver a coherent picture if the right algorithms and operating system are in place aboard a satellite.

One of the SmartSat CRC’s primary focus areas is to map bushfires and other natural disasters. Phinn’s research integrates the CRC’s three main programs — Communications, Intelligent Platforms and Earth Observation.

“In some cases, we need to upload information from the ground to augment or update the models and algorithms in the satellite. That’s Program 1,” he says.

“Essentially, you’d have a capable storage and processing facility aboard the platform itself: that’s Program 2. And then Program 3 is using the right data and the right processing approach, which is the Earth observation and data analytics side of it, combined with intelligent platforms and algorithms to give us intelligent products and services,” he says. 

Funding the dream

These are early days for the CRC and a number of projects and proposals along these lines will emerge as the university and industry partners, including Nova Systems, BAE Systems and Airbus, kick off their research. And a link is also developing with the Bushfire & Natural Hazards CRC with project leader Dr Marta Yebra, who is working at the Australian National University on remote sensing of bushfire fuel conditions.

Mapping fire fronts from space in real-time is achievable, says Phinn.

“We know which algorithms we’d put on these platforms and how to refine them. As the algorithms get better, we’re gradually improving the mapping and monitoring we do. There’s no way we’d have had funding to do that before this CRC.” — Gregor Ferguson

smartsatcrc.com

Adapting to angry summers: Australian Bushfires

From her bush block in the Blue Mountains, Bianca Nogrady considers how researchers will tackle the ‘new normal’ for severe bushfire weather.

On February 7, 2009, several bushfires in Victoria burned through 450,000 hectares over two days, destroying more than 2000 homes, killing 173 people plus an estimated one million wild and domestic animals. 

Between September 2019 and March 2020, hundreds of bushfires burned through almost 19 million hectares across Australia, destroying more than 2500 homes, killing more than one billion birds, animals and insects, and driving many species to the brink of extinction. But the death toll was lower, at 33 people. 

Every one of those lives lost was a tragedy that devastated families, friends, colleagues and communities. But given the unprecedented scale, ferocity and duration of this season’s fires, the fact that comparatively few lives were lost suggests that since Black Saturday, we have made profound changes to the way we predict, understand and respond to bushfires. 

Many of those changes have come about because of the collaborative research undertaken by the Bushfire & Natural Hazards Cooperative Research Centre.

“We strongly believe the work of the CRC has been instrumental in reducing the death toll out of these fires,” says Dr Richard Thornton, Chief Executive Officer of the Bushfire & Natural Hazards CRC (BNH CRC). The relatively low death toll from the 2019–2020 bushfire season is astonishing to many people working with bushfires, especially given that there were several days during the season when conditions were as catastrophic as those experienced during the 2009 Black Saturday fires. 

Getting better, earlier warnings

One of the areas of change is communication: how, where, why and to whom emergency warnings are delivered, and the content and wording of those warnings. Communication has been an active area of research from the early days of the original Bushfire CRC, which was established in 2003 and morphed into a focal program of the current BNH CRC from 2013.

Associate Professor Amisha Mehta, a risk and crisis communications expert at the Queensland University of Technology (QUT) Business School, has been working with the BNH CRC on risk communication during bushfires and other natural hazards.

She says the wording of risk and emergency warnings is a delicate balancing act between trust and encouraging individual responsibility. 

“In our co-designed messages, we have enhanced trust but at the expense of reducing people’s perception of personal responsibility,” says Mehta. “So we learn from that and talk about ways to maintain trust and enhance or build people’s ability or confidence in being able to take the actions needed.”

Extensive research on how people respond to emergency warnings and risk messages has led to some bushfire and emergency agencies changing the wording of their message headings. The three tiers of ‘Advice’, ‘Watch and Act’ and ‘Emergency Warning’ are classifications firmly embedded into the way emergency management organisations work since the Black Saturday bushfires.

However, those headings don’t necessarily reflect the way individuals think in a bushfire situation. Instead, some agencies are switching to what Mehta describes as more ‘community-minded’ language. “Instead of ‘emergency warning’, the lead is ‘leave now’, or ‘leave immediately’, or ‘shelter in place’, so it’s the behaviour that is captured in the heading,” she says. 

After those headings comes more detailed information about the location and type of hazard, timing and other aspects. 

For example, the Queensland Fire and Emergency Services have amended their headings to ‘Advice: monitor conditions’, ‘Watch and Act: conditions are changing’, and ‘Emergency: you are in danger’. 

Mehta and her colleagues’ research also showed that adding a reason for the warning helped the message get across. “If you add a rationale, such as ‘leaving now is your safest option’, even though it makes the message longer, it enhances residents’ self-efficacy, so it makes them feel more confident in taking the behaviour.”

NSW Rural Fire Service and BNH CRC researchers. Image: BHN CRC

When to leave and who to tell

Another active area of CRC-led research is when and to whom those messages should be sent. 

