Saturday, 6 December 2014

Hey Rakshak: Don't crucify dead and buried brave hearts


CAREFUL READING TEA LEAVES…AFTER A STORM IN THE CUP

Don’t crucify dead and buried brave hearts

On 8 March 2014 a Boeing 777-200 ER went missing less than an hour after take-off. 239 people on board were presumably dead. Explanations and propositions ranging from the mundane to the bizarre have been doing the rounds. With cockpit voice recorders, flight data recorders, modelling and simulation and other IT aids accident investigation, never simple, has now evolved into a fine science and yet in complex cases there are discontinuities and fallibilities. Without the cockpit recorders recovered, accident investigators are want to conclude any theory or apportion any blame and wisely so.
The main purpose of accident investigation is to identify causes and prevent recurrences by improving design/correcting procedures/managing hazards, environments and human fallibilities as the case maybe. To do so the emphasis is on finding ‘the’ cause(s) and not just any cause. Advancements in accident investigation methods and maturing of investigative processes have proven the criticality of Data/Voice Recorders, large data banks and super computers that can crunch data and build possible scenarios for evaluation. Running scenarios and arriving at conclusions with minimal or insufficient data is dishonest and risky, very risky.
So while the Nation, the Ministry, the Navy and the submariners may want or even demand an explanation to the accident on board INS Sindhurakshak. The Navy needs to be doubly cautious ‘reading the tea leaves’ left behind in the Sindhurakshak case for multiple reasons-
Evidence
·      There are no survivors to relate what happened inside the submarine. It is only known that the crew was working on torpedoes in preparation for an operational deployment.
- Torpedo preparation is a process that demands caution and care but is not a new or out of ordinary task and is a well-oiled procedure. Particularly considering that the boat’s crew had just passed a series of training and work up routines with the work up authority. 
·      The wreck of the submarine was awash with the waters of Mumbai harbour for almost ten months. The compartments which sustained maximum damage were open to sea and much of the material evidence inside would either have got washed out or be thoroughly contaminated.
- The investigation itself is critically dependent on forensic analysis.
- Forensic analysis is severely crippled due to the non-availability of reliable and uncontaminated evidence to analyse.
·      Unlike in commercial aircraft, the submarine had no voice recorders which can reveal conversations, there were no data recorders which can reveal details of parameters at the time of the accident.
- There is no means of confirming the sequence of events leading to the explosion. All analysis will have to be based on application of existing rational knowledge to an extraordinary irrational event (like to trying to explain infinity with finite tools). 
Mitigating Crew Liability
·      The crew of Sindhurakshak were handpicked based on their competence and experience to operate the newly refurbished submarine. After ferrying the boat to India, the crew were put through a mature and rigorous work up routine before being cleared for operational roles.
- The work up pays special emphasis on Standardisation of Operating Procedures, Drills and emergency drills.
- The crew had completed the work up just a few days before the accident and as such should be considered to be at the peak of their operational preparedness.
·      The explosion(s) was of such intensity that many parts of the submarine were damaged beyond recognition. The speed of the explosion(s) was so high that some crew not directly involved in the operation but resting in remote compartments had no time to react and were incinerated wherever they were, resting in their bunks. People at the scene itself would clearly not have had any reaction time whatsoever.
-  All hazardous procedures have emergency drills and actions but can there be a procedure laid out for a catastrophic failure or an explosion of the kind experienced?
- Can we really hold crew responsible for failing to react to a catastrophic failure?
·      The explosion was powerful enough to rip open a steel double hull and the temperatures inside the boat were so high that metal doors and hatches had fused. Yet, inexplicably, none of the warheads of the torpedoes seem to have exploded.
- Hints at unlikelihood of mishandling of torpedoes.