Bushfire predictions have taken a quantum leap forward in recent years with the development of a variety of computerised modelling systems that can predict bushfire risk from as far out as one year ahead of a season to an hour-by-hour update on where a bushfire is likely to spread or its embers land.

Two products helping fire agencies calculate risk are Phoenix and SABRE Fire. Ben Twomey is a fire behaviour analyst and executive manager of advanced capability in the Queensland Fire and Emergency Services, and he works with both these fire modelling systems. “Part of the reason for the comparatively low number of deaths this season is the prediction capability and our ability to get people out of the way of fires that we know are going to be catastrophically bad,” he says. 

Phoenix is a fire simulator program developed by the Bushfire CRC and the University of Melbourne. It characterises fire spread across the landscape based on forecast weather — temperature, humidity, wind speed and direction — fuel maps, topography of the landscape, wind modification by the landscape, vegetation, the fire history of an area and other factors such as roads, fire breaks and rivers.

When that data is put into the system, along with weather inputs to account for factors like the effect of pyrocumulonimbus, the output is a map forecasting where that fire is likely to spread to in the next hours and days. 

But as anyone who has ever tried to plan a picnic knows, the weather forecast is a probabilistic prediction; it offers a likelihood — not a certainty — of the weather being a certain way. To account for that element of uncertainty, there’s SABRE Fire. 

“We don’t know those inputs with a great deal of certainty and we’d rather be broadly right than precisely wrong,” says Twomey. 

SABRE Fire calculates a range of scenarios by varying some of the inputs at random, like a much higher wind speed or much lower humidity, “so when we talk about worst case scenarios, theoretically it’s already built in”.

When fire controls the weather

There are some wildcards in fire behaviour modelling and pyroconvective fire behaviour is one of those. This refers to the enormous weather systems that can develop above intense fires — so-called ‘fire thunderstorms’ — and drastically alter weather and fire behaviour. “It’s like putting a chimney on top of the fire and getting a nice big draw around the edge – it goes berserk,” says Twomey.  

Research by the BNH CRC has worked out the minimum heat required for these pyrocumulonimbus systems to develop in various environments, which should help better forecast these events and allow for their incorporation into fire behaviour modelling. 

This research will be part of the next generation of fire spread models, which includes weather modelling conducted by the Bureau of Meteorology, as well as in more real-time models being developed with CSIRO and capable of being used in control centres just like Phoenix. 

Even with all the best predicting, forecasting and messaging, people and properties are still being caught in bushfires. Understanding how and why that happens is the question Dr Josh Whittaker from the University of Wollongong and the BNH CRC is trying to answer.

After fires have passed through, Whittaker and colleagues visit those communities and interview residents about their awareness of bushfire risk, what planning and preparations they had done before the fire, what information and warnings they received and how they responded. 

“Those findings are fed back into fire services to help them better communicate with communities and better prepare them for bushfire in the future,” says Whittaker. 

Having worked on many fires since the devastating Black Saturday bushfires, Whittaker says there is always a wide range of preparedness levels in the community.

“There always seem to be people who have done little or nothing to prepare and therefore have difficult experiences in fires,” he says. “Through to the other end of the spectrum, where people are very well prepared and are either able to safely leave, as is their plan, or remain to defend their farms or houses.”

Understanding those decisions is critical to helping shape messaging and awareness campaigns about bushfire preparedness. Whittaker says one interesting finding is how many people in bushfire-exposed areas are unaware they are even at risk.

One change he has seen over time is greater focus and understanding of the ‘leave early’ message during bushfires.

There’s also greater awareness of the high level of planning and preparation that is required by anyone thinking of staying to defend their property. And it seems the most important message is being heard: don’t leave anything to the last minute.

Moving forward

There is a mountain of research to be done after this bushfire season, which will help researchers understand what contributed to the severity of this season and how well predictions, preparedness and response systems worked. But there is also the question of how Australia’s experience of bushfires will change in the future. 

There is also population growth and how that changes the relationship between humans and the bush. There is the question of settlement strategies and decisions by local and state governments, and what role the insurance industry will play in that.

There are new technologies that will present opportunities and challenges, when it comes to preparedness and response to bushfires. And finally, there is perhaps the greatest challenge of all: climate change.

 bnhcrc.com.au

Top 10 Science Meets Business Innovations

Featured image above: Australian icebreaker Aurora Australis 

1 THE CURE

TECHNOLOGY/PROGRAM: PRMT5 inhibitors

IMPACT: The Cancer Therapeutics CRC (CTx), with its UK-based commercialisation partner, Cancer Research Technology, has licensed rights to a program of small molecule drugs called PRMT5 inhibitors to MSD (Merck in the US and Canada) in a multimillion-dollar deal. PRMT5 drugs have clinical potential in both cancer and non-cancer blood disorders. The deal involved an upfront payment of $21 million and potential payments in excess of $700 million. A minimum of 70% of those payments will be returned to CTx.

Cancer Therapeutics CRC


2 INNOVATION IN EXPLORATION

TECHNOLOGY/PROGRAM: RoXplorer®

IMPACT: The new RoXplorer® will help access previously hard to locate greenfields (unchartered) mineral deposits beneath the barren surface rocks, which obscure mineralised rocks in about 80% of Australia. RoXplorer® will drill at around one sixth the cost of conventional diamond drilling techniques and be much safer. This will help reverse a two decades old trend which has seen Australia’s share of the world’s expenditure on mineral exploration drop from one quarter to one eighth.

Deep Exploration Technology CRC


3 SAVING EVERY DROP

TECHNOLOGY/PROGRAM: Aquarevo

IMPACT: Each of the 44 homes in Australia’s first water sensitive community, Aquarevo, in Lyndhurst, Victoria, requires approximately 70% less mains water than a regular suburban house. The homes catch, filter and treat most of their own water supply. Houses are plumbed with three types of water – drinking, recycled and rainwater – which means drinking water won’t
be flushed down the toilet. The project was developed in conjunction with Villawood properties and South East Water.

CRC for Water Sensitive Cities


4 DRIVING ON EMPTY

TECHNOLOGY/PROGRAM: eBus

IMPACT: A partnership of the AutoCRC, Swinburne University of Technology’s Electric Vehicle Laboratory and Bustech (part of Transit Australia Group), this is the first electric bus to be designed, engineered and manufactured in Australia. The buses are, on average, 80% cheaper to maintain than the current diesel buses. Each seat has a USB charger for mobile devices and the buses seat 50 passengers. Late last year, Bustech signed a deal to produce buses for the South Australian government.

Excellerate Australia (Automotive Australia 2020 CRC)


5 THE DEMISE OF CASH

TECHNOLOGY/PROGRAM: digi.cash

IMPACT: digi.cash is a system that allows the issuing and circulation of many different kinds of electronic cash. It can be stored on phones, computers or an external storage drive like a USB and can be sent the same way as any other file. The digi.cash founder Andreas Furche says it is “much faster than Blockchain-based so-called cryptocurrencies, and much better suited for centrally issued financial instruments, like national currencies, or shares”.

Capital Markets CRC digi.cash


6 SAFETY FIRST

TECHNOLOGY/PROGRAM: “If It’s Flooded, Forget it” campaign

IMPACT: Multimedia communications encouraging specific behaviour during disasters can be challenging. The BNHCRC has proven that use of the right visual imagery in official emergency warning communications assist people to act appropriately. Early versions of the “If it’s Flooded, Forget it” preparedness campaign inadvertently showed people engaged in “exactly the activity that we are trying to prevent” according to QUT’s Professor Vivienne Tippett, who is a BNHCRC lead researcher. New versions of the campaign involve a 4WD coming to a flooded waterway and deciding not to drive through, “the behaviour we’re trying to encourage”.

Bushfire and Natural Hazards CRC


7 SWIMMING UPSTREAM

TECHNOLOGY/PROGRAM: Carp bio-control virus

IMPACT: Carp are one of the worst introduced freshwater aquatic species in Australia with an economic impact estimated at up to $500 million per year. A new carp bio-control virus with potential to kill up to 95% of individual carp is ready to be released.  “Ten years of CRC research has basically given the answer the carp bio-control agent is safe and useable,” says Invasive Animals CRC communications manager, Ian McDonald. The virus will be most effective in the first couple of years of use.

Invasive animals CRC


8 AIMING HIGH

TECHNOLOGY/PROGRAM: International collaboration on laser signals

IMPACT: In collaboration with the Japanese space agency, JAXA, researchers from the CRC for Space Environment Management sent a beam of light, via an electro-optic laser from Mt Stromlo in Canberra, 6.7 million km away to an accelerating Japanese satellite called Hayabusa 2. It showed that a laser of this capacity can reach space debris in near-Earth orbit and is a significant step towards being able to more accurately track and eventually manoeuvre space debris (see “Shining a light on space debris”).

CRC for Space Environment Management 


9 FIGHTING MORE THAN FIRES

TECHNOLOGY/PROGRAM: Assessing measurement of toxic chemicals

IMPACT: PFOS (perfluorooctane sulfonate) and PFOA (perfluorooctanoic acid) are common toxic synthetic fluorinated chemicals. While being phased out, they are still encountered in fire-fighting chemicals. The National Measurement Institute collaborated with EPA Victoria on a CRC CARE project to conduct Australia’s first proficiency studies for these contaminants. These studies are an important tool for assessing contamination.

CRC CARE


10 ON THIN ICE

TECHNOLOGY/PROGRAM: Totten Glacier thinning

IMPACT: Taking advantage of a long crack that opened up in sea ice (which is normally impenetrable to ships), ACE CRC researchers used Australia’s icebreaker Aurora Australis to confirm that the Totten Glacier, East Antarctica’s largest glacier, is melting from below as warm ocean water reaches the ice shelf. Totten has the highest basal melt rate among Eastern Antarctic ice shelves and contains enough ice to raise global sea levels by about 3.5m if it melted completely.

 Antarctic Climate and Ecosystems CRC