Fallibility of methods
The Swiss cheese theory of accident analysis suggests that accidents result from an alignment of conditions and occurrences each of which is necessary, but none alone sufficient. In that sense even serious accidents may sometimes happen even though nothing failed as such. In unusual accidents we need accident analysis methods that recognise that confluences occur and provide a plausible explanation of why they using predictive accident models. Performance variability management accepts the fact that accidents cannot be explained in simplistic cause-effect terms, but that instead they represent the outcome of complex interactions and coincidences which are due to the normal performance variability of the system, rather than actual failures of components or functions. Even in relatively simple systems new cases continue to appear, despite the best efforts to the contrary. In complex cases and complex systems efforts of accident analysis and cause finding are that much more complicated and error prone. The most serious errors to which such deductive processes are exposed are:-
Dangers of learning backward from Inductive Knowledge
Bertrand Russell had famously pointed out in the problem of inductive knowledge that there are traps built into any type of knowledge gained from observation. This is best explained through an illustration, this one is modified from Bertrand Russell’s original…
Consider a ‘Bakra’ (of the Bakra Eid fame) that is fed every day. Every single day of feeding will firm the goat’s belief that it is the general rule of life to be fed every day by friendly members of the human race “looking out for its best interest”. On the afternoon of ‘Bakra id’ something unexpected will happen to the ‘Bakra’, it will incur a revision of belief. Go a step further and consider induction’s most worrisome aspect: learning backward. The bakra’s confidence increased as the number of friendly feedings grew, and it felt increasingly safe even though the slaughter was more and more imminent. Consider the feeling of safety reached its maximum when the risk was at its highest! Something has worked in the past, until-well, it unexpectedly no longer does, and what we have learned from the past turns out to be at best irrelevant or, at worst viciously misleading.
Standard Operating Procedures particularly those dealing with hazardous processes are often reviewed and amended/altered following accidents and incidents. So we must acknowledge that while SOPs are based on extant understanding and are followed diligently they stand true only until proven inadequate by an accident/incident. So also with material failures.
Appetite for a Narrative
Driven by an appetite for ‘causal determinism’ or otherwise, humans by nature need explanations. Nassim Nicholas Taleb[1] calls this the “narrative fallacy”. Stories help us summarise and simplify complex and multi-dimensional matters i.e. to reduce the dimension of matters (Those who watched Christopher Nolan’s Interstellar would probably relate readily). The fallacy is associated with our vulnerability to over interpretation and our predilection for compact stories over raw random truths. It is particularly acute when it comes to the rare event. The narrative fallacy addresses our limited ability to look at sequences of facts without weaving an explanation into them, forcing a logical link, an arrow of relationship, upon them. The more random the information is, the greater the dimensionality, and thus the more difficult to summarize. The more you summarize, the more order you put in, the less randomness. Hence the same condition that makes us simplify pushes us to think that the world is less random than it actually is, and the Black Swan[2] is what we leave out of simplification.
Our tendency to impose narrativity and causality are symptoms of the same disease – dimension reduction. Moreover, like causality, narrativity has a chronological dimension and leads to the perception of the flow of time. Causality makes time flow in a single direction, and so does narrativity. Where this propensity can go wrong is when it increases our impression of understanding.  
Perils of walking back in Time, Reversing Non-linear processes 
Many of us have seen Hollywood animate, ‘storify’ and even glorify forensics to the level of infallibility. We see super sleuths doing scene building using multiple screens which reflect data interpreted by ‘super’ computers. These computers in turn have probably crunched multiple data inputs to (re)create various possibilities and the super sleuth then selects the probable scenario based on his vast experience and an unfailing gut instinct. Lo and behold the suspect confesses under the pressure of interrogation coupled with forensic evidence…case closed. Unfortunately, accident analysis is not so easy, more so when the case is unusual, a statistical ‘outlier’, a Black Swan, a ‘Sindhurakshak’, with no data inputs and virtually no forensic analysis.
Consider the following…
·                Put an ice cube on your floor and consider how it may melt, try to envision the resulting shape of the puddle.  You will have a few possibilities of shape, size etc. 
·                Now consider noticing a puddle of water on the floor. Now try and reconstruct in your mind’s eye the shape of the ice cube it may have once been…now consider further it may not have originated from an ice cube at all consider the number of possibilities for the origin of the puddle on the floor.
The second operation is harder, much harder …The difference in these two processes is that the first case can still be scientifically predicted if you do some modelling. However, for the second case there could be infinite possibilities, if in fact there was an ice cube at all.
The first case involves a forward ‘predictive’ process, the second case involves a process of reverse engineering history, a process that is fraught with error.  Mind you the ice example was a relatively simple linear process…the complications involved in a non-linear process get mind boggling. Sindhurakshak falls in this category.

What we learn will depend on what we want to learn

The Sindhurakshak accident has cost the Indian Navy a lot- the invaluable lives of 18 brave professionals, complete loss of one fully refurbished operational boat, resignation of a Chief of Naval Staff and many, many intangibles.

That price having already been paid, what the Navy learns from the Sindhurakshak accident is what will define the final cost of the accident. What we learn will in turn depend on what we want to learn. It is therefore important that we go beyond mere cause determination, particularly because of the severely limiting circumstances viz. no eyewitness accounts, no recorders, no forensic inputs owing to a severely contaminated site, the sequence being non-linear etc.

Acknowledging that the purpose of cause determination is prevention of recurrence it is understandable if the investigation board adopts an approach where every possible contributor (say, ‘hazard’) whether procedural, environmental, materiel or human is identified and graded and mitigating measures recommended.

Our predisposition for ‘causal determinism’ and the need for closure makes us gullible and naïve such that every possible cause gets transformed into a probable cause and hence implying blame worthiness. It is here that the Navy faces the biggest challenge. To be able to assure its submariners and convince the government and in turn the people (read as Parliament and PQs) that it is acceptable or even wise to move on having rendered procedures and equipment safe and without apportioning blame. Pinning a blame on either the man or the materiel should be backed by conclusive evidence, which in this case I am sure cannot be found. 

So as a people, we cannot and should not fault the Navy or the officers of the BOI if they do not assign blame, rather we should complement the board if they are honest enough to steer clear of ascribing blame. We should, however, demand that the Navy set up a robust organisation to oversee the safety of submarines, cosmetic rejigs of existing organisations may not suffice. The existing organisation under the Inspector General Nuclear Safety only looks at nuclear safety and does not cover the conventional fleet of submarines. It may be well worth our while to take a leaf out of the book of the Royal Australian Navy which despite operating only conventional submarines has a comprehensive SUBSAFE programme, working since 1987 and has often been recognised as one of the best safety programmes in Defence environmental safety management. The USN of course has taken submarine safety to another level, from the SUBSAFE programme that emanated from the accident on USS Thresher in 1963, today they even have a NASA/Navy benchmarking exchange programme which looks at strengthening individual safety systems in the Navy and NASA by drawing from lessons learnt in each other’s domain.

In sum, is Sindhurakshak going to be our ‘Thresher’ which enables a comprehensive review of our safety systems and organisation? Only time will tell. For starters we definitely shouldn’t blame the crew.

Irrespective of the outcome of the Sindhurakshak investigation, I must place on record that the submariners of the Indian navy are a highly professional and respected lot. Not only have I sparred with them in the oceans as the pilot of an ASW helicopter but have also sparred with them in boxing rings and bars. An Indian Navy submariner will never cringe to pay any price to fulfil his mission and yet I have not met men as careful and calculating as my submariner friends so there are no foolish risks taken. The fact that the Indian Navy’s submarine arm, born in 1967, has had an otherwise impeccable safety record for over 47 years despite operating old, really old boats stands testimony to their professionalism. INS Vagli, the last of the Foxtro class submarines operated by the Indian Navy completed her last dive safely at a grand old age of 36 years!

On this submariners day I salute every submariner of the Indian Navy serving and veteran and I pay a special homage to those who lost their lives on Sindhurakshak.  






[1] Nassim Nicholas Taleb. I have drawn from NNT’s book “The Black Swan, the impact of the highly improbable”.
[2] A rare highly improbable and destructive event, a term that has been created by Dr NNT. 

Sunday, 6 July 2014

Id entity crisis averted


http://panela.bsmail.in/bsmailin/lt.php?id=KUkBVFQEVAtTWk0DBFNUVR8=UlQJUQVbHhRPFR4QBBIIEl1xAwlRClVMAF5e

Mr Modi has once again demonstrated clarity of purpose and the ability to deconflict as he has given a new lease of life to UIDAI. This needs to be flagged for the decisiveness as well for the ability of the Prime Minister to sweep the path clear of mines like 'committee of secretaries'. Just a few days back I followed an 'Arnabesque' debate on 'your' channel where the mandarins of internal security argued for the National Population Register and attempted to dismiss the UIDAI citing fears of fake identity and the problems of illegal immigrants getting Aadhar cards etc etc. On the other hand the advocates of UIDAI extolled the efforts and the scale of the exercise already undertaken in creating id's and obtaining biometrics etc. In this din of NPR vs UIDAI I was afraid that we will lose sight of the objective and once again turf wars will lead to annulling a mammoth achievement. It is high time we stop talking at each other seeing points of divergence. We need to start knitting points of convergence, looking for each others strengths and utilising these to progress towards the goal. So how about the UIDAI continuing to do its job apace creating a comprehensive data bank of all people actually existing in India, give everyone an AADHAR with a rider that discovery of fraudulent (id) data by the NPR or any appointed security agency will lead to prosecution. Some time back I had work with the RTO at New Delhi and they insisted that they will not progress my work unless I show an AADHAR card. I was furious but that provided he impetus for me to get an AADHAR card for myself and my family. We need to continue UIDAI and progressively knit in all other data banks to bring data convergence PAN, Passport, Driving License, Voters ID can all be progressively integrated keeping one data bank as a master. Of course falsification of id's detected at any one process demanding greater checks should naturally lead to penal action. So while it looked as if left flank and right flank were competing to score an own goal instead of collaborating to reach the goal It appears that Mr Modi has coached the players to pass the ball to keep possession and weave a way through the enemy and reach the goal. Similar lessons are waiting to be learnt on a whole lot of other domains....creating a Maritime Security Authority, a CDS are just a couple of cases in point. I would like to submit a word of caution Mr Prime Minister, with its emphasis on turn over rates and speed, the AADHAR process was susceptible to compromise. A word of caution to the naysayers....it is no joke to motivate people to come forth and enlist themselves to collect personal data including biometrics and then link it to bank data. So lets use AADHAR for what it is the basis or foundation to create and progress towards "AADHUNIQ" (AADHAR ver 2.0) with all deficiencies and anomalies of AADHAR addressed and with data integrated from all other key data banks. All the best India, all the best Mr PM.      

Monday, 2 January 2012

New Definition to Grey OUT

When there is no clear path or when the compass is spinning wildly it is probably best to stay wheer you are and wait for the mist to clear, the ground to stabilise. Doggedly pursuing one's goals is always easy... you see the target, you see. Problem is when you are not sure what you are seeing is... the target  or a mirage.
We are all inherently hopeless optimists says Nassim Talib (the Black swan theorist), We never want to believe bad things can happen, plans can fail, accidents may happen, etc etc. And therefore we err in our planning. Ok so lets say we start a new way of planning. Paint the darkest picture possible for a life of misery and despair , lets call this BLACK. Now  imagine how you would find sanity and happiness in this BLACK world. Consider each spot of happiness as a dot of white and keep adding those dots...make them larger bring them closer and slowly you are getting shades of grey. The more white dots you can bring in and the longer they last you will be pushing towards a WHITE world a world of joy and happiness. Now all of us are living in a GREY world and  to retain our sanity and a balance of life it is imperative that we stay in the grey. Too close to white and we will be blinded, too close to black and we will be in darkness. 
I am 46 yrs old, definitely past my prime in most things. How can i be expecting to turn things around in the next ten years. Should i now conserve so as to live a decent grey or should i give it a last hurray before setting the throttles to cruise. So many questions, answers grey. Hope remains...white 

Tuesday, 24 August 2010

The price of freedom

An Independence won after paying a bloody price, a price that pinches very few today. Bloody battles continue on the city streets, in the corridors of power (of course here the colour of blood is yellow..and one only sees it if one is empowered with the right filters), in impoverished villages and premium condominiums.
Someone is fighting for his freedom to live, in his forest;
someone is fighting for freedom to kiss in public;
someone fighting for his right to have the best weapon to engage the enemy (some of course also have the liberty of choosing their enemy without state declaration)
someone for his/her right to 'pass faeces' with dignity.
Is sixty three years enough to discover a common good amongst so many different kinds of people -
different religions, hey we are supposed to be secular right...
different castes, now to be sanctified by a census, wonder if Nilakeni saab will include it in the UID as well...
different economic brackets, the altamount road/aurangzeb road crorepati(patni) to the altamount road/aurangzeb roadside homeless beggar

So even as the disparate parliament house debates day in and day out (mostly out) to find amiable common grounds between parties, people and pockets...somehow i get the feeling that national interest is lost in the din or as i would like to call it 'dezibell'. But pse do not rush to blame these parliamentarians...believe you me most of us in this jungle will probably behave the same because the seeds are sown very early.
How many of us really live and teach our children to live by a code that places country first. Probably Maslow was right it is difficult to preach national values to a people who are struggling to make their daily bread. But what about all the others Our attitude shows in the most basic deeds the way we maintain our places of heritage and historical value, our garbage discipline (i have seen enough instances of manicured hands releasing lays packets from smartly rolled down power windows...remember I didn't do it ....Raaajoooo.

It gets even more absurd when we want to compare ourselves with other wild creatures like dragon et al.
Here we are struggling to contain starvation, unable to feed our people and we are talking of 4G, of course some would proffer the argument that 4G will power our way to better times. Question is who is getting better.
here we are unable to provide the dignity of clean sanitation to our people and we are talking of hosting the commonwealth. Hallo this is our country we are not under somebody elses rule anymore. so do we really need to have such double standards. Or are we now under a different kind of rule one led by the rich to get richer!!

Here is something I wrote ...on Independence day a day when we make speeches and statements independent of reality!!!

Year on year hollow words rebound
from high walls of symbology
as rehearsed applause responds to predesigned cues
the falsehood of the fervour crumbles
as the fort gives in to the stench from sorrounding squalor

In this state sponsored drama see
sagging promises with botox fixes
tall claims from ramparts
drowning in the dry moat below
failing to lift spirits despite radio amplifiers and broadcasts.

Bloated pockets screen nubile bloated tummies
selfish ears muted by  I pods
Fleety feet ditched in caving hopes
as the capitals make over's spoilt by spilled beans
Words that once moved stand weighted
no new ground here no hope
as the assembly silently screams...
Gimme something to see clearly
something sweet to smell
Yes we have a tryst with destiny
...tell me it is one i can change